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cheatsheet-translation's Issues

[en] Deep learning - possible typo?

Shouldn't line:
39. Remark: we say that we execute a given policy π if given a state a we take the action a=π(s).
be:
39. Remark: we say that we execute a given policy π if given a state s we take the action a=π(s).

Standarization of certain terms

For example, there is not a word in Spanish for "cheatsheet". There exist some words but they are used by certain regions, (In my opinion). I was thinking of translations as "Hoja de ayuda" but I found a translator used "Hoja de trucos", which seems better to me.

Like "cheatsheet", there are other terms/words that don't have a simple translation and 2 translator could use different words. I propose to standardize some expressions looking for the consistency across all the material.

Separator errors

75. [E-step: Evaluate the posterior probability q(h) that each data point e came from a particular cluster h as follows:,M-step: Use the posterior probabilities q(h) as cluster specific weights on data points e to determine θ through maximum likelihood.]

⟶ [Шаг E: Оценить апостериорную вероятность q(h) того, что каждая точка данных e из определенного кластера h следующим образом:, M-шаг: использовать апостериорные вероятности q(h) в качестве весовых коэффициентов для конкретных кластеров точек данных e, чтобы определить θ через максимальное правдоподобие.]

A comma in English is required only if the sentence can be misunderstood without it. In Russian, a punctuation mark appears regardless of the length of simple sentences that make up a complex one.
I paint and she writes. Я рисую, а она пишет.

Maybe it's better to use a different separator in arrays, for example, a semicolon «;»?

Refresher Linear Algebra

In the line 25 of the file refresher-linear-algebra.md the text below is written:
5. Matrix ― We note A∈Rm×n a matrix with n rows and m, where Ai,j∈R is the entry located in the ith row and jth column:

In my opinion, m should refer to rows and n to columns as stated below:
5. Matrix ― We note A∈Rm×n a matrix with m rows and n columns, where Ai,j∈R is the entry located in the ith row and jth column:

Chinese[zh] Translation

Some minor terminology correction:
On the first page of Supervised Learning——

“Model Type”

would better be translated to

“模型类型”

instead of

"型号类型"

No templates for CS230

Hello there,

Great work with the cheat sheets. I want to contribute to the translations of the CS 230 but I do not see the templates for it.
Can you add them?

Thanks

Possible typo in Supervised Learning file?

In the item 77 of the supervised learning file is written the following:
77. Hoeffding inequality ― Let Z1,..,Zm be m iid variables drawn from a Bernoulli distribution of parameter ϕ. Let ˆϕ be their sample mean and γ>0 fixed. We have:

Is the part m iid variables right?

Typos and improvements

Hi. I think in this issue we can discuss explanations that could be improved or typos that we have found. For example. while I was translating the Deep Learning cheatsheet to Spanish, I came across a few things:

  • [IMPROVEMENT] in [21], instead of:

... F the size of the convolutional layer neurons

I would say " ... F the size of the convolution kernel". This is the word that is most commonly used in deep learning frameworks like Keras.

  • [IMPROVEMENT] also in [21], instead of:

... the number of neurons N that fit in a given volume is such that

I would say something like "... the size N of the output volume, is".

  • [TYPO] in [22]:

Batch normalization ― It is a step of hyperparameter γ,β that normalizes the batch {xi}.

Do you mean "It is a set of hyperparameters ... "?

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