mandalbiswadip/Tensorflow_notes

Exploring tensorflow 2.x API

My notes on tensorflow 2.x API

This repository includes my notes and experiments with the tensorflow 2.x API.

Table of contents

• layers.py --> my implementation for important keras layers using tensorflow low level APIS.

• Basic:

  • Operations.ipynb
  • Tensors.ipynb
  • tf.Variable vs tf.Tensor.ipynb

• AutoDiff:

  • AutoDiff and Gradient Tape.ipynb
  • AutoDiff - Train a feed forward NN.ipynb

• Graphs:

  • Graph Execution in Tensorflow.ipynb

• From Tensorflow to Keras:

  • Building own Layers.ipynb
  • tf.Module and introducing keras.ipynb
  • More on Keras Model.ipynb

• Keras API:

  • Writing Keras Models.ipynb
  • Keras Eager or Graph execution.ipynb
  • Masking and Padding.ipynb
  • layers.py
  • Preprocessing APIs

Upcoming:

Data Pipelines:

Examples:

Save and Restore Models:

Tensorboard: