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LinkedIn Learning

Deep Learning Foundations: Natural Language Processing with TensorFlow

via LinkedIn Learning

Overview

Learn foundational deep learning techniques to classify, predict, and generate text using different neural networks.

Syllabus

Introduction
  • Leveraging deep learning for natural language processing
1. Getting Started with NLP
  • 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
2. Text Classification
  • Introduction to word embeddings
  • Classifying movie reviews using TensorFlow
  • Projecting vectors using TensorFlow
  • Building a text classifier
  • Challenge: Text classification
  • Solution: Text classification
3. Classification with RNNs and LSTMs
  • Introduction to RNNs
  • Implementing LSTMs with TensorFlow
  • Improving your movie review classifier
  • Challenge: Yelp review classifier
  • Solution: Yelp review classifier
4. Text Generation with RNNs
  • Introduction to text generation
  • Predicting the next word
  • Challenge: Generate poetry
  • Solution: Generate poetry
Conclusion
  • Learning more about NLP with TensorFlow

Taught by

Harshit Tyagi

Reviews

4.6 rating at LinkedIn Learning based on 500 ratings

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