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Course Introduction

About the Course

Basics of JAX

Introduction to JAX Data Types and Array Pure Functions and Random Numbers Array Operations Just-in-Time Compilation Machine Learning with JAX Challenge: Basics of JAX Solution: Basics of JAX Summary: Basics of JAX Quiz: Basics of JAX

Optimizers in JAX and Flax

Introduction to Optimizers Adaptive Optimizers Stochastic Gradient Descent Challenge: Optimizers Solution: Optimizers Summary: Optimizers in JAX and Flax Quiz: Optimizers

Loss and Activation Functions

Introduction to Loss Functions Types of Loss Functions in JAX Computing and Monitoring Loss in JAX Activation Functions in JAX Challenge: Loss and Activation function Solution: Loss and Activation function Summary: Loss and Activation Functions Quiz: Loss and Activation Functions

Load Datasets in JAX

Preparing Text Dataset Text Preprocessing and Sentiment Analysis Loading Image Dataset Challenge: Train and Test a Model Solution: Train and Test a Model Summary: Load Datasets in JAX Quiz: Loading Datasets in JAX

Image Classification and Distributed Training

Image Classification with JAX and Flax Distributed Training with JAX and Flax Challenge: Distributed Training with JAX and Flax Solution: Distributed Training with JAX and Flax Summary: Image Classification and Distributed Training Quiz: Distributed Training with JAX and Flax

TensorBoard and State Handling

Setting Up TensorBoard How to Use TensorBoard with Flax Track Model Training in JAX Using TensorBoard Applying BatchNorm and DropOut Layers in JAX and Flax Summary: TensorBoard and State Handling Quiz: TensorBoard and State Handling

LSTM in JAX and Flax

Data Preprocessing LSTM Model Challenge: LSTM in JAX and Flax Solution: LSTM in JAX and Flax Summary: LSTM in JAX and Flax Quiz: LSTM in JAX and Flax

Flax vs. TensorFlow

Major Functions in Flax and TensorFlow

Training model in Flax vs. TensorFlow

Summary: Flax vs. TensorFlow

Quiz: Flax vs. TensorFlow

Using ResNet Model in Flax

Training the ResNet Model ResNet Model Definition Transfer Learning using ResNet Model Summary: Using ResNet Model in Flax Quiz: Using ResNet Model in Flax

Mini Project

Transfer Learning in JAX and Flax

Conclusion

Appendix

Installing Packages Sharing TensorBoard

Deep Learning with JAX and Flax/

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Summary: Flax vs. TensorFlow

Summary: Flax vs. TensorFlow

Let’s summarize the concepts we have learned so far.

We'll cover the following...

Recap

Recap

In this ...