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

Practical Considerations When Scaling

Data Analysis
Use data analysis to help you better understand your data. For example, a simple histogram can help you quickly get a feeling for the distribution of quantities to see if standardization would make sense.

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data in the future in exactly the same way as the data used to train your model. Save the coefficients used to file and load them later when you need to scale new data when making predictions. <span>Data Analysis Use data analysis to help you better understand your data. For example, a simple histogram can help you quickly get a feeling for the distribution of quantities to see if standardization would make sense. Scale Each Series If your problem has multiple series, treat each as a separate variable and in turn scale them separately. Here, scale refers to a choice of scaling procedure such as n

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Annotation 7764111920396

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

Practical Considerations When Scaling

Scale Each Series
If your problem has multiple series, treat each as a separate variable and in turn scale them separately. Here, scale refers to a choice of scaling procedure such as normalization or standardization.

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alysis to help you better understand your data. For example, a simple histogram can help you quickly get a feeling for the distribution of quantities to see if standardization would make sense. <span>Scale Each Series If your problem has multiple series, treat each as a separate variable and in turn scale them separately. Here, scale refers to a choice of scaling procedure such as normalization or standardization. Scale At The Right Time It is important to apply any scaling transforms at the right time. For example, if you have a series of quantities that is non-stationary, it may be appropriate

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Women who did develop cancer are much more likely to be included in the study than women who did not develop cancer. Therefore, our causal graph will include a note for selection-- C--

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Women who did develop cancer are much more likely to be included in the study than women who did not develop cancer. Therefore, our causal graph will include a note for selection-- C--

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Flashcard 7764177980684

Question

13. Sally moved here ten years ago.

LIVING

Sally ________________ for ten years.

Answer

Sally has been living here for ten years.

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Question

14. The children were not very interested in what the guide said.

MUCH

There ________________ among the children in what the guide said.

Answer

There was not much interest among the children in what the guide said.

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Question

15. I think he’s rather nice.

QUITE

I think he’s ________________ person.

Answer

I think he’s quite a nice person.

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Question

16. When I was younger I would play football with my father.

USED

When I was younger my father and I ________________ football together.

Answer

When I was younger my father and I used to play football together.

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Question

17. There weren’t any to do the job.

LACK

There ________________ (of) volunteers to do the job.

Answer

There was a lack (of) volunteers to do the job.

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Question

18. She’s worked very hard in the garden.

DEAL

She’s done a ________________ in the garden.

Answer

She’s done a great deal of work in the garden.

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Question

19. I don’t know why golf is so popular.

PEOPLE

I don’t know why ________________golf so much.

Answer

I don’t know why people like golf so much.

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Question

20. ‘This car’s not mine,’said the old man.

BELONG

‘This car ________________,’ said the old man.

Answer

‘This car doesn't belong to me,’ said the old man.

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Question

21. There don’t seem to be as many tourists around this year.

FEWER

There seem ________________ tourists around this year.

Answer

There seem to be fewer tourists around this year.

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Question

22. I can’t speak Mandarin Chinese.

HOW

I don’t know ________________ Mandarin Chinese.

Answer

I don’t know how to speak Mandarin Chinese.

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Question

23. Nobody helped her clean the house last week.

HERSELF

She ________________ last week.

Answer

She cleaned the house by herself last week.

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Question

24. Jane decided to wait and only hand in her work at the last minute.

PUT

Jane decided to ________________ in her work until the last minute.

Answer

Jane decided to put off handing in her work until the last minute.

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Question

25. I don’t live with anyone else in this house.

OWN

I live ________________ in this house.

Answer

I live on my own in this house.

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Question

26. It wasn’t help if Tania goes to see the manager.

POINT

There’s ________________ to see the manager.

Answer

There’s no point in Tania to see the manager.

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Question

27. He loves her and she loves him very much.

EACH

They ________________ very much.

Answer

They love each other very much.

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Question

28. It was only after she left that I realised that she was famous.

WASN’T

It ________________ that I realised that she was famous.

Answer

It wasn't until she left that I realised that she was famous.

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Question

29. Unfortunately, nobody painted this room for me.

MYSELF

I ________________, unfortunately.

Answer

I painted this room myself, unfortunately.

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Question

30. I don’t know which person to talk to in the bank.

WHO

I don't know who to talk to in the bank.

Answer

I ________________ talk to in the bank.

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Edited, memorised or added to reading queue

on 19-Oct-2025 (Sun)

Practical Considerations When Scaling

Parent (intermediate) annotation

Original toplevel document (pdf)

Practical Considerations When Scaling

Parent (intermediate) annotation

Original toplevel document (pdf)

Parent (intermediate) annotation

Original toplevel document (pdf)

Parent (intermediate) annotation

Original toplevel document (pdf)

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