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Flashcard 7774138141964

Tags

#abm #agent-based #machine-learning #model #priority #synergistic-integration

Question

Axelrod [5] contended that [...] is a third way of carrying out science in addition to classical deductive and inductive reasoning.

Answer

ABM

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Axelrod [5] contended that ABM is a third way of carrying out science in addition to classical deductive and inductive reasoning.

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Annotation 7774661905676

[unknown IMAGE 7104071601420]

#deep-learning #has-images #keras #lstm #python #sequence

When stateful LSTM layers are used, you must also define the batch size as part of the input shape in the definition of the network by setting the batch input shape argument and the batch size must be a factor of the number of samples in the training dataset.

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When stateful LSTM layers are used, you must also define the batch size as part of the input shape in the definition of the network by setting the batch input shape argument and the batch size must be a factor of the number of samples in the training dataset. The batch input shape argument requires a 3-dimensional tuple defined as batch size, time steps, and features. For example, we can define a stateful LSTM to be trained on a training dat

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Annotation 7774663740684

[unknown IMAGE 7104071601420]

#deep-learning #has-images #keras #lstm #python #sequence

The batch input shape argument requires a 3-dimensional tuple defined as batch size, time steps, and features.

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size as part of the input shape in the definition of the network by setting the batch input shape argument and the batch size must be a factor of the number of samples in the training dataset. <span>The batch input shape argument requires a 3-dimensional tuple defined as batch size, time steps, and features. For example, we can define a stateful LSTM to be trained on a training dataset with 100 samples, a batch size of 10, and 5 time steps for 1 feature, as follows <span>

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Annotation 7774665575692

#feature-engineering #lstm #recurrent-neural-networks #rnn

Each RNN module in the sequence is sometimes referred to as timesteps based on their position in the sequence.

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Each module in the sequence is sometimes referred to as timesteps based on their position in the sequence. The RNN processes a sequence of input vectors (x 1 ,x 2 ,x 3 , …,x T ), with each vector being input into the RNN model at its corresponding timestep or position in the sequence.

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Flashcard 7774668721420

Tags

#causality #has-images #statistics

Question

if the DAG were simply two connected nodes 𝑋 and 𝑌 as in Figure 3.8, the [...name?] assumption would tell us that we can factorize 𝑃(𝑥, 𝑦) as 𝑃(𝑥)𝑃(𝑦|𝑥) , but it would also allow us to factorize 𝑃(𝑥, 𝑦) as 𝑃(𝑥)𝑃(𝑦) , meaning it allows distributions where 𝑋 and 𝑌 are independent. In contrast, the minimality assumption does not allow this additional independence

Answer

local Markov

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if the DAG were simply two connected nodes 𝑋 and 𝑌 as in Figure 3.8, the local Markov assumption would tell us that we can factorize 𝑃(𝑥, 𝑦) as 𝑃(𝑥)𝑃(𝑦|𝑥) , but it would also allow us to factorize 𝑃(𝑥, 𝑦) as 𝑃(𝑥)𝑃(𝑦) , meaning it allows distributions where 𝑋 and 𝑌 are in

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Annotation 7774670032140

#deep-learning #keras #lstm #python #sequence

Encoder-Decoder architecture can be used. The input time steps are mapped to a fixed sized internal representation of the sequence, then this vector is used as input to producing each time step in the output sequence

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If the number of input and output time steps vary, then an Encoder-Decoder architecture can be used. The input time steps are mapped to a fixed sized internal representation of the sequence, then this vector is used as input to producing each time step in the output sequence

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Flashcard 7774760209676

Question

1) Naomi and Kurt have three children. Naomi also has a daughter from a previous ________ . (marry)

Answer

Naomi and Kurt have three children. Naomi also has a daughter from a previous marriage.

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Flashcard 7774762044684

Question

2) The film was so ________ . You knew exactly how it was going to end. (predict)

Answer

The film was so predictable. You knew exactly how it was going to end.

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Flashcard 7774763879692

Question

3) The goverment is concerned about the significant rise in ________ . (homeless)

Answer

The goverment is concerned about the significant rise in homelessness.

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Flashcard 7774765714700

Question

4) It has been ________ proven that stroking a cat can lower your blood pressure. (scientific)

Answer

It has been scientifically proven that stroking a cat can lower your blood pressure.

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Flashcard 7774767811852

Question

5) Thanks to the large ________ from her grandmother Paula was able to buy a villa in the south of France. (inherit)

Answer

Thanks to the large inheritance from her grandmother Paula was able to buy a villa in the south of France.

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Flashcard 7774769909004

Question

6) In the UK it is ________ to sell cigarettes to children under 16. (legal)

Answer

In the UK it is illegal to sell cigarettes to children under 16.

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Flashcard 7774771744012

Question

7) You can ________ your tea with honey instead of sugar. (sweet)

Answer

You can sweeten your tea with honey instead of sugar.

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Flashcard 7774773579020

Question

8) You need to _______ the final point of the presentation. It's rather confusing. (clear)

Answer

You need to clarify the final point of the presentation. It's rather confusing.

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Flashcard 7774775414028

Question

9) The film turned out to be a big ________ . It was really quite boring. (disappoint)

Answer

The film turned out to be a big disappoinment. It was really quite boring.

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Flashcard 7774777249036

Question

10) The ________ between the city's two football teams is often quite fierce. (rival)

Answer

The rivalry between the city's two football teams is often quite fierce.

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Flashcard 7774779084044

Tags

#Exercise_5

Question

1) Lizzy has just won a ________ to a world-renowned university. (scholar)

Answer

Lizzy has just won a scholarship to a world-renowned university.

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Flashcard 7774781181196

Tags

#Exercise_5

Question

2) It's ________ arguing with them. They are not going to change their mind. (point)

Answer

It's pointless arguing with them. They are not going to change their mind.

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Flashcard 7774783278348

Tags

#Exercise_5

Question

3) You will need your parents' _______ if you want to go on the school trip. (permit)

Answer

You will need your parents' permission if you want to go on the school trip.

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Flashcard 7774785375500

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#Exercise_5

Question

4) It's a wonderful restaurant. Great food and excellent service. We _______ recommend it! (high)

Answer

It's a wonderful restaurant. Great food and excellent service. We highly recommend it!

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Flashcard 7774787210508

Tags

#Exercise_5

Question

5) Thank you so much for the flowers. It's very ________ of you. (thought)

Answer

Thank you so much for the flowers. It's very thoughtful of you.

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Flashcard 7774789307660

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#Exercise_5

Question

6) Sarah speaks perfect French as she spent much of her __________ in Canada. (child)

Answer

Sarah speaks perfect French as she spent much of her childhood in Canada.

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Flashcard 7774791404812

Tags

#Exercise_5

Question

7) I've ________ my wallet. Have you seen it anywhere? (place)

Answer

I've misplaced my wallet. Have you seen it anywhere?

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Flashcard 7774793239820

Tags

#Exercise_5

Question

8) Don't forget to ________ the modem when you have finished using it. (connect)

Answer

Don't forget to disconnect the modem when you have finished using it.

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Flashcard 7774795074828

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#Exercise_5

Question

9) Ben sulks like a child when he doesn't get his own way. He's so ________ . (mature)

Answer

Ben sulks like a child when he doesn't get his own way. He's so immature.

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Flashcard 7774796909836

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#Exercise_5

Question

10) Oliver's CV is truly _______ . He's bound to get the job. (impress)

Answer

Oliver's CV is truly impressive. He's bound to get the job.

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Flashcard 7774799269132

Tags

#Exercise_6

Question

1. It's totally……………..that you stayed home when you were sick.UNDERSTAND

Answer

It's totally understanable that you stayed home when you were sick.

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Flashcard 7774801104140

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#Exercise_6

Question

2. Don't laugh at his stupid jokes! You'll only………..him to say them again. COURAGE

Answer

Don't laugh at his stupid jokes! You'll only encourage him to say them again.

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Flashcard 7774806347020

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#Exercise_6

Question

3. That sidewalk is (slip), I almost fell!

Answer

That sidewalk is slippery, I almost fell!

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Flashcard 7774808182028

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#Exercise_6

Question

4. After Monday, I will no longer be a foreigner--I am receiving my (citizen)!

Answer

After Monday, I will no longer be a foreigner--I am receiving my citizenship!

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Flashcard 7774810017036

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#Exercise_6

Question

5. Arthur will be very lonely unless you (friend) him.

Answer

Arthur will be very lonely unless you befriend him.

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Flashcard 7774811852044

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#Exercise_6

Question

6. Every afternoon, the cooks (sharp) their knives in preparation for dinner.

Answer

Every afternoon, the cooks sharpen their knives in preparation for dinner.

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Flashcard 7774813687052

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#Exercise_6

Question

7. I hate being around Mary Lou, she is so so (friendly).

Answer

I hate being around Mary Lou, she is so so unfriendly.

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Flashcard 7774815522060

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#Exercise_6

Question

8. The stock market crash of 1929 left my great-grandfather (penny).

Answer

The stock market crash of 1929 left my great-grandfather penniless.

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Flashcard 7774817357068

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#Exercise_6

Question

9. I have a class at 8:00 a.m. but I always (sleep).

Answer

I have a class at 8:00 a.m. but I always oversleep.

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Flashcard 7774819192076

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#Exercise_6

Question

10. The groom may (veil) the bride only when their vows have been exchanged

Answer

The groom may unveil the bride only when their vows have been exchanged

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Flashcard 7774821289228

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#Exercise_6

Question

11. I think we should try something else. That strategy seems way too (risk).

Answer

I think we should try something else. That strategy seems way too risky.

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Flashcard 7774823124236

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#Exercise_6

Question

12. My father's death left me with a great (empty) in my heart.

Answer

My father's death left me with a great emptiness in my heart.

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Flashcard 7774824959244

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#Exercise_6

Question

13. George W. Bush is pretending that he attacked Iraq to (liberty) the Iraqis.

Answer

George W. Bush is pretending that he attacked Iraq to liberate the Iraqis.

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Flashcard 7774826794252

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#Exercise_6

Question

14. Americans fought hard to earn their (free) from Britain.

Answer

Americans fought hard to earn their freedom from Britain.

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Flashcard 7774828629260

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#Exercise_6

Question

15. When you work at a nuclear power plant, you have to be extremely (care).

Answer

When you work at a nuclear power plant, you have to be extremely careful.

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Flashcard 7774830988556

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#Exercise_6

Question

16. Every time I think I've beaten you, you (do) me!

Answer

Every time I think I've beaten you, you outdo me!

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Flashcard 7774832823564

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#Exercise_6

Question

17. I had to take three months off when I was pregnant, but my boss has been very (understand).

Answer

[default - edit me]

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Flashcard 7774834396428

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#Exercise_6

Question

18. He will (cork) the wine as soon as we are ready for dinner.

Answer

He will uncork the wine as soon as we are ready for dinner.

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Flashcard 7774836231436

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#Exercise_6

Question

19. You need to work on your orthography so you don't (spell) these words.

Answer

You need to work on your orthography so you don't misspell these words.

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Flashcard 7774838590732

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#Exercise_6

Question

20. The weather forecast looks bad for a picnic--rainy and windy!

Answer

[default - edit me]

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Flashcard 7774843571468

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#Word_Transformations

Question

220. There was a storm while were flying to the Caribbean. DURING

There was a storm ________________ to the Caribbean.

Answer

There was a storm during our flight to the Caribbean.

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Flashcard 7774848814348

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#Word_Transformations

Question

221. I really think you should go to the bank and get some money. WERE

If I ________________ to the bank and get some money.

Answer

If I were you I would go to the bank and get some money.

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Flashcard 7774850649356

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#Word_Transformations

Question

222. Mario doesn’t often arrive for a meeting. UNUSUAL

If ________________ arrive late for a meeting.

Answer

If is unusual for Mario to arrive late for a meeting.

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Flashcard 7774854057228

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#Word_Transformations

Question

223. I’ll lend you some money but you must pay me back tomorrow. LONG

I’ll lend you some money ________________ me back tomorrow.

Answer

I’ll lend you some money as long as you pay me back tomorrow.

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Flashcard 7774856154380

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#Word_Transformations

Question

224. They say we should check out of the hotel by 10 a.m.. SUPPOSED

We ________________ of the hotel by 10 a.m.

Answer

We are supposed to check out of the hotel by 10 a.m.

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Flashcard 7774857989388

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#Word_Transformations

Question

225. ‘I’m sorry I forget your birthday,’ said Carlos to me. APOLOGISED

Carlos ________________ my birthday.

Answer

Carlos apologised for forgetting my birthday.

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Flashcard 7774860086540

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#Word_Transformations

Question

226. What I really hate is people smoking while I’m eating. STAND

I really ________________ while I’m eating.

Answer

I really can't stand people smoking while I’m eating.

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Flashcard 7774861921548

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#Word_Transformations

Question

227. ‘Do you know where my wallet is?’ my father asked me. SEEN

My father asked me ________________ his wallet.

Answer

My father asked me if I had seen his wallet.

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Flashcard 7774863756556

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#Word_Transformations

Question

228. When my brother heared he’d failed his driving test, he began to cry. BROKE

When my brother heared he had failed his driving test, he ________________ tears.

Answer

When my brother heared he had failed his driving test, he broke down in tears.

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Flashcard 7774866902284

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#Word_Transformations

Question

229. I don’t see the point in visiting this museum. WORTH

In my opinion, it ________________ this museum.

Answer

In my opinion, it is not worth visiting this museum.

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Flashcard 7774868737292

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#Word_Transformations

Question

230. It was a bad idea of ours to go to that party last night. SHOULD

We ________________ to that party last night.

Answer

We should not have gone to that party last night.

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Edited, memorised or added to reading queue

on 05-Dec-2025 (Fri)

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