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Introduction to Transfer Learning

Project: Building a Pokemon Classifier Using Transfer Learning

11 Lessons

Transfer Learning in Vision

How to use Transfer Learning?

Rule of Thumb in Transfer Learning

Use a Pre-trained Model

Introduction to Markov Chains

Project: Text Generation Using Markov Chains

7 Lessons

Introduction to Word Embedding

Word Embedding: Two Mini Projects

8 Lessons

Word2vec

Gensim's Word2vec: Hands-On

First Mini Project

Second Mini Project

Introduction to Recurrent Neural Networks

Project: IMDB Reviews Sentiment Analysis

11 Lessons

Types of RNN Architectures

Forward and Backward Propagation in RNNs

Long Short Term Memory Networks (LSTM)

Embedding Layer: Word Representation

Project: Deciphering Text Using Character-Level RNNs

3 Lessons

Project: Emoji Predictor Using Transfer Learning in NLP

3 Lessons

Text Summarization with Transformers

Final Exam

1 Lessons

Take the Exam!

10.

Where to Go Next?

2 Lessons

Course Author

Project

Text Summarization with Transformers

Learn to summarize text using the BART transformer model, focusing on pre-training techniques and evaluation methods.

intermediate

Create a Knowledge Graph from Text

Project

Project

Create a Knowledge Graph from Text

Learn to create a knowledge graph from text using NLP, NetworkX, and pyvis for efficient information retrieval.

intermediate

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