Tensorflow-2.0-Open-Course
This is an open course on Tensorflow 2.0 with code examples
Prerequisites
- Machine Learning Basics
- Linear Algerbra
Week 1
- Machine Learning : A refresher
- Deep Learning : A refresher
- What is Tensorflow?
- What is the difference between Tensorflow 2.0 and Tensorflow 1.x?
- Should I start directly with Tensorflow 2.0 ?
- Further Readings
Week 2
- Local Environment Setup in ubuntu
- Colab Setup with Tips and Tricks
- What is a Tensor?
- Why the name Tensorflow?
- Tensorflow 2.0 ecosystem
Week 3
- Tensorflow High Level API: Keras
- Tensorflow 1.x Recap
- The Machine Learning Pipeline
Week 4
- Data Loading and Preprocessing
Projects
- Kaggle Projects will be demonstarted with 2.0
- 2 Image Datasets, 2 NLP Datasets