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Google DeepMind's New AI Model - TAPIR: Seeing Through the Lens of AI

Video vocabulary

union

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US / 'ju:nɪən /

UK / ˈjunjən /

A2
  • noun
  • Act of joining two or more things into one
  • Marriage
  • Organization of workers to look after their needs

someone

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US / ˈsʌmwʌn /

UK / ˈsʌmˌwʌn, -wən /

A1
  • pronoun
  • Person who is not known or named

true

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US / tru: /

UK / tru: /

A1
  • adjecitve
  • Agreeing with the facts; not false; real or actual

here

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US / hɪə(r) /

UK / hɪr /

A1
  • adverb
  • In this place; at this location, position or time

new

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US / nju: /

UK / nu, nju /

A1
  • adjecitve
  • Not old, recently born, built or made
  • Being or doing something for the first time
  • Not felt, seen or known previously
  • Having been recently bought or obtained

performance

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US / pə'fɔ:məns /

UK / pɚˈfɔrməns /

A2
  • noun
  • Act of doing something
  • Activity done to entertain an audience

precisely

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US / prɪˈsaɪsli /

UK / prɪˈsaɪsli /

B1
  • adverb
  • In an exact and accurate manner
  • (Emphasizes that a statement is totally correct)

small

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US / smɔ:l /

UK / smɔl /

A1
  • adjecitve
  • Little in size; not big
  • (Of letters) not written in capital letters
  • Being insignificant or minor
  • (Of a business) with few people or things; local
  • (Of voice) being soft and quiet
  • (Of a child) being young

try

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US / traɪ /

UK / traɪ /

A1
  • noun
  • Act of putting the ball over the rugby goal line
  • verb
  • To make an effort, to attempt to do something
  • To examine someone or something in a court of law
  • To test to see if it is good or you like it
  • To make a person go through hardship; test
  • To examine something to see if it works

tapir

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US / ˈteɪpə(r) /

UK / 'teɪpər /

A1
  • noun
  • Large nocturnal animal of tropical America

use

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US / ju:s /

UK / ju:s /

A1
  • noun
  • Ability to employ something
  • Need to enable it to work
  • Permission to do something with something
  • Act of spending money
  • Operation of a machine for its function
  • verb
  • To have; to eat, drink, consume etc.
  • To need to operate or work
  • To operate a machine, e.g. a computer
  • To treat a person badly
  • To do something with, for a task or purpose

contain

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US / kənˈteɪn /

UK / kənˈten /

A2
  • verb
  • To keep something from spreading
  • To hold something inside something else

breakthrough

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US / 'breɪkθru: /

UK / ˈbrekˌθru /

B2
  • noun
  • Important discovery in doing something difficult

four

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US / fɔ:(r) /

UK / fɔr, for /

A1
  • number
  • 4

matter

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US / 'mætə(r) /

UK / ˈmætɚ /

A1
  • noun
  • Material all things are made of that fills space
  • Problem or reason for concern
  • verb
  • To be of great importance; to count

query

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US / 'kwɪərɪ /

UK / ˈkwɪri /

B1
  • noun
  • Question asked in order to remove doubts
  • other
  • To ask a question, e.g. because you have doubts
  • verb
  • To ask a question, e.g. because you have doubts

publish

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US / 'pʌblɪʃ /

UK / ˈpʌblɪʃ /

A2
  • verb
  • To prepare and make available a book magazine etc.
  • To release information to the general public

wait

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US / weɪt /

UK / wet /

A1
  • verb
  • To delay or not do something until later
  • To spend time until an expected thing happens
  • To remain in a place until a thing happens

webcam

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US / ˈwebkæm /

UK / ˈwɛbˌkæm /

B2
  • noun
  • Camera showing live photos of place on internet

compute

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US / kəm'pju:t /

UK / kəmˈpjut /

A1
  • verb
  • To find out by calculating or estimating

database

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US / 'deɪtəbeɪs /

UK / ˈdetəˌbes, ˈdætə- /

A2
  • noun
  • Data stored in logical order to aid retrieval

science

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US / 'saɪəns /

UK / ˈsaɪəns /

A2
  • noun
  • Study of the physical world, based on facts

shift

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US / ʃɪft /

UK / ʃɪft /

A2
  • adjecitve
  • (Of work) starting at a certain time, as at night
  • noun
  • A change in a persons plans, opinions or beliefs
  • Period of work starting at a certain time
  • verb
  • To change in position or direction
  • To move something from one place to another

should

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US / ʃʊd /

UK / ʃʊd /

A1
  • other
  • Used to indicate what is proper or reasonable

truth

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US / tru:θ /

UK / truθ /

A2
  • noun
  • Real facts about something

accuracy

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US / ˈækjərəsi /

UK / ˈækjərəsi /

A2
  • noun
  • Being exactly right; correctness

net

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US / net /

UK / nɛt /

A2
  • adjecitve
  • Remaining amount after something is taken away
  • noun
  • Internet
  • Crossed rope, fibers with partly open pattern
  • Crossed ropes that make up the back of a goal
  • verb
  • To catch or cover something in a mesh, often fish
  • To gain or earn a certain amount of money
  • To hit a ball into a goal during a sports event

relate

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US / rɪ'leɪt /

UK / rɪˈlet /

A2
  • verb
  • To demonstrate a logical relationship between
  • To understand or sympathize with, e.g. a problem
  • To tell a story, or tell about a particular event

team

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US / ti:m /

UK / tim /

A1
  • noun
  • Group of people working on a task together
  • Group of people playing a sport together

will

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US / wɪl /

UK / wɪl /

A1
  • noun
  • Desire or choice of someone
  • Document saying who gets your money when you die
  • Strong desire to do something; determination
  • Desire to do something; strong wish to do
  • other
  • Used with verbs to express the future
  • verb
  • To leave property to someone after your death
  • To use mental effort to make something happen
  • Am (is, are) likely to do
  • To influence someone to do something
  • To make something happen by strongly wanting it

own

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US / əʊn /

UK / on /

A1
  • adjecitve
  • Belong to oneself
  • determiner
  • Yours, his, hers, etc.; not belonging to another
  • pronoun
  • (Something) belong to myself
  • verb
  • To have something as your property

sequence

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US / 'si:kwəns /

UK / ˈsikwəns, -ˌkwɛns /

A2
  • noun
  • Part of a movie showing one part of the story
  • verb
  • To arrange things in an order they should happen

similar

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US / ˈsɪmələ(r) /

UK / ˈsɪməlɚ /

A1
  • adjecitve
  • Nearly the same; alike

tricky

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US / 'trɪkɪ /

UK / ˈtrɪki /

A2
  • adjecitve
  • Difficult, so needing skill to do or deal with
  • Likely to use tricks; dishonest or deceptive

action

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US / 'ækʃn /

UK / ˈækʃən /

A2
  • noun
  • Something that a person or thing does
  • verb
  • To act to do something

demo

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US / 'deməʊ /

UK / 'demoʊ /

A2
  • noun
  • Showing how something works (e.g. a new product)

first

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US / fɜ:st /

UK / fɚst /

A1
  • adjecitve
  • 1st; Coming before all others in time or place
  • noun
  • Something that has not happened before
  • Position of the winner of a competition

get

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US / ɡet /

UK / ɡɛt /

A1
  • verb
  • To become affected by illness or disease
  • To begin to feel or understand an emotion or idea
  • To send or bring someone or something home, etc.
  • To go somewhere to obtain something
  • To (cause to) do a particular thing
  • To obtain, receive or be given something
  • To currently have
  • To prepare for use
  • To understand something being said or read

hard

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US / hɑ:d /

UK / hɑː(r)d /

A1
  • adjecitve
  • Difficult to do; difficult to understand
  • (Of facts) not able to be misunderstood; clear
  • (Of alcohol) strong
  • Involving or requiring lots of work, effort, care
  • Being full of pain, trouble, and problems
  • Strong
  • (Of edge) clear; sharp
  • Difficult to bend, break or cut; solid
  • adverb
  • With lots of force, power, or impact

medium

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US / 'mi:dɪəm /

UK / ˈmidiəm /

A2
  • noun
  • Method of expressing ideas or feelings
  • Something available in a middle size or condition
  • Person who claims to communicate with the dead

sift

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US / sɪft /

UK / sɪft /

B2
  • verb
  • To look through and remove less valuable things
  • To remove lumps from/add air to flour with a sieve

fascinating

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US / ˈfæsɪneɪtɪŋ /

UK / ˈfæsəˌnetɪŋ /

B1
  • adjecitve
  • Having your attention fixated as though by a spell
  • Very interesting
  • verb
  • To attract or interest greatly

right

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US / raɪt /

UK / raɪt /

A1
  • adjecitve
  • Correct or true
  • The south side of you looking at the rising sun
  • adverb
  • Exactly in a place or time
  • Being appropriate for a particular event
  • In a straight or direct manner
  • noun
  • Something you are legally or morally allowed to do
  • Ideal of what is just and good
  • Political view based on conservatism
  • verb
  • To fix something previously wrong or unjust
  • To make upright, as a boat that has turned over

and

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US / ənd /

UK / ənd, ən,ænd /

A1
  • conjunction
  • Used to refer to two or more things
  • Plus; in addition; on top of that
  • Used to introduce an action that follows another

base

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US / beɪs /

UK / bes /

A2
  • noun
  • Place military personnel live, train, and operate
  • Bottom part of an object that touches a surface
  • Unit of counting, e.g. 10 for counting
  • Most important idea or ingredient to add others
  • Origin or start from which something came
  • Main place where an organization or a person works
  • verb
  • To use as the starting point or origin for
  • To have as the main location for (company, etc.)

frame

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US / freɪm /

UK / frem /

A2
  • noun
  • Structure that holds a picture or photo
  • A person's body shape determined by their skeleton
  • Main part of structures supporting the other parts
  • verb
  • To make a person that is not guilty appear guilty
  • To put say or write something in a careful way
  • To put a picture in a protective structure

hope

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US / həʊp /

UK / hop /

A1
  • noun
  • When you wish something will happen; what you wish
  • verb
  • To expect and want something to happen

healthcare

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US / 'helθkeə /

UK / 'helθker /

B1
  • noun
  • Nursing care to prevent illness or recover from it

intelligence

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US / ɪn'telɪdʒəns /

UK / ɪnˈtɛlədʒəns /

A2
  • adjecitve
  • Of the spying services; acting in secrecy
  • noun
  • Collection of secret information about something
  • Ability to learn things or to consider situations

trajectory

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US / trə'dʒektərɪ /

UK / trəˈdʒɛktəri /

B2
  • noun
  • The path followed by a flying object

any

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US / 'enɪ /

UK / ˈɛni /

A1
  • adjecitve
  • One, or some, no matter which
  • pronoun
  • One (thing) of many; some

come

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US / kʌm /

UK / kʌm /

A1
  • verb
  • To arrive at a place
  • (Of mail) to be delivered
  • To move toward someone; go with someone
  • To reach a certain point or state

channel

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US / 'tʃænl /

UK / ˈtʃænəl /

B1
  • noun
  • Long hole dug in the ground, e.g. to move water
  • TV or radio station or its programs
  • Method or way of sending or receiving information
  • Narrow passage through which water travels
  • Method or route used for sending or getting things
  • verb
  • To dig a long hole for carrying water
  • To send (e.g. money) to a certain place or person
  • To direct water or liquid through a passage
  • To direct energy or feelings into something

characteristic

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US / ˌkærəktəˈrɪstɪk /

UK / ˌkærəktəˈrɪstɪk /

A2
  • adjecitve
  • Typical or distinctive

help

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US / help /

UK / hɛlp /

A1
  • noun
  • Something given to enable a person to do something
  • Assistance given to someone in need
  • Someone who makes something easier or possible
  • verb
  • To act to enable a person to do something; assist
  • To make something better or less difficult

match

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US / mætʃ /

UK / mætʃ /

A2
  • noun
  • Something that is equal to or the same as another
  • Small stick you strike to light a fire candle etc.
  • A sports competition between two people or teams
  • Person or thing that goes well with another
  • verb
  • To equal or be as good as something else
  • To work well or look good with something else

local

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US / ˈləʊkl /

UK / ˈloʊkl /

A2
  • adjecitve
  • Relating to a particular area, city, or town
  • noun
  • Bus or train, that stops at most stations
  • People who live in the area being discussed
  • The pub you most frequently go to

think

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US / θɪŋk /

UK / θɪŋk /

A1
  • verb
  • To have an idea about something without certainty
  • To have an idea, opinion or belief about something

precision

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US / prɪˈsɪʒn /

UK / prɪˈsɪʒən /

A2
  • adjecitve
  • Performed in a very careful, detailed manner
  • noun
  • Quality of being very accurate and exact

relevant

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US / ˈreləvənt /

UK / ˈrɛləvənt /

A2
  • adjecitve
  • Having an effect on an issue; related or current

displacement

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US / dɪsˈpleɪsmənt /

UK / dɪsˈplesmənt /

B1
  • noun
  • Number of liters a petrol engine has
  • Act of replacing someone or something

large

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US / lɑ:dʒ /

UK / lɑ:rdʒ /

A1
  • adjecitve
  • Big; of great size; broad, tall, wide, or fat

most

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US / məʊst /

UK / most /

A1
  • adverb
  • Very; extremely
  • Greatest possible degree
  • pronoun
  • Nearly all of something

throughout

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US / θru:ˈaʊt /

UK / θruˈaʊt /

A2
  • adverb
  • From the beginning of something until the end
  • preposition
  • Over/across an entire place/thing; in every part

temporal

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US / ˈtempərəl /

UK / ˈtɛmpərəl, ˈtɛmprəl /

B2
  • adjecitve
  • Concerning time
  • Concerning the physical world; not spiritual

another

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US / əˈnʌðə(r) /

UK / əˈnʌðɚ /

A1
  • adjecitve
  • One more, but not this
  • determiner
  • One more added
  • pronoun
  • One more (thing)

approximation

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US / əˌprɒksɪˈmeɪʃn /

UK / əˌprɑksəˈmeʃən /

B2
  • noun
  • Something that is similar, but not an exact copy

real

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US / rɪəl /

UK / ˈriəl, ril /

A1
  • adjecitve
  • Actually existing or happening, not imagined
  • Being important or special

photo

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US / ˈfəʊtəʊ /

UK / ˈfoʊtoʊ /

A1
  • noun
  • Short for photograph; a picture taken by a camera

visual

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US / 'vɪʒʊəl /

UK / ˈvɪʒuəl /

A2
  • adjecitve
  • Of or relating to vision
  • noun
  • Pictures/images used to help audience understand

keep

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US / ki:p /

UK / kip /

A1
  • noun
  • Large, strong tower in the middle of a castle
  • Money spent on you so you can live in a place
  • verb
  • To continue doing something; not to stop
  • To stop balls going in a goal in sports
  • To not give back or return something
  • (Of food) to not spoil or not rot
  • To take possession of something to own, e.g. a pet
  • To have and continue to hold something
  • To do something that you have promised or agreed
  • To stay in a certain place or condition
  • To maintain the rules

maintain

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US / meɪn'teɪn /

UK / menˈten /

A2
  • verb
  • To keep saying something a certain way
  • To keep (machine) working by checking, repairing
  • To keep, exist or continue without changing

detect

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US / dɪˈtekt /

UK / dɪˈtɛkt /

A2
  • verb
  • To discover or identify the presence of something

front

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US / frʌnt /

UK / frʌnt /

A1
  • adjecitve
  • Opposite of back; the forward part of an object
  • noun
  • Behavior not showing a person's true feelings
  • Area where fighting in a war is happening
  • Place where air of different temperatures meets
  • verb
  • To have the forward part facing something
  • To lead a group of people, usually a band

nine

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US / naɪn /

UK / naɪn /

A1
  • number
  • 9

ten

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US / ten /

UK / tɛn /

A1
  • number
  • 10

two

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US / tu: /

UK / tu /

A1
  • number
  • 2

train

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US / treɪn /

UK / tren /

A1
  • noun
  • Line of people, animals moving the same direction
  • Vehicle that carries people and runs on rails
  • Long rear section of a (e.g. wedding) dress
  • Series of events happening one after another
  • verb
  • To teach a pet a behavior or a trick
  • To educate someone in something, e.g. medicine
  • To cause a plant to grow a certain way by cutting
  • To point a certain way or toward something
  • To practice to get better at a thing, e.g. sports

anything

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US / ˈeniθɪŋ /

UK / ˈɛniˌθɪŋ /

A1
  • pronoun
  • A thing of any kind

from

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US / frəm /

UK / frʌm, frɑm,frəm /

A1
  • preposition
  • Starting at a particular place, time or level

out

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US / aʊt /

UK / aʊt /

A1
  • adverb
  • No longer stylish (e.g. fashion)
  • Away from home, business, or the usual place
  • In a direction/movement away from inside or center
  • noun
  • Act when a batter cannot continue playing
  • verb
  • To tell people a secret

over

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US / 'əʊvə(r) /

UK / ˈovɚ /

A1
  • adverb
  • Finished; no longer happening
  • Towards the ground/away from a standing position
  • noun
  • A set of six consecutive balls bowled in cricket
  • other
  • Finished
  • preposition
  • Showing the relation when a thing is above another
  • On or covering something
  • Above or across something
  • More than you need
  • From one side to the other
  • In the direction of; toward

call

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US / kɔ:l /

UK / kɔl /

A1
  • noun
  • A order or request for action
  • The sound an animal makes, often when in danger
  • A correct prediction, e.g. a decision in a game
  • A short visit to a place or person
  • A decision by a referee or umpire in a game
  • verb
  • To make a request or order for action
  • (Animal) to make sounds to warn of danger
  • To announce the date of an election
  • To make a judgment about something
  • To give someone or something a name
  • To guess in advance the result or outcome
  • To visit a place or person for a short time
  • To phone someone
  • To speak, announce or shout in a loud voice

where

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US / hwɛə /

UK / hwɛr, wɛr /

A1
  • conjunction
  • At or in the place which
  • In whatever place
  • pronoun
  • Word you use to ask the location of something

vid

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US / rɪ'kleɪmɪŋ /

UK / rɪ'kleɪmɪŋ /

A1

picture

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US / 'pɪktʃə(r) /

UK / ˈpɪktʃɚ /

A1
  • noun
  • General situation or state of being
  • Mental image of what something is or looks like
  • Movie; film
  • Painting, drawing or photograph on paper or screen
  • verb
  • To understand or imagine something
  • To imagine someone or something in an image

develop

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US / dɪ'veləp /

UK / dɪˈvɛləp /

A1
  • verb
  • To explain something in steps and in detail
  • To create or think of something
  • To grow bigger, more complex, or more advanced
  • To make a photograph from film

combine

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US / kəmˈbaɪn /

UK / kəmˈbaɪn /

A2
  • verb
  • To mix several things together to form one thing

point

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US / pɔɪnt /

UK / pɔɪnt /

A1
  • noun
  • An item to be discussed
  • Small spot or dot
  • Fact or detail
  • Feature of something
  • The size of the text on a page or screen
  • A certain time or stage in a process
  • Certain position in time or space
  • Idea or fact you try to convince people about
  • Measurement of scores in a game, sport
  • Sharp end of something, e.g. a pen or pin
  • verb
  • To face a certain direction, e.g. north
  • To indicate something with your finger to others

benchmark

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US / ˈbentʃmɑ:k /

UK / ˈbentʃmɑ:rk /

B2
  • noun
  • Standard by which other similar things are judged

code

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US / kəʊd /

UK / kod /

A2
  • noun
  • A password made of a set of letters or numbers
  • Set of rules for behavior
  • A secret language using secret symbols
  • Written part of a computer program
  • verb
  • To express information in a series of numbers
  • To write a secret message using secret symbols
  • To write programs using computer languages

input

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US / ˈɪnpʊt /

UK / ˈɪnˌpʊt /

A2
  • noun
  • Advice or ideas that someone provides
  • verb
  • To put in information, advice or opinions

taper

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US / 'teɪpə(r) /

UK / ˈtepɚ /

B2
  • verb
  • (Of e.g. streets) to become gradually narrower

wheel

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US / wi:l /

UK / wi:l /

A2
  • noun
  • Round thing that rolls, used for moving things
  • verb
  • To move something which has wheels or is on wheels
  • To turn or cause to turn something in a circle

select

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US / sɪ'lekt /

UK / sɪˈlɛkt /

A2
  • verb
  • To choose a suitable thing from a group

derive

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US / dɪˈraɪv /

UK / dɪˈraɪv /

B1
  • verb
  • To come from another thing

then

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US / ðen /

UK / ðɛn /

A1
  • adverb
  • A time that is not now
  • Following another thing in time or arrangement
  • Following on reasonably from what was just stated
  • At that time, not now

vision

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US / 'vɪʒn /

UK / ˈvɪʒən /

A2
  • noun
  • Ability to see; eyesight
  • Something you see in your imagination or dreams
  • Ability to plan for the future of something

find

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US / faɪnd /

UK / faɪnd /

A1
  • noun
  • Object discovered by chance
  • Things that have been discovered from searching
  • verb
  • To become aware of something that is happening
  • To discover or meet by chance
  • To decide if someone is guilty of a crime, or not
  • To learn through study, research, or effort
  • To discover something by looking for it

enough

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US / ɪˈnʌf /

UK / ɪˈnʌf /

A1
  • adjecitve
  • Sufficient to answer the need
  • adverb
  • To a satisfactory degree
  • pronoun
  • Equal to what is needed; as much as required
  • Adequate number or amount

mean

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US / mi:n /

UK / min /

A1
  • adjecitve
  • Being good at
  • Nasty; unkind
  • Not liking to spend money; cheap; stingy
  • noun
  • Average of a set of numbers
  • verb
  • To express a particular idea or thought
  • To intend to do something in particular
  • To have a particular meaning or value

task

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US / tɑ:sk /

UK / tæsk /

A2
  • noun
  • Big or small piece of work someone has to do
  • verb
  • To be given something to do, e.g. wash dishes

watch

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US / wɒtʃ /

UK / wɑtʃ /

A1
  • noun
  • Period of time someone is responsible for guarding
  • Device you wear on your wrist that shows the time
  • Official warning statement, e.g. of bad weather
  • verb
  • To keep in check, manage, or control something
  • To look at something for entertainment, e.g. TV
  • To guard a place or people; protect child, etc.
  • To look at carefully to work out what is happening
  • To protect and care for someone or something

suitable

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US / ˈsu:təbl /

UK / ˈsutəbəl /

A2
  • adjecitve
  • Right for a particular purpose or occasion
  • (Of clothes) appropriate for a given occasion

type

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US / taɪp /

UK / taɪp /

A1
  • noun
  • Printed letters or blocks used for printing them
  • Group of things or people sharing common features
  • verb
  • To identify something belonging to a group
  • To write by touching keys on a keyboard

variation

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US / ˌveəriˈeɪʃn /

UK / ˌvɛriˈeʃən, ˈvær- /

A2
  • noun
  • Something almost the same as another but different
  • Music played with a different tune from another

closely

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US / 'kləʊslɪ /

UK / ˈkloslɪ /

A2
  • adverb
  • In a careful manner
  • Nearby; just next to

example

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US / ɪgˈzɑ:mpl /

UK / ɪɡˈzæmpəl /

A1
  • noun
  • Thing, person which represents a category

each

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US / i:tʃ /

UK / itʃ /

A1
  • determiner
  • Every one of two or more things
  • pronoun
  • Per one person or thing

ground

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US / graʊnd /

UK / ɡraʊnd /

A1
  • noun
  • Connection of electrical equipment to earth
  • Place where people play particular sports
  • Solid surface of the earth that we stand on
  • verb
  • To break (coffee, etc.) into tiny bits with machine
  • To make loud jarring noise by pressing hard
  • To make sharp or smooth through friction
  • To press together with force making a sound
  • To punish someone by not allowing them to go out
  • To hit the bottom
  • (Of boat) to hit the bottom so it cannot move
  • To prevent a plane from taking off
  • To place the ball over the goal line in rugby

method

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US / 'meθəd /

UK / ˈmɛθəd /

A2
  • noun
  • (Organized and planned) way of doing something

track

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US / træk /

UK / træk /

A2
  • noun
  • A circular course for running
  • Course or way someone takes, e.g. in education
  • Path in a field or a forest made by walkers
  • Often circular course laid out for car racing
  • One of multiple musical recordings on an album
  • Band surrounding the wheels of a tank
  • Metal lines that trains ride on
  • verb
  • To use marks to follow a wild animal
  • To move a certain way/follow a particular course
  • To record and examine the progress of something

about

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US / ə'baʊt /

UK / əˈbaʊt /

A1
  • adverb
  • To be ready to; going to
  • Nearly; approximately; roughly
  • Near; next to; close to
  • In every direction; in the area of
  • preposition
  • Concerning or of (a topic)

again

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US / ə'ɡen /

UK / əˈɡɛn /

A1
  • adverb
  • One more time, once more

different

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US / ˈdɪfrənt /

UK / ˈdɪfrənt /

A1
  • adjecitve
  • Not of the same kind; unlike other things

even

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US / 'i:vn /

UK / ˈivən /

A1
  • adjecitve
  • Being equal in influence, power, possibility etc.
  • Being divided equally or fairly
  • (Of teams/contest) with similar chances of success
  • Smooth, level, or regular
  • Can be divided by 2; ending in 2, 4, 6, 8, or 0
  • At a regular, equally steady manner
  • Remaining steady and unchanging
  • adverb
  • (When this is surprising) as well; too
  • (Used to compare two things/stress the difference)
  • verb
  • To make something level; to flatten
  • To make something equal

eye

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US / aɪ /

UK / aɪ /

A1
  • noun
  • The part of the body that you see with
  • The skill to see the good and bad parts of a thing
  • Hole at the end of a needle
  • verb
  • To watch or study something closely

outperform

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US / ˌaʊtpəˈfɔ:m /

UK / ˌaʊtpərˈfɔ:rm /

C1
  • verb
  • To achieve more than other competitors

like

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US / laɪk /

UK / laɪk /

A1
  • adjecitve
  • Being equal in status or kind to something else
  • Similar; the same
  • adverb
  • For example
  • preposition
  • Used as a filler; used to ad emphasis
  • In a way similar to the way something is done
  • Such as; for example
  • verb
  • To want to
  • To find something pleasing; to prefer something

that

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US / ðæt /

UK / ðæt, ðət /

A1
  • adjecitve
  • The person or thing being talked about
  • Used to identify something both the speakers know
  • adverb
  • Used to reinforce adjectives and adverbs
  • To such a degree
  • conjunction
  • Used to connect a noun clause
  • Used to introduce an adverbial clause
  • Used to introduce a noun clause
  • determiner
  • Used as a noun to refer to something
  • pronoun
  • Referring an object far away
  • Used to refer to the relative pronoun ‘which’

second

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US / 'sekənd /

UK / ˈsɛkənd /

A1
  • adjecitve
  • 2nd; the one following first
  • noun
  • Unit of time; one sixtieth of a minute
  • Short period of time that you wait for someone
  • (Do) soon

what

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US / wɒt /

UK / hwɑt, hwʌt, wɔt, wʌt,hwət, wət /

A1
  • pronoun
  • Thing or things that; the same kind as
  • Used to emphasize something you are about to say
  • adjecitve
  • Used to refer to a particular amount, or number
  • Used to place emphasis on a particular quality
  • adverb
  • To a certain degree
  • determiner
  • Question words used for asking for information
  • exclamation
  • Used to express excitement, shock, or surprise
  • Used to ask people to repeat something they said

education

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US / ˌedʒuˈkeɪʃn /

UK / ˌɛdʒəˈkeʃən /

A2
  • noun
  • Academic field studying the practice of teaching
  • Process of giving or receiving teaching

hit

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US / hɪt /

UK / hɪt /

A1
  • noun
  • A planned killing, usually for money
  • Song, movie etc. that is successful
  • When someone strikes someone or something
  • Time when a player makes contact with the ball
  • Time when a website is accessed
  • verb
  • To have a negative impact on a person/place/thing
  • To press something, such as a button or switch
  • To suddenly realize the importance of something
  • To move your hand, a bat, etc. against with force
  • To fight, attack or damage something or someone
  • To arrive at a specific place, level, or goal
  • To make contact with the ball in a game or sport

evaluation

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US / ɪˌvæljʊ'eɪʃn /

UK / ɪˌvæljʊˈeʃən /

B1
  • noun
  • Judgment about the value or condition of something

datum

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US / ˈdeɪtəm /

UK / ˈdetəm, ˈdætəm, ˈdɑtəm /

B1
  • noun
  • Item of factual information

illumination

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US / ɪˌlu:mɪˈneɪʃn /

UK / ɪˌluməˈneʃən /

B1
  • noun
  • The supply of light to an area
  • Sudden realization, often of a religious nature

metric

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US / ˈmetrɪk /

UK / ˈmɛtrɪk /

B1
  • adjecitve
  • Based on the meter as a standard of measurement

patch

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US / pætʃ /

UK / pætʃ /

B1
  • noun
  • Cover worn over an eye to protect or hide it
  • Piece of ground on vegetation grows
  • Piece of cloth sewn onto garments to repair holes
  • Small spot different from the area around it
  • verb
  • To join or unite, e.g. two phone calls
  • To repair hole by sewing a piece of cloth over it

percent

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US / pə'sent /

UK / pɚˈsɛnt /

A2
  • adverb
  • One one-hundredth of a whole; the symbol %

refinement

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US / rɪˈfaɪnmənt /

UK / rɪˈfaɪnmənt /

B1
  • noun
  • Act of changing slightly to make it better
  • Small but meaningful improvement to make very good

with

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US / wɪð /

UK / wɪð, wɪθ /

A1
  • preposition
  • As an employee of a certain company
  • Against something or someone
  • By using something as a means
  • Due to; because of
  • Including
  • Possessing as a feature
  • Related to
  • (Of the manner/attitude by which you do something)
  • Used to express that people or things are together

feed

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US / fi:d /

UK / fid /

A2
  • noun
  • Food given to animals
  • verb
  • To give food, e.g. to animals or a baby
  • To push something through an opening
  • To provide necessary supplies to

challenge

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US / 'tʃælɪndʒ /

UK / ˈtʃæləndʒ /

A2
  • noun
  • An activity you wish to try that may be hard to do
  • Act of formally inviting someone to compete
  • A question to determine correctness of something
  • verb
  • To formally invite someone to compete at something
  • To question the correctness of something

independently

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US / ˌɪndɪ'pendəntlɪ /

UK / ˌɪndɪˈpɛndəntlɪ /

A2
  • adverb
  • In a manner being free from the control of another

segmentation

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US / ˌsegmenˈteɪʃn /

UK / ˌsɛɡmənˈteʃən, -mɛn- /

B2
  • noun
  • Act of separating into different parts

enjoy

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US / ɪnˈdʒɔɪ /

UK / ɛnˈdʒɔɪ /

A1
  • verb
  • To take pleasure in something

handle

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US / 'hændl /

UK / ˈhændl /

A2
  • noun
  • The part of a door you hold to open it
  • Thing you hold to carry or open a bag, pan etc.
  • verb
  • To cope with or take responsibility for
  • To control a machine, car etc.
  • To control or be controlled /used in a certain way
  • To deal with a particular situation/person; manage
  • To buy, sell, or move materials or goods
  • To hold, control, or use something with the hands
  • To touch objects with the hands to look at them

insane

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US / ɪnˈseɪn /

UK / ɪnˈsen /

B2
  • adjecitve
  • Mentally ill; crazy
  • Being mentally disturbed
  • Being crazy or stupid

know

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US / nəʊ /

UK / noʊ /

A1
  • verb
  • To be familiar with a person or place, thing
  • To feel sure or be convinced about something
  • To discover or be aware of something
  • To be able to distinguish
  • To have knowledge of things

artificial

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US / ˌɑ:tɪ'fɪʃl /

UK / ˌɑrtəˈfɪʃəl /

B1
  • adjecitve
  • Dishonest, to seem fake, not sincere
  • (Something) made by people; not created by nature

caption

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US / ˈkæpʃn /

UK / ˈkæpʃən /

B2
  • noun
  • Explanation written next to a picture in a book
  • verb
  • To add an explanation next to a picture in a book

before

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US / bɪˈfɔ:(r) /

UK / bɪˈfɔr,-ˈfor /

A1
  • adverb
  • At a time earlier than the present; previously
  • conjunction
  • In advance of something happening
  • preposition
  • In front of someone or something

github

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US / dʒɪst /

UK / dʒɪst /

A1

have

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US / həv /

UK / hæv /

A1
  • verb
  • To drink, smoke, eat or use something
  • To experience the effects of something
  • To organize an event, or join in an activity
  • To own, possess, or hold something
  • To cause to happen or produce a particular effect

information

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US / ˌɪnfəˈmeɪʃn /

UK / ˌɪnfɚˈmeʃən /

A1
  • noun
  • Collection of facts and details about something

oxford

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US / ˈɒksfəd /

UK / ˈɑ:ksfərd /

A1
  • other
  • A low shoe laced over the instep

part

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US / pɑ:t /

UK / pɑ:rt /

A1
  • adjecitve
  • To some degree; half; not fully
  • noun
  • Division of a book
  • Ratio of something, e.g. 3 of gin, 1 of tonic
  • A line in a person's hair, made with a comb
  • Character an actor plays on stage, movie, or TV
  • Some, but not all of a specific thing
  • Role in causing something to happen
  • verb
  • To make a line in a person's hair, by using a comb
  • To move two things apart creating a space
  • To leave someone, or to break off a relationship

six

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US / sɪks /

UK / sɪks /

A1
  • number
  • 6

blur

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US / blɜ:(r) /

UK / blɚ /

B2
  • verb
  • To make something unclear or out of focus
  • To dull the distinction between things

hundred

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US / 'hʌndrəd /

UK / ˈhʌndrɪd /

A1
  • number
  • 100

mouth

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US / maʊθ /

UK / maʊθ /

A1
  • noun
  • Hole in the face used for eating and talking
  • Opening of a container such as a bottle
  • Area where a river enters a large body of water
  • verb
  • To say words without speaking

model

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US / ˈmɒdl /

UK / ˈmɑ:dl /

A2
  • adjecitve
  • Being an excellent example of
  • noun
  • Person who wears fashion to show it to the public
  • A small scale copy of a full original
  • verb
  • To wear and display clothes at a fashion show
  • To make a small scale copy of a full original

accurately

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US / 'ækjərətlɪ /

UK / 'ækjərətlɪ /

A2
  • adverb
  • Exactly and without any mistakes; correctly

appearance

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US / əˈpɪərəns /

UK / əˈpɪrəns /

A2
  • noun
  • The way a person looks to others
  • The way that something looks

center

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US / 'sentə /

UK / ˈsɛntɚ /

A1
  • noun
  • Community place people go health or social reasons
  • Place in the middle of something
  • Person or thing that is attracting attention
  • verb
  • To direct focus toward something

entertainment

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US / ˌentəˈteɪnmənt /

UK / ˌɛntɚˈtenmənt /

A2
  • noun
  • Act or process of providing service for someone
  • Singing, dancing, telling jokes to amuse people

scene

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US / si:n /

UK / sin /

A2
  • noun
  • Incident where someone behaves angrily, badly
  • View that looks like a picture
  • Place where something particular happened
  • Part of an act in a play

similarity

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US / ˌsɪmə'lærətɪ /

UK / ˌsɪməˈlærɪti /

A2
  • noun
  • Degree to which people or things are the same

clear

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US / klɪə(r) /

UK / klɪr /

A1
  • adjecitve
  • Empty; without anything in it or on it
  • Being certain and without doubt
  • Being without any streaks, spots, or cracks
  • Easy to understand; well-explained; obvious
  • adverb
  • Completely; entirely; through the whole of
  • Away from; free from
  • verb
  • To recover from or remove a problem
  • To get rid of the entire contents of
  • To give permission for something to happen
  • To make a place or surface empty by removing
  • To prove that someone is not guilty or to blame

hand

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US / hænd /

UK / hænd /

A1
  • noun
  • Cards given to a player in a card game
  • Piece of a clock that points to the time
  • Someone who performs physical tasks or work
  • Body part at the end of a person's arm
  • Help for someone performing a particular action
  • Condition of having power or influence
  • Member of the crew of a ship
  • verb
  • To give something to someone personally

indicate

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US / ˈɪndɪkeɪt /

UK / ˈɪndɪˌket /

A2
  • verb
  • To show something; direct attention to; point out
  • To represent something using a symbol or sign

location

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US / ləʊˈkeɪʃn /

UK / loʊˈkeɪʃn /

B1
  • noun
  • Particular position or area of place, event, etc.

next

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US / nekst /

UK / nɛkst /

A1
  • adverb
  • The one that follows another in time or order
  • At a time or place directly after the present one
  • noun
  • The one that follows after
  • adjecitve
  • Immediately after the previous one
  • First occurrence after the present one

see

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US / si: /

UK / si /

A1
  • verb
  • To go on a date with someone
  • To predict whether something is, or will be true
  • To understand what someone says
  • To use your eyes to look at something
  • To visit a place often for sightseeing or pleasure
  • To visit or meet with someone
  • To find out by waiting or looking
  • To watch (a game, movie or TV show)

awesome

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US / 'ɔ:səm /

UK / ˈɔsəm /

B2
  • adjecitve
  • Great; wonderful; stupendous

much

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US / mʌtʃ /

UK / mʌtʃ /

A1
  • adjecitve
  • Very; to a high level or degree
  • adverb
  • A lot; large amount; a high degree of
  • Nearly; basically
  • On many occasions; often
  • noun
  • A large amount; a great quantity

wing

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US / wɪŋ /

UK / wɪŋ /

A2
  • noun
  • Part of an animal's body that is used for flying
  • One of the two parts on the side of a plane, bird
  • verb
  • To fly to a place

system

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US / 'sɪstəm /

UK / ˈsɪstəm /

A1
  • adjecitve
  • Working in an organized, logical way
  • noun
  • Set of organized, planned ideas that work together

amazing

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US / ə'meɪzɪŋ /

UK / ə'meɪzɪŋ /

A2
  • adjecitve
  • Surprising in a pleasing way
  • verb
  • To cause wonder; to surprise completely

cool

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US / ku:l /

UK / kul /

A1
  • adjecitve
  • Steady and calm when facing difficulties
  • Almost cold; not warm or hot
  • Smart or stylish in a way (young) people admire
  • Unfriendly in an indirect way; distant
  • verb
  • To make something decrease in temperature
  • (Of an emotion, etc.) to become less strongly felt

branch

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US / brɑ:ntʃ /

UK / bræntʃ /

A2
  • noun
  • Part of a family related to the same members
  • Part of organization with a specific function
  • Part of a tree growing outward from the trunk
  • One of several streams combining to create a river
  • Local office or store of a bank or large company
  • (Often secret) group or subgroup of a religion
  • Specific area of knowledge or study
  • verb
  • To separate away from the main part

computer

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US / kəmˈpju:tə(r) /

UK / kəmˈpjutɚ /

A1
  • noun
  • Machine for storing data, accessing the internet

per

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US / pə(r) /

UK / pɚ /

A2
  • preposition
  • In the manner directed or suggested
  • For each; during each

sound

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US / saʊnd /

UK / saʊnd /

A1
  • adjecitve
  • Sensible, dependable and reliable
  • Unbroken or undisturbed, as of sleep
  • Firm or solid in structure
  • Sane; not mentally ill
  • Clearly reasoned; involving sense, good judgment
  • noun
  • Unique quality that characterizes a style of music
  • Waves traveling in air or water that can be heard
  • verb
  • To seem or appear to be, from what was said
  • To say in a clear deliberate manner
  • To make a noise, e.g. to ring a bell

such

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US / sʌtʃ /

UK / sʌtʃ /

A1
  • determiner
  • Being similar to
  • (Thing) as previously stated or referred to
  • adverb
  • (Used to emphasize the quality of an adjective)

neural

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US / ˈnjuərəl /

UK / ˈnʊrəl, ˈnjʊr- /

B2
  • adjecitve
  • About the nerves or nervous system

source

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US / sɔ:s /

UK / sɔrs, sors /

A2
  • adjecitve
  • Produces or provides what is wanted or needed
  • noun
  • Piece of information; a person giving information
  • Place from which something necessary comes
  • verb
  • To get, e.g. a raw material, from somewhere

stream

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US / stri:m /

UK / strim /

A2
  • noun
  • Classes split into ability levels
  • A small river
  • verb
  • To send a constant flow of data over the internet
  • To split classes or students into ability levels

set

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US / set /

UK / sɛt /

A1
  • adjecitve
  • Prepared for something; ready
  • noun
  • Complete group of something
  • Place where a television show or movie is filmed
  • Group of games in a tennis match
  • Device that receives radio or television signals
  • verb
  • To make a clock state or ring at a particular time
  • To decide upon or choose something
  • To make something ready for use (e.g. table)
  • To decide on a price for something
  • To become hard (of glue, concrete etc.)
  • To be located in a specific place or time
  • To put (e.g. a vase) down carefully in a place
  • To put someone in a certain condition or state
  • (Of the sun) to go lower than the horizon

well

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US / wel /

UK / wɛl /

A1
  • adjecitve
  • Being in a fortunate, good condition or state
  • Healthy and in good condition
  • adverb
  • In an acceptable, proper, or successful manner
  • In a complete, total, or full manner
  • A great and considerable degree
  • In a successful way, in a good or satisfactory way
  • exclamation
  • Used to begin or continue a particular statement
  • Used to show you want to start saying something
  • Used to express that you are waiting for a reply
  • You say this to change the topic of a conversation
  • Used to indicate you are making a final remark
  • noun
  • Long deep hole in the ground to get water
  • verb
  • To cause your eyes to fill with tears

yourself

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US / jɔ:ˈself /

UK / jʊrˈsɛlf, jɔr-, jor-, jə- /

A1
  • pronoun
  • Reflexive form of 'you', used for an emphasis

amount

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US / ə'maʊnt /

UK / əˈmaʊnt /

A1
  • noun
  • Quantity of something
  • verb
  • To add up to a certain figure

algorithm

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US / 'ælɡərɪðəm /

UK / ˈælɡəˌrɪðəm /

B2
  • noun
  • A step-by-step problem-solving feature

field

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US / fi:ld /

UK / fild /

A1
  • noun
  • Area of study, such as physics or biology
  • Piece of land used to grow crops/raise animals
  • Open area of land, especially without buildings
  • Grassed area where you play some sports
  • verb
  • To respond to something or answer a question
  • To catch or stop a ball during a game

dataset

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US / 'deɪtəset /

UK / 'deɪtəset /

A1
  • other
  • An electronic device that provides an interface in the transmission of data to a remote station

mask

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US / mɑ:sk /

UK / mæsk /

B1
  • noun
  • Covering to hide or disguise the face
  • Way of pretending to behave that is not real
  • other
  • To hide something so that it cannot be seen
  • verb
  • To hide something so that it cannot be seen
  • To keep people from noticing (emotions/intentions)

score

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US / skɔ:(r) /

UK / skɔr, skor /

A2
  • noun
  • A sharp mark or cut in the surface of something
  • Current number of points given in a game, contest
  • The written notes and parts of a piece of music
  • An achievement of success
  • Number of points on a test
  • verb
  • To mark or cut something with a sharp object
  • To get or give points in a game, contest, or test
  • To achieve success with something
  • To get points in a test

quality

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US / 'kwɒlətɪ /

UK / ˈkwɑlɪti /

A2
  • noun
  • Feature associated with someone or something
  • High level of worth or excellence

face

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US / feɪs /

UK / fes /

A1
  • noun
  • Side or outer surface of something
  • An expression using mouth, nose, eyes etc.
  • Front part of the head where eyes, mouth etc. are
  • Characteristics you show in public
  • verb
  • To cover a surface with something like paint
  • To deal with a problem or responsibilities
  • To look toward; point in a certain direction

myself

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US / maɪˈself /

UK / maɪˈsɛlf /

A1
  • pronoun
  • The same person who did the action mentioned
  • My regular, usual, or healthy self

for

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US / fə(r) /

UK / fɔr,fə /

A1
  • preposition
  • Used to show the purpose, or need of something

obtain

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US / əbˈteɪn /

UK / əbˈtein /

A2
  • other
  • To get something through your efforts
  • verb
  • To be given or to earn something through efforts

time

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US / taɪm /

UK / taɪm /

A1
  • noun
  • Speed at which music is played; tempo
  • Point as shown on a clock, e.g. 3 p.m
  • Number of hours, minutes needed to do something
  • Occasion when something happens
  • Period or occasion that something occurred
  • Period in history or the past
  • Something measured in minutes, hours, days, etc.
  • How long an event takes; duration
  • verb
  • To check speed at which music is performed
  • To choose a specific moment to do something
  • To measure how long an event takes, e.g. a race
  • To schedule something to occur at a specific moment

generate

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US / ˈdʒenəreɪt /

UK / ˈdʒɛnəˌret /

A2
  • verb
  • To create or be produced or bring into existence
  • To create electricity, heat, energy and power

meaningful

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US / 'mi:nɪŋfl /

UK / ˈminɪŋfəl /

A2
  • adjecitve
  • Having importance; showing someone's intention

object

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US / 'ɒbdʒɪkt /

UK / ˈɑbdʒɪkt /

A2
  • noun
  • Something you can see or touch, but is not alive
  • Goal or purpose of a particular plan or activity
  • The thing that the action of a verb acts upon
  • verb
  • To disagree; to protest against an idea or plan

thumb

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US / θʌm /

UK / θʌm /

B1
  • noun
  • Part of a glove that goes over the thumb
  • The short, thick finger on the side of your hand
  • verb
  • To use your thumb to request a ride in a car
  • To casually look through a book, magazine etc.

figure

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US / ˈfiɡə /

UK / ˈfɪɡjɚ /

A1
  • noun
  • Your body shape
  • Numbers in a calculation
  • Doll-like thing meant to represent a person
  • Picture or diagram giving information in a text
  • Person who is very important or famous
  • Shape of a person seen indistinctly or in outline
  • Amount that is expressed in numbers
  • verb
  • To appear in a game, play or event
  • To calculate how much something will cost
  • To understand after thinking; work out

else

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US / els /

UK / ɛls /

A1
  • adverb
  • Otherwise; if you fail to
  • (Of person place thing etc.) besides; in addition

due

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US / dju: /

UK / du, dju /

A1
  • adjecitve
  • When something is required or expected
  • Owed to a person as a right
  • noun
  • Something you deserve; something you can expect

huge

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US / hju:dʒ /

UK / hjudʒ /

A2
  • adjecitve
  • Very very large

move

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US / mu:v /

UK / muv /

A1
  • noun
  • Act of moving a playing piece in chess, etc.
  • An action; doing something
  • Step taken to achieve a goal
  • verb
  • To cause someone to have certain emotions
  • To cause something to change to a different place
  • To change where people live or a business operates
  • To take action to do or achieve something

nose

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US / nəʊz /

UK / noʊz /

A1
  • noun
  • Part of the face used for breathing and smelling
  • Front, pointed end of e.g. airplane or rocket
  • verb
  • To push with your face so you can smell something

their

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US / ðɛː /

UK / ðer /

A1
  • determiner
  • Belonging to them

way

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US / weɪ /

UK / we /

A1
  • adverb
  • Used to emphasize the amount of something
  • noun
  • Particular aspect of something being thought about
  • One of various choices that could be made
  • Particular existing condition or state
  • (Often long) distance or length of time
  • How something is done
  • Route to go to a place
  • Small street
  • Usual behavior, emotions or habits of someone

technique

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US / tekˈni:k /

UK / tɛkˈnik /

A2
  • noun
  • Way of doing by using special knowledge or skill

all

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US / ɔ:l /

UK / ɔl /

A1
  • adverb
  • Completely; totally
  • determiner
  • Being every one of something
  • pronoun
  • 100% of something; the complete amount

its

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US / ɪts /

UK / ɪts /

A1
  • adjecitve
  • Referring to or belonging to ‘it’
  • determiner
  • Of something; belonging or related to something
  • other
  • Possessive form of “it”

both

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US / bəuθ /

UK / boθ /

A1
  • determiner
  • Used to refer to two things at the same time
  • pronoun
  • Used to refer to two things at the same time

change

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US / tʃeɪndʒ /

UK / tʃendʒ /

A1
  • noun
  • Exchange of one set of clothes for another
  • Money in the form of coins instead of paper
  • Money returned after giving too much
  • Act of making or becoming something else
  • verb
  • To exchange one set of clothes for another
  • To exchange one kind of money for another
  • To replace something with another thing
  • To make or become something else
  • To go from one train, bus, etc. and go to another

representation

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US / ˌreprɪzenˈteɪʃn /

UK / ˌrɛprɪzɛnˈteʃən /

A2
  • noun
  • Depicting objects, figures, or scenes as seen
  • Picture showing something in a particular way
  • Act or action of representing something

result

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US / rɪ'zʌlt /

UK / rɪˈzʌlt /

A2
  • noun
  • Something produced through tests or experiments
  • Final score of a competition, election or game
  • verb
  • To be the outcome of other causes and effects

simple

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US / 'sɪmpl /

UK / ˈsɪmpəl /

A1
  • adjecitve
  • Not hard to understand or do; not complex
  • Having only a few parts; not complex
  • Being ordinary or normal
  • Being plain; without a lot added for style

show

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US / ʃəʊ /

UK / ʃo /

A1
  • noun
  • False display of love, emotion or action
  • An event for displaying or promoting goods
  • Play, opera or theater production
  • Presentation that is broadcast on TV or radio
  • verb
  • To be easily seen or displayed
  • To display your emotions or feelings
  • To let someone see something; display
  • To explain or teach how something is done
  • To lead someone somewhere; point them to something
  • To prove something to be true, correct
  • To reveal or allow something to be seen

feature

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US / 'fi:tʃə(r) /

UK / ˈfitʃɚ /

A2
  • adjecitve
  • Main; important
  • noun
  • Special report in a magazine or paper
  • Distinctive or important point of something
  • verb
  • To highlight or give special importance to

work

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US / wɜ:k /

UK / wɚk /

A1
  • adjecitve
  • Activity completed in order to make money
  • noun
  • The product of some artistic or literary endeavor
  • Everything created by an author, artist, musician
  • Activity you do in order to make money
  • Place of employment
  • Final product or result of a some labor or effort
  • verb
  • To bring into a specific state of success
  • To be functioning properly, e.g. a car
  • To do your job in your company or workplace
  • To make an effort to do something
  • To operate a machine or device

consistently

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US / kən'sɪstəntlɪ /

UK / kənˈsɪstəntlɪ /

B1
  • adverb
  • In a manner that is the same almost every time

effectively

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US / ɪˈfektɪvli /

UK / ɪˈfɛktɪvli /

B1
  • adverb
  • In a way that produces the desired result

fourteenth

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US / ˌfɔ:'ti:nθ /

UK / fɔrˈtinθ, for- /

A1
  • noun
  • 14th

miss

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US / mɪs /

UK / mɪs /

A1
  • noun
  • Action of not hitting something or someone
  • Form of address to unmarried girl or woman
  • verb
  • To be absent
  • To fail to hit something e.g. a ball
  • To do without something
  • To fail to see or sense something
  • To fail to understand someone's message
  • To be too late to ride on something e.g. train
  • To feel you want to see someone who is not there

pre

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US / ˈpriː /

UK / ˈpriː /

B2
  • prefix
  • A prefix meaning 'before'
  • In preparation or in advance

thank

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US / θæŋk /

UK / θæŋk /

A1
  • verb
  • To tell someone you are grateful to them

tap

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US / tæp /

UK / tæp /

A2
  • noun
  • Faucet; the place you can get water from a pipe
  • Light hit, generally one that makes a sound
  • verb
  • To access a liquid (e.g. in a tree) through a hole
  • To move feet/fingers to make light regular sounds
  • To spy one someone electronically
  • To hit something or someone lightly
  • To remove from an object e.g. oil from the ground

davis

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US / 'deɪvɪs /

UK / 'devɪs /

A1
  • proper noun
  • An academic and agricultural city in north central California, west of Sacramento; population 62,593

link

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US / lɪŋk /

UK / lɪŋk /

A2
  • noun
  • Any one of the rings that are part of a chain
  • Connection between two or more things or people
  • Webpage item you click to go to another webpage
  • verb
  • To join or connect together

take

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US / teɪk /

UK / tek /

A1
  • noun
  • Filming of a single scene for TV or the movies
  • verb
  • To accept something that is offered
  • To use a method of traveling, e.g. a bus or train
  • To use a camera to make (a photo)
  • To pick up something and go away with it
  • To study a subject in school
  • To attempt to pass (an exam)
  • To require a certain amount of time, money, space

update

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US / ˌʌpˈdeɪt /

UK / ʌpˈdet /

B1
  • noun
  • Addition of a current version of something
  • New information or data to make more current
  • verb
  • To download the latest version of software
  • To make more current or modern

between

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US / bɪˈtwi:n /

UK / bɪˈtwin /

A1
  • preposition
  • From one person, thing, or place, to another
  • In the space that separates two objects
  • Among two or more people who share something

jacquard

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US / dʒəˈkɑːd /

UK / dʒəˈkɑd; ˈdʒækɑd /

A1
  • other
  • A highly figured fabric woven on a Jacquard loom

network

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US / ˈnetwɜ:k /

UK / ˈnetwɜ:rk /

A2
  • noun
  • Group of computers connected to each other
  • System of connections
  • Group who work closely with each other
  • Group of radio or television stations, programs
  • verb
  • To join a group of computers together
  • To exchange information with colleagues, contacts

they

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US / ðeɪ /

UK / ðe /

A1
  • pronoun
  • Two or more people, animals, or things

account

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US / ə'kaʊnt /

UK / əˈkaʊnt /

A1
  • noun
  • An advantage
  • Arrangement with a bank to keep your money for you
  • An invoice for things bought
  • Arrangement whereby you can use online services
  • A description, often written, of events; report

department

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US / dɪˈpɑ:tmənt /

UK / dɪˈpɑ:rtmənt /

A2
  • noun
  • Division of a larger part or organization

honestly

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US / ˈɒnɪstli /

UK / ˈɑnɪstli /

A2
  • adverb
  • With truth or sincerity; I'm being honest with you

paper

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US / ˈpeɪpə(r) /

UK / ˈpeɪpər /

A1
  • adjecitve
  • Not existing in reality, or done infrequently
  • Made from the material that we use to make books
  • noun
  • Academic writing or a talk on a specific topic
  • Written test
  • Newspaper
  • Pages of a book are made from this

possible

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US / ˈpɒsəbl /

UK / ˈpɑsəbəl /

A1
  • adjecitve
  • Being able or appropriate for a task or purpose
  • Having a chance of happening, or being true

several

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US / ˈsevrəl /

UK / ˈsɛvərəl,ˈsɛvrəl /

A1
  • adjecitve
  • Many of
  • pronoun
  • More than two but not a large amount

deal

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US / di:l /

UK / dil /

A1
  • verb
  • To cope with something - usually troubles
  • To give (something bad e.g. news) to
  • To buy and sell illegal drugs
  • To give out (cards, etc.) to; distribute
  • To do business with someone or to sell products

intersection

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US / ˌɪntə'sekʃn /

UK / ˌɪntɚˈsɛkʃən /

B2
  • noun
  • Place where two things cross

measure

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US / ˈmeʒə(r) /

UK / ˈmɛʒɚ /

A1
  • noun
  • Plan to achieve a desired result
  • Tool used to calculate the size of something
  • verb
  • To determine the value or importance of something
  • To calculate size, weight or temperature of

now

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US / naʊ /

UK / naʊ /

A1
  • adverb
  • At the present time or moment
  • Right away or in the next possible moment
  • Used to refer to something that just happened
  • Time between the present and a moment in the past
  • conjunction
  • Resulting from or because of something

perform

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US / pə'fɔ:m /

UK / pɚˈfɔrm /

A1
  • verb
  • To carry out an action well or successfully
  • To entertain an audience by dancing, singing etc.

baseline

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US / ˈbeɪslaɪn /

UK / ˈbeɪslaɪn /

C1
  • noun
  • Imaginary standard by which things are compared

description

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US / dɪˈskrɪpʃn /

UK / dɪˈskrɪpʃən /

A2
  • noun
  • Explanation of what something is like, looks like

represent

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US / ˌreprɪ'zent /

UK / ˌrɛprɪˈzɛnt /

A2
  • verb
  • To depict art objects, figures, scenes; to portray
  • To show or describe something in a particular way
  • To act on behalf of others in government
  • To act or speak for another person or other people

scale

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US / skeɪl /

UK / skel /

A2
  • noun
  • Size, level, or amount when compared
  • Small hard plates that cover the body of fish
  • Device that is used to weigh a person or thing
  • Range of numbers from the lowest to the highest
  • Dimensions or size of something
  • verb
  • To change the size of but keep the proportions
  • To climb something large (e.g. a mountain)
  • To remove the scales of a fish

achieve

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US / ə'tʃi:v /

UK / əˈtʃiv /

A2
  • verb
  • To succeed in doing good, usually by working hard

can

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US / kæn /

UK / kən,kæn /

A1
  • noun
  • A metal container for storing food
  • other
  • Able to; have the skill to; have the time to
  • verb
  • To have permission to
  • To be possible to do
  • To preserve food by sealing it in a metal container

segment

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US / ˈsegmənt /

UK / ˈsɛɡmənt /

B1
  • noun
  • Part divided from the other parts of something
  • verb
  • To separate something into different parts

not

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US / nɒt /

UK / nɑt /

A1
  • adverb
  • Word indicating the negative
  • (Used to form the negative of verbs)

output

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US / 'aʊtpʊt /

UK / ˈaʊtˌpʊt /

A2
  • noun
  • Amount of something that is produced
  • verb
  • To produce data or information, as a computer

size

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US / saɪz /

UK / saɪz /

A1
  • noun
  • How big or small a thing is
  • Standard measurements for clothing, shoes
  • verb
  • To make something to fit a particular measurement
  • To organize or group from small to large

compare

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US / kəm'peə(r) /

UK / kəmˈpɛr /

A1
  • verb
  • To consider how similar and different things are

please

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US / pli:z /

UK / pliz /

A1
  • adverb
  • Used when you politely ask people for things
  • verb
  • To entertain someone, by dancing, singing etc.
  • To make someone happy by doing something

pick

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US / pɪk /

UK / pɪk /

A1
  • noun
  • Sharp tool used for breaking the ground
  • Item selected from a group of choices
  • verb
  • To take fruit or vegetables from a plant or tree
  • To decide on a thing from various choices; select
  • To remove (flower, etc.) with your fingers

understand

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US / ˌʌndə'stænd /

UK / ˌʌndɚˈstænd /

A1
  • verb
  • To know the meaning of language, what someone says

but

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US / bət /

UK / bʌt,bət /

A1
  • conjunction
  • Used before you say something different, opposite

apply

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US / ə'plaɪ /

UK / əˈplaɪ /

A1
  • verb
  • To spread a substance or liquid over a surface
  • To commit your time and effort to doing something
  • To make something useful in a certain situation
  • To be relevant for a situation
  • To ask formally for (job, permission etc.)

fifty

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US / 'fɪftɪ /

UK / ˈfɪfti /

A1
  • number
  • 50

give

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US / ɡɪv /

UK / ɡɪv /

A1
  • noun
  • Degree of flexibility in something, a material
  • verb
  • To hand over or present something to someone
  • To cause someone to have or experience something

good

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US / ɡʊd /

UK / ɡʊd /

A1
  • adjecitve
  • Proper, appropriate or right
  • (Of an amount) enough; plenty
  • Excellent; high quality
  • Acting well or properly; of moral character
  • In a positive or happy emotional state
  • noun
  • Advantage or benefit

google

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US / 'ɡu:ɡl /

UK / 'ɡu:ɡl /

A1
  • noun
  • A widely used search engine that uses text-matching techniques to find web pages that are important
  • other
  • Search the internet (for information) using the Google search engine

security

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US / sɪ'kjʊərətɪ /

UK / sɪˈkjʊrɪtisə'kjurətɪ /

A2
  • noun
  • Department in a company in charge of protection
  • Financial document, like stocks, bonds and notes
  • Person paid to protect property and people
  • Things done to protect people, buildings etc.
  • Condition of being safe from danger or harm

single

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US / 'sɪŋɡl /

UK / ˈsɪŋɡəl /

A1
  • adjecitve
  • Being one only, without others
  • Only; merely
  • Not married or in a relationship
  • noun
  • One run in cricket or a hit baseball
  • An individual song from a CD or album
  • Person who is not married or in a relationship

tape

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US / teɪp /

UK / tep /

A2
  • noun
  • Narrow strip of magnetic material for recording on
  • Thin material used to mark an area or seal things
  • verb
  • To record some sounds using an electric device
  • To stick things together using an adhesive strip

vector

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US / 'vektə(r) /

UK / ˈvɛktɚ /

B2
  • noun
  • Math a quantity that has both size and direction

zero

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US / ˈzɪərəʊ /

UK / ˈzɪroʊ /

A1
  • noun
  • Temperature when water turns to ice
  • number
  • Number 0
  • verb
  • To set a scale or other device to show 0

initialization

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US / ɪˌnɪʃəlaɪ'zeɪʃn /

UK / ɪˌnɪʃəlaɪ'zeɪʃn /

A1
  • noun
  • The starting of a process

insight

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US / 'ɪnsaɪt /

UK / ˈɪnˌsaɪt /

B1
  • noun
  • Power to understand people and things very well
  • Very good understanding of something

subscribe

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US / səb'skraɪb /

UK / səbˈskraɪb /

B1
  • verb
  • To regularly pay to receive a service

online

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US / ˌɒnˈlaɪn /

UK / ˌɑ:nˈlaɪn /

B1
  • adjecitve
  • Connected to the internet

significant

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US / sɪgˈnɪfɪkənt /

UK / sɪɡˈnɪfɪkənt /

A2
  • adjecitve
  • Large enough to be noticed or have an effect
  • Having meaning; important; noticeable
  • (Statistics) being clearly different

want

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US / wɔnt /

UK / wɑnt, wɔnt /

A1
  • noun
  • Something you desire or wish for
  • State or condition of poverty
  • verb
  • To desire or wish for something; hope for a thing

video

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US / 'vɪdɪəʊ /

UK / ˈvɪdiˌo /

A2
  • adjecitve
  • Of a moving film, with sound
  • noun
  • Recording capturing action with sound
  • verb
  • To make a moving film of, with sound

also

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US / 'ɔ:lsəʊ /

UK / ˈɔlso /

A1
  • adverb
  • In addition; too; in a similar way

five

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US / faɪv /

UK / faɪv /

A1
  • number
  • 5

kind

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US / kaɪnd /

UK / kaɪnd /

A1
  • adjecitve
  • In a caring and helpful manner
  • friendly and considerate
  • noun
  • One type of thing

identify

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US / aɪ'dentɪfaɪ /

UK / aɪˈdɛntəˌfaɪ /

B1
  • verb
  • To indicate who or what someone or something is

how

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US / haʊ /

UK / haʊ /

A1
  • adjecitve
  • To what degree? in what amount?
  • adverb
  • (Used to explain the way to do something)
  • exclamation
  • For what purpose or reason?
  • (Used to ask someone or something's condition)

live

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US / lɪv /

UK / liv /

A1
  • adjecitve
  • Being broadcast as events happen, not recorded
  • Carrying electric current; able to give a shock
  • Glowing because burning; hot
  • Not yet killed (for food)
  • adverb
  • (Music, drama) as it is performed
  • verb
  • To be alive
  • To experience a particular type of life
  • To make your home in a house or town

you

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US / jʊ /

UK / ju /

A1
  • pronoun
  • Person someone is speaking or writing to
  • Person or people in general

margin

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US / ˈmɑ:dʒɪn /

UK / ˈmɑ:rdʒən /

B1
  • noun
  • Edge of an area
  • Edge or border of a page on above, below
  • Profit; money left over after all costs

let

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US / let /

UK / lɛt /

A1
  • verb
  • To allow someone to do something
  • Introducing a suggestion to do something together
  • To rent a house, etc. to others

researcher

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US / rɪ'sɜ:tʃə(r) /

UK / rɪˈsətʃɚ /

A2
  • noun
  • Someone who works to find new facts and ideas

the

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US / ðə /

UK / ðə /

A1
  • article
  • Used to refer to something already mentioned
  • Used to show there is only one of something
  • determiner
  • Used to describe all of a family

annotation

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US / ˌænə'teɪʃn /

UK / ˌænə'teɪʃn /

C2
  • noun
  • Adding a note to a document; such a note

bell

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US / bel /

UK / bɛl /

A2
  • noun
  • Metal object shaped like a cup that rings when hit
  • Electronic device that makes a ringing sound

alright

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US / ɔ:lˈraɪt /

UK / ɔlˈraɪt /

A2
  • adjecitve
  • OK; fine; good

extract

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US / 'ekstrækt /

UK / ɪkˈstrækt /

B1
  • noun
  • Essential ingredient of a natural thing
  • Part taken from a longer written work
  • verb
  • To get a substance out of a plant, etc.
  • To get a person to share secret information
  • To remove something by pulling or cutting

into

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US / 'ɪntə /

UK / ˈɪntu /

A1
  • preposition
  • Moving or going inside something
  • In the same direction as; in the direction of
  • So as to become; taking the state of

other

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US / 'ʌðə(r) /

UK / ˈʌðər /

A1
  • adjecitve
  • A thing different from that mentioned
  • determiner
  • (Something) else; not the first (one)
  • pronoun
  • Being the one and only thing of that category

one

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US / wʌn /

UK / wʌn /

A1
  • pronoun
  • You; we; people in general; someone
  • The thing or person previously referred to
  • adjecitve
  • Used to refer to people generally
  • Being a strong example of (something mentioned)
  • number
  • Number 1

open

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US / 'əʊpən /

UK / ˈopən /

A1
  • adjecitve
  • Available for use; accessible
  • Not being hidden; available for others to see
  • Being available for customers to enter or use
  • Allowing everyone to use or take part in
  • Not secret anymore
  • Not closed or shut
  • Willing to accept new ideas and thoughts
  • noun
  • Name for a tennis or golf competition
  • verb
  • To make accessible or able to be used, e.g. road
  • To start the activities or services of a business
  • To make a space or hole appear in something
  • To move or change so that it is no longer closed
  • To start something, e.g. a new business

standardize

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US / ˈstændədaɪz /

UK / ˈstændərdaɪz /

B2
  • verb
  • To change to make everything the same level

than

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US / ðən /

UK / ðən /

A1
  • conjunction
  • Used to compare two things that are not equal

across

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US / əˈkrɔs /

UK / əˈkrɔs,əˈkrɑs /

A1
  • adverb
  • Distance from one side to another
  • (Go) from one side to the other of something

consist

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US / kən'sɪst /

UK / kənˈsɪst /

A2
  • verb
  • To have as an essential, necessary or main part

this

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US / ðɪs /

UK / ðɪs /

A1
  • adjecitve
  • Used to indicate something already been discussed
  • Used to indicate something happening around now
  • adverb
  • An indication by a physical motion or gesture
  • A specific amount of
  • determiner
  • Person, thing, or idea near you
  • pronoun
  • Person, thing that has already been discussed

adapt

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US / ə'dæpt /

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B1
  • verb
  • To change something for a different function
  • To change something to fit or suit a new purpose

adjust

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US / əˈdʒʌst /

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A2
  • verb
  • To change; to attain a desired state or function
  • To change so as to fit in with new conditions

able

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US / 'eɪbl /

UK / ˈebəl /

A2
  • adjecitve
  • Skilled; good at something
  • Having the ability to do something

multiple

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US / ˈmʌltɪpl /

UK / ˈmʌltəpəl /

B1
  • adjecitve
  • Having or involving more than one of something
  • noun
  • Number produced by multiplying a smaller number
  • Shop with many branches

term

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US / tɜ:m /

UK / tɚm /

A1
  • noun
  • Conditions applying to an agreement, contract
  • Length of time something is expected to happen
  • Fixed period of weeks for learning at school
  • The (precise) name given to something
  • verb
  • To call; give a name to

three

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US / θri: /

UK / θri /

A1
  • number
  • Number 3

visible

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US / ˈvɪzəbl /

UK / ˈvɪzəbəl /

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  • adjecitve
  • Can see, easily seen or understood
  • Being obvious or easy to see

surface

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US / 'sɜ:fɪs /

UK / ˈsɚfəs /

A2
  • adjecitve
  • Of the top layer; not deep or meaningful
  • noun
  • Top layer of the ground or of water
  • Nature or emotions that show, but may not be true
  • Outside or upper layer of something
  • verb
  • To give (road) a top layer
  • To appear after being hidden, unseen, or unknown
  • To come to the top of something; emerge
  • To come to the top level of water, mud, etc.

university

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US / ˌju:nɪ'vɜ:sətɪ /

UK / ˌjunɪˈvɜrsəti /

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  • noun
  • High-level educational institution; college

below

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US / bɪ'ləʊ /

UK / bɪˈlo /

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  • preposition
  • In a lower position, place, or level

demos

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US / ˈdeməʊz /

UK / ˈdemoʊz /

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  • other
  • Showings of how some things work (e.g. a new product)

average

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US / 'ævərɪdʒ /

UK / ˈævərɪdʒ, ˈævrɪdʒ /

A2
  • adjecitve
  • Typical or normal; usual; ordinary
  • noun
  • Total of numbers divided by the number of items
  • verb
  • To add numbers then divide by the number of items

image

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US / 'ɪmɪdʒ /

UK / ˈɪmɪdʒ /

A2
  • noun
  • Picture, sculpture or painting of something
  • General idea or opinion of something
  • verb
  • To obtain pictures by scanning them with a machine

make

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US / meɪk /

UK / mek /

A1
  • noun
  • Product made by a particular company; brand
  • verb
  • To arrange or prepare something e.g. dinner
  • To get to (a place) on time
  • To gain the status of (teacher, lawyer, etc.)
  • To create something by putting things together
  • To earn a certain amount of money at a job
  • To cause or force a person to do something
  • To cause something to happen or be formed

path

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US / pɑ:θ /

UK / pæθ, pɑθ /

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  • noun
  • Method of living leading to a particular result
  • Track made with stones, by walking over the ground

run

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US / rʌn /

UK / rʌn /

A1
  • noun
  • Journey between two places made by ship or car
  • Series of similar things or successes and failures
  • Act of running; exercise of running
  • verb
  • To depart or travel according to a schedule
  • To cause an animal to move in a certain direction
  • (Of an engine) to be operating
  • To start or use a computer program
  • To flow in a certain direction, like a liquid
  • To manage or operate a business
  • To operate or drive something
  • (Of a road) to go from one place to another
  • To move your legs faster than walking

refine

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US / rɪ'faɪn /

UK / rɪˈfaɪn /

B1
  • verb
  • To change slightly in order to improve it
  • To narrow down your search to a smaller number
  • To make a liquid cleaner by removing something

youtube

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US / 'ju:tju:b /

UK / 'ju:tu:b /

A1
  • transitive verb
  • Upload a video of (someone or something) to the video-sharing website YouTube.

follow

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US / ˈfɔləu /

UK / ˈfɑlo /

A1
  • verb
  • To come after someone; be guided by someone
  • To support someone, e.g. singer or comedian
  • To be the logical result of something
  • To happen after something else happens
  • To believe a set of values or a moral teacher
  • To understand something happening or being said

occlusion

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US / ə'klu:ʒn /

UK / ə'klu:ʒn /

C1
  • noun
  • Closure or blockage (as of a blood vessel)

specific

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US / spəˈsɪfɪk /

UK / spɪˈsɪfɪk /

A2
  • adjecitve
  • Precise; particular; just about that thing
  • Concerning one particular thing or kind of thing

predict

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US / prɪ'dɪkt /

UK / prɪˈdɪkt /

A2
  • verb
  • To guess or estimate what will or might happen

candidate

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US / ˈkændɪdət /

UK / ˈkændɪˌdet, -dɪt /

B1
  • noun
  • Politician who is running for public office

deep

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US / di:p /

UK / dip /

A1
  • adjecitve
  • Complex and important
  • Extreme or intense
  • Going far down from the surface
  • Low in pitch, as a sound
  • adverb
  • At a certain distance beneath the surface

level

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US / 'levl /

UK / ˈlɛvəl /

A2
  • adjecitve
  • (Sports) equal to another
  • Being steady and determined (e.g. a voice)
  • noun
  • Specific height of something
  • Amount of ability you have compared to others
  • Floor or deck within a building
  • Tool used to determine if something is lying flat
  • verb
  • To aim a gun at someone
  • To destroy a building; flatten an area completely
  • To make things flat or even
  • To make a score equal to another, in sports

pixel

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US / ˈpɪksl /

UK / ˈpɪksəl, -ˌsɛl /

C1
  • noun
  • Small element forming image on TV/computer screen

physical

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US / ˈfɪzɪkl /

UK / ˈfɪzɪkəl /

A2
  • adjecitve
  • Concerning the body of a person
  • Concerning things that can be seen or touched
  • noun
  • Health check at the doctors' or hospital

separately

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US / ˈseprətli /

UK / ˈsɛpərɪtlɪ /

A2
  • adverb
  • Not with another person or thing

stand

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US / stænd /

UK / stænd /

A1
  • noun
  • Effort to fight against something
  • Piece of furniture; device to hold or support
  • Place in a stadium where spectators watch
  • Table where things are sold at a fair or market
  • verb
  • To be a candidate in an election
  • To be able to accept someone, something; bear
  • To last for a long time
  • To be upright; not be sitting or lying down
  • To place something in a particular position; place
  • To be (as stated)
  • To still be valid
  • To have an opinion about something
  • Subtitles section
  • So, researchers at Google DeepMind have created a new AI model known as Taper, and it's honestly one of the coolest things I've seen in the field of computer vision.
  • Computer vision is a branch of artificial intelligence that deals with understanding and analyzing visual information, such as images, videos, or live streams.
  • Its models can do amazing things like recognize faces, detect objects, segment scenes, generate captions, and much more.
  • These models can help us derive meaningful insights from different types of media and use them for various applications, such as security, entertainment, education, healthcare, and so on.
  • But how do computer vision systems function?
  • Well, they use deep learning techniques to learn from large amounts of data and extract features that are relevant for the task at hand.
  • For example, if you want to recognize a person's face in a photo, you need a model that can learn to identify the key characteristics of a face, such as the shape of the eyes, nose, mouth, etc.
  • Then, you need a model that can compare the features of the face in the photo with the features of the faces in your database and find the best match.
  • Sounds simple enough, right?
  • But what if you want to track a specific point on a person's face or any other object in a video sequence?
  • For example, what if you want to track the tip of someone's nose or the center of their pupil as they move around in a video?
  • This is where things get tricky.
  • You see, tracking a point in a video is not as easy as finding a point in a single image.
  • You have to deal with challenges like occlusion, motion blur, illumination changes, scale variations, and so on.
  • These factors can make it hard for the model to keep track of the point as it moves across different frames.
  • This is where TAPR comes into the picture.
  • TAPR stands for Tracking Any Point with Per Frame Initialization and Temporal Refinement.
  • It's a new model that can effectively track any point on any physical surface throughout a video sequence, and it doesn't matter if the point is on a person's face, a car's wheel, a bird's wing, or anything else.
  • It can handle it all.
  • It was developed by a team of researchers from Google DeepMind, VGG, Department of Engineering Science, and the University of Oxford.
  • They published their paper on Arxiv on June the fourteenth, twenty twenty three, and they also open sourced their code and pre trained models on GitHub.
  • You can find the links to their paper and code in the description below.
  • Okay, so how does Taper work?
  • Well, it uses a two stage algorithm that consists of a matching stage and a refinement stage.
  • The matching stage is where it analyzes each video frame separately and tries to find a suitable candidate point match for the query point.
  • The query point is the point that you want to track in the video sequence.
  • For example,
  • If you want to track the tip of someone's nose in a video, then that's your query point.
  • To find the candidate point match for the query point in each frame, it uses a deep neural network that takes as input an image patch around the query point and outputs a feature vector that represents its appearance.
  • Then it compares this feature vector with the feature vectors of all possible points in each frame using cosine similarity and picks the most similar one as the candidate point match.
  • This way, Taper can find the most likely related point for the query point in each frame independently.
  • This makes it robust to occlusion and motion blur, because even if the query point is not visible or clear in some frames, it can still find its best approximation based on its appearance.
  • But finding candidate point matches is not enough to track the query point accurately.
  • You also need to take into account how the query point moves over time, and how its appearance changes due to factors like illumination or scale variations.
  • This is where the refinement stage comes in.
  • The refinement stage is where Taper updates both the trajectory and the query features based on local correlations.
  • The trajectory is the path followed by the query point throughout the video sequence, and the query features are the feature vectors that represent its appearance.
  • Now, to update the trajectory and the query features, it uses another deep neural network that takes as input a small image patch around the candidate point match in each frame and outputs a displacement vector that indicates how much the candidate point match should be shifted to match the query point more precisely.
  • Then it applies this displacement vector to the candidate point match to obtain a refined point match that is closer to the true query point.
  • In simple terms, the system works by examining small parts of an image, figuring out how much to adjust a selected point to match a target point, and then moving the selected point closer to that target.
  • Tapir also updates the query features by averaging the feature vectors of the refined point matches over time.
  • This way, it can adapt to changes in the query point's appearance and maintain a consistent representation of it.
  • By combining these two stages, it can track any point in a video sequence with high accuracy and precision.
  • It can handle videos of various sizes and quality, and it can track multiple points simultaneously.
  • Alright, now.
  • Let's see how Tapir performs on some benchmarks and demos.
  • The researchers evaluated Tapir using the TAPVID benchmark, which is a standardized evaluation dataset for video tracking tasks.
  • It contains fifty video sequences with different types of objects and scenes, and it provides ground truth annotations for ten points per video.
  • They compared TAPIR with several baseline methods, such as SIFT, ORBI, KLT, SuperPoint, and D TwoNet.
  • They measured the performance using a metric called Average Jacquard, A J, which is the average intersection over union between the predicted point locations and the ground truth point locations.
  • The results showed that TAPIR outperformed all the baseline methods by a significant margin on the TAPVID benchmark.
  • It achieved an AJ score of zero point six four, which is about twenty percent higher than the second best method, D two net, which scored zero point four four.
  • This means that Tapir was able to track the points more closely to their true locations than any other method.
  • It also performed well on another benchmark called Davis, which is a data set for video segmentation tasks.
  • It contains one hundred fifty video sequences with different types of objects and scenes, and it provides ground truth annotations for pixel level segmentation masks.
  • The researchers used Taper to track ten points per video on Davis, and computed the AJ score as before.
  • They found that Tapir achieved an AJ score of zero point five nine, which is again about twenty percent higher than the second best method, D to Net, which scored zero point three nine.
  • This means that it was able to track the points more consistently across different frames than any other method.
  • But benchmarks are not enough to show you how awesome Taper is.
  • You need to see it in action yourself.
  • And luckily, the researchers have provided two online Google Colab demos that you can use to run Taper on your own videos.
  • The first demo is called Tap Vid Demo, and it allows you to upload your own video or choose one from YouTube, and then select any point on any object in the first frame that you want to track throughout the video.
  • Then it runs Taper on your video and shows you the results in real time.
  • The second demo is called Webcam Demo and it allows you to use your own webcam as the input source and then select any point on your face or any other object in front of you that you want to track live as you move around.
  • Then it runs Tape here on your webcam feed and shows you the results in real time.
  • I've tried both demos myself and I have to say they are insane.
  • You can see how Tape here can track any point on any object with amazing accuracy and precision, even when there are occlusions, motion blur, illumination changes, scale variations, and so on.
  • It's honestly fascinating.
  • Alright, I hope you enjoyed the video and learning about Tapir.
  • I think this is a huge breakthrough for computer vision, and I can't wait to see what kind of applications this model can enable in the future.
  • If you liked this video, please give it a thumbs up and subscribe to my channel for more videos like this one.
  • And don't forget to hit the bell icon so you don't miss any of my future uploads.
  • Thank you so much for watching, and I'll see you next time.