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Flashcard 7767802907916

Parent (intermediate) annotation

Open it
ing steps (preparing data for neural networks): Turn all data into numbers Make sure your tensors are in the right shape Scale features (normalize or standardize) Neural networks tend to prefer <span>normalization. <span>

Original toplevel document

TfC_01_FINAL_EXAMPLE.ipynb
ape # Create training and test datasets #my way: from sklearn.model_selection import train_test_split X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state=42) <span>Preprocessing data (normalization and standardization) Preprocessing steps: Turn all data into numbers Make sure your tensors are in the right shape Scale features (normalize or standardize) Neural networks tend to prefer normalization. Normalization - adjusting values measured on different scales to a notionally common scale Normalization # Start from scratch import pandas as pd import matplotlib.pyplot as plt import tensorflow as tf ## Borrow a few classes from sci-kit learn from sklearn.compose import mak

Annotation 7767805005068

#causality #statistics

causal edges assumption, endows directed paths with the unique role of carrying causation along them.

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Parent (intermediate) annotation

Open it
causal edges assumption, endows directed paths with the unique role of carrying causation along them. Additionally, causal edges assumption is asymmetric; “ 𝑋 is a cause of 𝑌 ” is not the same as saying “ 𝑌 is a cause of 𝑋 .”

Original toplevel document (pdf)

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Flashcard 7767824403724

Question

1. Detroit is renowned for the………….. of cars. PRODUCE

Answer

Detroit is renowned for the production of cars.

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Flashcard 7767826238732

Question

2. If you make a good……………… at the interview, you will get the job. IMPRESS

Answer

If you make a good impression at the interview, you will get the job.

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Flashcard 7767828073740

Question

3. Teaching and medicine are more than…………………., they're professions. OCCUPY

Answer

Teaching and medicine are more than occupations, they're professions.

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Flashcard 7767832005900

Question

4. My history teacher has a vast…………………. of past events. KNOW

Answer

My history teacher has a vast knowledge of past events.

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Flashcard 7767835151628

Question

5. You are never too old to go to college and gain some……………. QUALIFY

Answer

You are never too old to go to college and gain some qualification.

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Flashcard 7767836986636

Question

6. My greatest…………….. was graduating from the university. ACHIEVE

Answer

My greatest achievement was graduating from the university.

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Flashcard 7767838821644

Question

7. The weatherman said there is a strong…………… of rain today. POSSIBLE

Answer

7. The weatherman said there is a strong possibility of rain today.

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Flashcard 7767840656652

Question

8. Some old laws are no longer……………….. EFFECT

Answer

Some old laws are no longer effective.

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Flashcard 7767842491660

Question

9. Athens is…………………. for its ancient buildings. FAME

Answer

Athens is famous for its ancient buildings.

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Flashcard 7767844326668

Question

10. He was caught shoplifting so now he has a……………….. record. CRIME

Answer

He was caught shoplifting so now he has a criminal record.

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Flashcard 7767849569548

Question

11. Despite her severe………….., she fulfilled her goals in life. DISABLE

Answer

Despite her severe disability, she fulfilled her goals in life.

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Flashcard 7767851404556

Question

12. Being……………. is the worst thing that can happen to someone. EMPLOY

Answer

Being unemployed is the worst thing that can happen to someone.

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Flashcard 7767855336716

Question

13. If you buy presents in the summer your…………………… can be very high. SAVE

Answer

If you buy presents in the summer your savings can be very high.

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Flashcard 7767857171724

Question

14. Due to the pilot's…………………, the copilot managed to land safely. GUIDE

Answer

Due to the pilot's guidance, the copilot managed to land safely.

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Flashcard 7767859006732

Question

15. It's important to also see the less………………… sides of the job. DESIRE

Answer

It's important to also see the less desirable sides of the job.

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Flashcard 7767860841740

Question

16. I was surprised at his………………… to give up. REFUSE

Answer

I was surprised at his refusal to give up.

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Flashcard 7767862676748

Question

17. Children are by nature………………….. of danger. AWARE

Answer

Children are by nature unaware of danger.

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Flashcard 7767864511756

Question

18. She is always……………. towards her parents. RESPECT

Answer

She is always respectful towards her parents.

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Flashcard 7767866346764

Question

19. The hospital has the best medical……………. and fast ambulances. EQUIP

Answer

The hospital has the best medical equipment and fast ambulances.

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Flashcard 7767868181772

Question

20. You can relax in the comfortable………………….. of the hotel. SURROUND

Answer

You can relax in the comfortable surroundings of the hotel.

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Flashcard 7767871065356

Question

103. First-class sports equipment is often very expensive.

LOTS

You often need to spend ________________ to buy first-class sports equipment.

Answer

You often need to spend lots of money to buy first-class sports equipment.

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Flashcard 7767872900364

Question

104. There is a complete lack of sports facilities at our college.

Our college has ________________ all.

Answer

Our college has no sports facilities at all.

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Flashcard 7767875783948

Question

105. The government spends very little money on sports education.

SMALL

The government only spends ________________ money on sports education.

Answer

The government only spends a small amount of money on sports education.

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Flashcard 7767877618956

Question

106.Was the party enjoyable last night?

YOURSELF

Did ________________ the party last night?

Answer

Did you enjoy yourself at the party last night?

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Flashcard 7767879453964

Question

107. Are you badly hurt?

HURT

Have ________________ badly?

Answer

Have you hurt yourself badly?

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Flashcard 7767881288972

Question

108. I didn’t need any help to repair my bicycle.

REPAIRED

I ________________ own.

Answer

I repaired my bicycle on my own.

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Flashcard 7767883123980

Question

109. A lot of students can’t use the university’s new computers.

KNOW

A lot of students don’t ________________ the university’s new computers.

Answer

A lot of students don’t know how to use the university’s new computers.

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Flashcard 7767885221132

Question

110. I can’t remember Mike’s instructions.

FORGOTTEN

I ________________ told us to do.

Answer

I have forgotten what Mike told us to do.

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Flashcard 7767887056140

Question

111. Paul didn’t know the right person to ask for technical advice.

SURE

Paul wasn’t ________________ for technical advice.

Answer

Paul wasn’t sure who to ask for technical advice.

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Flashcard 7767888891148

Question

112. Nobody came with me to the cinema yesterday.

MYSELF

I ________________ to the cinema yesterday.

Answer

I went by myself to the cinema yesterday.

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Flashcard 7767890726156

Question

113. In the interview, I couldn’t think of anything to say about my hobbies.

KNOW

In the interview, I didn’t ________________ about my hobbies.

Answer

In the interview, I didn’t know what to say about my hobbies.

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Flashcard 7767892561164

Question

114. Luke and Paul are having a very long conversation.

TALKING

Luke and Paul have ________________ other for ages.

Answer

Luke and Paul have been talking to each other for ages.

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Flashcard 7767894396172

Question

115. Is this your own drawing or did someone help you?

YOURSELF

Did ________________ or did someone help you?

Answer

Did you draw this yourself or did someone help you?

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Flashcard 7767896493324

Question

116. Joanna is now at the top of her profession.

RISEN

Joanna ________________ the top of her profession.

Answer

Joanna has risen to the top of her profession.

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Flashcard 7767898328332

Question

117. The lead dancer performed exceptionally well this evening.

GAVE

The lead dancer ________________ this evening.

Answer

The lead dancer gave an exceptional performance this evening.

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Flashcard 7767900425484

Question

118. Gary is obviously the best singer in the group.

STANDS

Gary ________________ the best singer in the group.

Answer

Gary stands out as the best singer in the group.

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Flashcard 7767902260492

Question

119. When on tour, musicians often miss their home.

FEEL Many m

usicians tend to ________________ when they’re on tour.

Answer

usicians tend to fell homesick when they’re on tour.

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Flashcard 7767904095500

Question

120. Everyone was surprised at how popular the band’s first album was.

Everyone was surprised ________________ of the band’s first album.

Answer

Everyone was surprised by the popularity of the band’s first album.

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Flashcard 7767905930508

Question

121. Jennifer didn’t accept the role in the new musical.

DOWN

Jennifer ________________ the role in the new musical.

Answer

Jennifer turn down the role in the new musical.

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Flashcard 7767907765516

Question

122. The lead vocalist gets impatient very easily when she’s rehearsing a new song.

LACKS

The lead vocalist ________________ when she’s rehearsing a new song.

Answer

The lead vocalist lacks patience when she’s rehearsing a new song.

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Flashcard 7767909600524

Question

123. In April, the band left London to begin their World Tour.

SET

The band’s World Tour began when they ________________ London in April.

Answer

The band’s World Tour began when they set off from London in April.

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Flashcard 7767911435532

Question

124. Lucas has always been full of ambition.

VERY

Lucas has always ________________ person.

Answer

Lucas has always been a very ambitious person.

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Flashcard 7767913270540

Question

125. Despite rumours, the bass guitarist does not intend to leave the band.

HAS

Despite rumours, the bass guitarist ________________ the band.

Answer

Despite rumours, the bass guitarist has no intetion of leaving the band.

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Flashcard 7767915105548

Question

126. Opera does not interest Tania.

INTERESTED

Tania ________________ opera.

Answer

Tania is not intereted in opera.

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Flashcard 7767917202700

Question

127. He has the ability to become a great musician.

CAPABLE

He ________________ a great musician.

Answer

He is capable of becoming a great musician.

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Flashcard 7767919037708

Question

128. The Institute of Art and the College of Art are not connected.

CONNECTION

There ________________ the Institute of Art and the College of Art.

Answer

There is no connection between the Institute of Art and the College of Art.

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Flashcard 7767920872716

Question

129. Whose job is it to choose the actors’ costumes?

RESPONSIBLE

Who ________________ the actors’ costumes?

Answer

Who is responsible for choosing the actors’ costumes?

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Flashcard 7767922707724

Question

130. We need to solve this problem quickly.

SOLUTION

We need to find ________________ this problem.

Answer

We need to find a quick solution to this problem.

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Flashcard 7767924542732

Question

131. Charles never forgets people’s names.

GOOD

Charles is very ________________ people’s names.

Answer

Charles is very good at remembering people’s names.

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Flashcard 7767926377740

Question

132. You cannot compare these two artists.

COMPARISON

There ________________ these two artists.

Answer

There is no comparison between these two artists.

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Flashcard 7767928737036

Question

133. The number of students at the college suddenly increased.

INCREASE

There was ________________ the number of students at the college.

Answer

There was a sudden increase in the number of students at the college.

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Flashcard 7767930572044

Question

134. I find it very difficult to understand the work of that artist.

DIFFICULTY

I have great ________________ the work of the artist.

Answer

I have great difficulty in understanding the work of the artist.

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Flashcard 7767932407052

Question

135. I am sure it was a disappointment to you that you missed the concert.

DISAPPOINTED

I’m sure you ________________ the concert.

Answer

I’m sure you were disappointed to miss / about missing / that you missed the concert.

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Flashcard 7767935028492

Question

136. It wasn’t necessary for us to take a taxi.

HAVE

We ________________ take a taxi.

Answer

We didn't have to take a taxi.

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Flashcard 7767936863500

Question

137. You can’t smoke in the non-smoking area.

ALLOWED

You ________________ in the non-smoking area.

Answer

You are not allowed to smoke in the non-smoking area.

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Flashcard 7767938698508

Question

138. You really should wear a warmer coat.

BETTER

You ________________ a warmer coat.

Answer

You had better wear a warmer coat.

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Flashcard 7767940533516

Question

139. It’s very important to remember to tip the waiter.

NOT

You ________________ to tip the waiter.

Answer

You must not forget to tip the waiter.

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Flashcard 7767942368524

Question

140. You are under no obligation to accept his offer.

HAVE

You ________________ his offer.

Answer

You don't have to accept his offer.

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Flashcard 7767944465676

Question

141. It was a mistake going to that restaurant last night.

SHOULD

We ________________ to that restaurant last night.

Answer

We shouldn't have gone to that restaurant last night.

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Edited, memorised or added to reading queue

on 07-Nov-2025 (Fri)

Parent (intermediate) annotation

Original toplevel document

Parent (intermediate) annotation

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