๐ฅ- Video lessons coming soon!
Empowering you to use machine learning to get valuable insights from data.
- ๐ฅ Implement basic ML algorithms and deep neural networks with PyTorch.
- ๐ฅ๏ธ Run everything on the browser without any set up using Google Colab.
- ๐ฆ Learn object-oriented ML to code for products, not just tutorials.
| Basics | Deep Learning | Advanced | Topics |
|---|---|---|---|
| ๐ Notebooks | ๐ฅ PyTorch | ๐ Advanced RNNs | ๐ธ Computer Vision |
| ๐ Python | ๐๏ธ Multilayer Perceptrons | ๐๏ธ Highway and Residual Networks | โฐ Time Series Analysis |
| ๐ข NumPy | ๐ Data & Models | ๐ฎ Autoencoders | ๐๏ธ Topic Modeling |
| ๐ผ Pandas | ๐ฆ Object-Oriented ML | ๐ญ Generative Adversarial Networks | ๐ Recommendation Systems |
| ๐ Linear Regression | ๐ผ๏ธ Convolutional Neural Networks | ๐ Transformer Networks | ๐ฃ๏ธ Pretrained Language Modeling |
| ๐ Logistic Regression | ๐ Embeddings | ๐คท Multitask Learning | |
| ๐ณ Random Forests | ๐ Recurrent Neural Networks | ๐ฏ One-shot Learning | |
| ๐ฅ Clustering | ๐ Reinforcement Learning |
- Access the notebooks in the
notebooksdirectory in this repo. - You can run these notebook on Google Colab (recommended) or on your local machine.
- Click on a notebook and replace
https://github.com/withhttps://colab.research.google.com/github/in the notebook URL or use this Chrome extension to do it with one click. - Sign into your Google account.
- Click the
COPY TO DRIVEbutton on the toolbar. This will open the notebook on a new tab.
- Rename this new notebook by removing the
Copy ofpart in the title. - Run the code, make changes, etc. and it's all automatically saved to you personal Google Drive.
๐จ๐ณ - 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.
- Make your changes and download the Google colab notebook as an
.ipynbfile.
- Go to https://github.com/GokuMohandas/practicalAI/tree/master/notebooks
- Click on
Upload files.
- Upload the
.ipynbfile. - Write a detailed commit title and message.
- Name your branch appropriately.
- Click on
Propose changes.
