Learn foundational deep learning techniques to classify, predict, and generate text using different neural networks.
Overview
Syllabus
Introduction
- Leveraging deep learning for natural language processing
- Introduction to natural language processing
- Introduction to word encodings
- Tokenization using TensorFlow
- Padding the sequences
- Challenge: Recognizing sarcasm in the text
- Solution: Recognizing sarcasm in the text
- Introduction to word embeddings
- Classifying movie reviews using TensorFlow
- Projecting vectors using TensorFlow
- Building a text classifier
- Challenge: Text classification
- Solution: Text classification
- Introduction to RNNs
- Implementing LSTMs with TensorFlow
- Improving your movie review classifier
- Challenge: Yelp review classifier
- Solution: Yelp review classifier
- Introduction to text generation
- Predicting the next word
- Challenge: Generate poetry
- Solution: Generate poetry
- Learning more about NLP with TensorFlow
Taught by
Harshit Tyagi