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Introduction to Transfer Learning

Project: Building a Pokemon Classifier Using Transfer Learning

11 Lessons

Go hands-on with building a Pokemon classifier using transfer learning and ResNet50.

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

Apply your skills to build a text generator using Markov chains for dynamic text creation.

Introduction to Word Embedding

Word Embedding: Two Mini Projects

8 Lessons

Take a closer look at word embeddings, advanced NLP techniques, and practical mini projects.

Word2vec

Gensim's Word2vec: Hands-On

First Mini Project

Second Mini Project

Introduction to Recurrent Neural Networks

Project: IMDB Reviews Sentiment Analysis

11 Lessons

Follow the process of building an RNN for IMDB sentiment analysis, covering architectures, LSTMs, embedding layers, model training, and assignments.

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

Master the steps to build, train, and evaluate a character-level RNN model for text decryption.

Project: Emoji Predictor Using Transfer Learning in NLP

3 Lessons

Try out building an emoji predictor using GloVe, LSTMs, and transfer learning.

Text Summarization with Transformers

Final Exam

1 Lessons

Look at all concepts in the final exam to verify your comprehension.

Take the Exam!

10.

Where to Go Next?

2 Lessons

Break apart project ideas and next steps for advancing deep learning and NLP skills.

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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