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1. affect
2. effect
(affect/ effect)
1. Tuning the hyperparameters will definitely _________ the model's accuracy
2. The _________ of using a larger dataset for the YOLO model was clearly positive
effect
have an ___ on something (có ảnh hưởng lên thứ gì đó)
1. continous
2. continual
(continual/ continous)
1. The Vast.ai server ran in a ________ process for 48 hours without stopping to train the model
2. We experienced ________ errors (OOM errors) during the training phase, but it worked fine in between
continuous
going on without stopping
continual
Repeated frequently, stopped sometimes
1. advise
2. advice
(advice/ advise)
1. Can you ________ me on how to optimize this clustering algorithm?
2. My instructor gave me some excellent ________ on my project report.
1. damage
2. harm
3. injury
(damage/ injury/ harm)
1. The storm caused severe ________ to the buildings.
2. The chemicals in the river will ________ aquatic life.
3. He suffered a serious ________ while playing sports.
damage
cause _______ (collocation) - broken use for things, house,..
harm
broken use for people, animal, health,...
injure
to hurt
1. prevent
2. avoid
(advoid/ prevent)
1. We added a dropout layer to ________ overfitting in the neural network.
2. You should ________ using raw, uncleaned data.
prevent
______ something from happening - stop it before it happend
avoid
to keep away from it
1. abroad
2. aboard
(aboard/ abroad)
1. I am studying hard to work ________ as an AI Engineer in the future.
2. The captain welcomed all the passengers ________ the flight.
aboard
on a ship, train, plane or other vehicle
abroad
Away from one's own country
1. Besides
2. Beside
(beside/ besides)
1. ________ Python, I am also proficient in C# and Dart.
2. My teammate sat ________ me during the entire project presentation.
Besides
= in addition
beside
= next to
1. shortly
2. briefly
(shortly/ briefly)
1. The model is compiling. It will finish ________.
2. Let me ________ explain how the K-Means clustering works
shortly
= soon
1. appreciable
2. appreciative
(appreciative/ appreciable)
1. Upgrading from YOLOv8 to YOLOv11 made an ________ difference in detection speed.
2. I am highly ________ of your help with debugging the database.
appreciative
= thankful
appreciable
easy to be noticed or measured
1. conscientious
2. conscious
(conscientious/ conscious)
1. She is a ________ researcher who always double-checks her data.
2. Users are becoming more ________ of data privacy issues.
conscious
be _______ of- aware of and responding to surroundings
conscientious
working carefully
1. considerable
2. considerate
(considerate/ considerable)
1. Training this deep learning model requires a ________ amount of GPU power.
2. It was very ________ of you to bring me coffee while I was fixing bugs.
considerable
=large, significant
considerate
= thoughtful
1. canal
2. channel
(canal, channel)
1. The Suez ________ is a famous man-made waterway.
2. We need a secure communication ________ to transfer the API data.
canal
long and narrow strip of water made for boats or for irrigation (man-made)

1. inspect
2. control
(control/ inspect)
1. The QA team will ________ the code for any hidden flaws before launch.
2. We use the Minimax algorithm to ________ the AI's moves in the Caro game.
inspect
= test/ check
1. criticism
2. objection
(objection/ criticism)
1. Constructive ________ from the professor helped me improve my thesis.
2. The plan to charge for API access faced strong ________ from developers.
criticism
feedback (have negative and positive)
objection
feedback but just have negative
1. wounded
2. injured
(injured/ wounded)
1. Three soldiers were severely ________ in the battle.
2. He got ________ playing football last weekend.
injured
get hurt bcs accident
wounded
get hurt bcs gun, bomb,knife,...
1. during
2. for
3. while
(during/ while/ for)
1. The server crashed ________ the final testing phase.
2. I have been running this Python script ________ three hours.
3. ________ we were testing the system, a sudden error occurred.