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Repository Details

All about the fundamental blocks of TF and JAX!


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TensorFlow-JAX Tutorials

Learn about TensorFlow and JAX but in a different way!

βœ… Meant for everyone (from novice to advanced users)
βœ… Deep dive into the fundamental building blocks of the frameworks
βœ… Aim to improve your understanding and to some extent the mental model of the API
βœ… Not a typical documentation-type tutorial
βœ… Runnable notebooks available

❌ Not a replacement of the documentation

TensorFlow

Chapter No
Topic
Colab Kaggle Binder GitHub
1. Tensors Open In Colab Open in Kaggle Binder Open in GitHub
2. Variables Open In Colab Open in Kaggle Binder Open in GitHub
3. Automatic Differentiation Open In Colab Open in Kaggle Binder Open in GitHub

JAX

Chapter No
Topic
Colab Kaggle Binder GitHub
1. DeviceArray Open In Colab Open in Kaggle Binder Open in GitHub
2. Pure Functions Open In Colab Open in Kaggle Binder Open in GitHub
3. PRNG Open In Colab Open in Kaggle Binder Open in GitHub
4. JIT Open In Colab Open in Kaggle Binder Open in GitHub
5. Vmap and Pmap Open In Colab Open in Kaggle Binder Open in GitHub
6. Automatic Differentiation Open In Colab Open in Kaggle Binder Open in GitHub
7. Pytrees Open In Colab Open in Kaggle Binder Open in GitHub