/Tensorflow-2.0-Open-Course

This is an open course on Tensorflow 2.0 with code examples

Tensorflow-2.0-Open-Course

This is an open course on Tensorflow 2.0 with code examples

Prerequisites

  1. Machine Learning Basics
  2. Linear Algerbra

Week 1

  1. Machine Learning : A refresher
  2. Deep Learning : A refresher
  3. What is Tensorflow?
  4. What is the difference between Tensorflow 2.0 and Tensorflow 1.x?
  5. Should I start directly with Tensorflow 2.0 ?
  6. Further Readings

Week 2

  1. Local Environment Setup in ubuntu
  2. Colab Setup with Tips and Tricks
  3. What is a Tensor?
  4. Why the name Tensorflow?
  5. Tensorflow 2.0 ecosystem

Week 3

  1. Tensorflow High Level API: Keras
  2. Tensorflow 1.x Recap
  3. The Machine Learning Pipeline

Week 4

  1. Data Loading and Preprocessing

Projects

  1. Kaggle Projects will be demonstarted with 2.0
  2. 2 Image Datasets, 2 NLP Datasets