TensorFlow in Practice

Course 1. Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning

Week 1

1. Hello World
2. Exercise Week 1: House pricings

Week 2

1. Fashion MNIST
2. Exercise Week 2: Hand Writting -> use mnist.npz

Week 3

1. MNSIST Convolutional Neuronal Network
2. Playing convolutions
3. Exercise Week 3: MNSIST Convolutions

Week 4

1. Horses or Humans
2. Horses or Humans Validation Test
3. Horses or Humans Compacted
4. Exercise Week 4: Happy or sad

Course 2. Convolutional Neural Networks in TensorFlow

Week 1

1. Cats vs. Dogs
2. Exercise Week 1: Cat vs. Dogs

Week 2

1. Cats vs. Dogs Augmentation
2. Horse or Human Augmentation
3. Exercise Week 2: Cats vs. Dogs

Week 3

1. Cats vs. Dogs with pretrained model
2. Exercise Week 3: Horse or human using transfer learning

Week 4

1. Rock, paper, scissors
2. Exercise Week 4: Sign MNIST

Course 3. Natural Language Processing in TensorFlow

Week 1

1. Tokenizer
2. Sarcasm

Week 2

1. IMDB
2. Sarcasm
3. IMDB Subwords

Course 4. Sequences, Time Series and Prediction

Week 1

Week 2

Week 3

1. IMDB Subwords 8K with Single Layer LSTM
2. IMDB Subwords 8K with Multi Layer LSTM
3. IMDB Subwords 8K with 1D Convolutional Layer
4. Sarcasm with Bidirectional LSTM
5. Sarcasm with 1D Convolutional Layer
6. IMDB Reviews with GRU (and optional LSTM and Conv1D)
7. Exercise Week 3: Exploring overfitting in NLP