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Author
Last Commit
Jan. 24, 2019
Created
Nov. 5, 2018

Colab Binder Kesci MIT Twitter

๐ŸŽฅ - Video lessons coming soon!

Empowering you to use machine learning to get valuable insights from data.

  • ๐Ÿ”ฅ Implement basic ML algorithms and deep neural networks with PyTorch.
  • ๐Ÿ–ฅ๏ธ Run everything on the browser without any set up using Google Colab.
  • ๐Ÿ“ฆ Learn object-oriented ML to code for products, not just tutorials.

Notebooks

Basics Deep Learning Advanced Topics
๐Ÿ““ Notebooks ๐Ÿ”ฅ PyTorch ๐Ÿ“š Advanced RNNs ๐Ÿ“ธ Computer Vision
๐Ÿ Python ๐ŸŽ›๏ธ Multilayer Perceptrons ๐ŸŽ๏ธ Highway and Residual Networks โฐ Time Series Analysis
๐Ÿ”ข NumPy ๐Ÿ”Ž Data & Models ๐Ÿ”ฎ Autoencoders ๐Ÿ˜๏ธ Topic Modeling
๐Ÿผ Pandas ๐Ÿ“ฆ Object-Oriented ML ๐ŸŽญ Generative Adversarial Networks ๐Ÿ›’ Recommendation Systems
๐Ÿ“ˆ Linear Regression ๐Ÿ–ผ๏ธ Convolutional Neural Networks ๐Ÿ Transformer Networks ๐Ÿ—ฃ๏ธ Pretrained Language Modeling
๐Ÿ“Š Logistic Regression ๐Ÿ“ Embeddings ๐Ÿคท Multitask Learning
๐ŸŒณ Random Forests ๐Ÿ“— Recurrent Neural Networks ๐ŸŽฏ One-shot Learning
๐Ÿ’ฅ Clustering ๐Ÿ’ Reinforcement Learning

Running the notebooks

  1. Access the notebooks in the notebooks directory in this repo.
  2. You can run these notebook on Google Colab (recommended) or on your local machine.
  3. Click on a notebook and replace https://github.com/ with https://colab.research.google.com/github/ in the notebook URL or use this Chrome extension to do it with one click.
  4. Sign into your Google account.
  5. Click the COPY TO DRIVE button on the toolbar. This will open the notebook on a new tab.

  1. Rename this new notebook by removing the Copy of part in the title.
  2. Run the code, make changes, etc. and it's all automatically saved to you personal Google Drive.

๐Ÿ‡จ๐Ÿ‡ณ - If you are from China or another country where Google is blocked, checkout the links above to the other free services like Jupyter Binder. Also check out Kesci for the content in Chinese.

Contributing to notebooks

  1. Make your changes and download the Google colab notebook as an .ipynb file.

  1. Go to https://github.com/GokuMohandas/practicalAI/tree/master/notebooks
  2. Click on Upload files.

  1. Upload the .ipynb file.
  2. Write a detailed commit title and message.
  3. Name your branch appropriately.
  4. Click on Propose changes.