Natural Language Processing with Probabilistic Models

Week 1 - Autocorrect

• Lab: Building the vocabulary

• Lab: Candidates from edits

• Programming Assignment: Autocorrect

Week 2 - Part of Speech Tagging and Hidden Markov Models

• Lab: Working with text data: numpy

• Lab: Working with text data: string tags

• Programming Assignment: Part of Speech Tagging

Week 3 - Autocomplete and Language Models

• Lab: Corpus preprocessing for N-grams

• Lab: Building the language model

• Lab: Language model generalization

• Programming Assignment: Autocomplete

Week 4 - Word Embeddings with Neural Networks

• Lab: Data Preparation

• Lab: Intro to CBOW model

• Lab: Training the CBOW model

• Lab: Word Embeddings

• Lab: Word embeddings step by step

• Programming Assignment: Word Embeddings