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"We can construct a so-called artificial neural network inside a computer, and then try to teach it to solve problems by giving it examples. This process is similar to how a newborn child learns about his or her surroundings by making observations."

Uh, no. Neural networks are inspired by how neurons in our brain works internally, with A LOT of connections between different neurons, the same as layers in a neural network. But it's not how children learns. How this works with neural networks is that you give it A LOT OF DATA with specified connections and it builds an internal representation getting closer and closer to the result you expect. Also known as a model.

Children doesn't learn like that. A child learns more with smaller steps (it's called "baby steps" for a reason), by filtering out a lot of noise and focusing on single things and build up understanding of the world that way. Just like any other human learns things really. You don't learn a language by spamming data, you learn it step by step. Good luck feeding whole internet to a child and see how that goes regarding learning about things.

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looking forward in to it

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Just read the GPT part and after this:

"GPT is a Family
GPT is not a single model, but rather a collection of models developed and trained by OpenAI. The latest model openly available is GPT-2, which has up to 1.5 billion parameters (there are several variations of the model, so you can select one for your tasks that is a good compromise between size/performance). Latest GPT-3 model has up to 175 billion parameters, and is available as a cognitive service from Microsoft Azure, and as OpenAI API."

I thought the course needs an update :).

Cheers, M.

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issue

Could you please make the code device-agnostic so it can also run on Apple silicon Macbook? The current version of the code gives plenty of errors when running it on Mac.

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They give 404

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When open quizzes of lesson 1, 2 and 3 the azurestaticapp return 404 message.
I assume the same problem is happening with other lessons as well.

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Add the love icon to be consistent with the other for beginner content

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https://mslearntensorflowlp.blob.core.windows.net/data/oxpets_images.tar.gz
Resolving mslearntensorflowlp.blob.core.windows.net (mslearntensorflowlp.blob.core.windows.net)... failed: nodename nor servname provided, or not known.
wget: unable to resolve host address ‘mslearntensorflowlp.blob.core.windows.net’

From https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/lab/OxfordPets.ipynb

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There are important files that Microsoft projects should all have that are not present in this repository. A pull request has been opened to add the missing file(s). When the pr is merged this issue will be closed automatically.

Microsoft teams can learn more about this effort and share feedback within the open source guidance available internally.

Merge this pull request

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