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Coding exercises completed along with Udemy course for deep learning

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Conda

Install locally from website and then complete the following steps:

  1. Create Conda Env conda env create -f pytorch_course_env.yml
  2. Activate conda activate pytorchenv

For some reason not all deps seem to get installed (and jupyter isnt specified), so may need to just install some manually like this

conda install jupyter

Jupyter

when you are inside of the actiated environment.

Start the notebook:

$ jupyter notebook

  ...

[I 2024-02-09 11:54:07.465 ServerApp] Serving notebooks from local directory: /Users/nicholas/Code/udemy/deep_learning
[I 2024-02-09 11:54:07.465 ServerApp] Jupyter Server 2.10.0 is running at:
[I 2024-02-09 11:54:07.465 ServerApp] http://localhost:8888/tree?token=<some uuid>
[I 2024-02-09 11:54:07.465 ServerApp]     http://127.0.0.1:8888/tree?token=<some uuid>
[I 2024-02-09 11:54:07.465 ServerApp] Use Control-C to stop this server and shut down all kernels (twice to skip confirmation).
[C 2024-02-09 11:54:07.469 ServerApp] 
    
    To access the server, open this file in a browser:
        file:///Users/nicholas/Library/Jupyter/runtime/jpserver-64611-open.html
    Or copy and paste one of these URLs:
        http://localhost:8888/tree?token=<some uuid>
        http://127.0.0.1:8888/tree?token=<some uuid>

Lessons

  • Crash Course Topics
  • PyTorch Basics
  • ANN - Artificial Neural Networks
  • CNN - Convolutional Neural Networks
  • RNN - Recurrent Neural Networks
  • Using GPU
  • NLP with PyTorch

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