Text Analysis and Machine Learning (TAML) Group

Welcome to TAML!

Python Basics

i. How to use this book
ii. Start coding!
iii. Boilerplate code review
iv. Numeric data wrangling
v. Visualization essentials

Winter Quarter 2022

Chapter 1 - English text preprocessing basics
Chapter 2 - Core machine learning concepts; building text vocabularies
Chapter 3 - Document encoding (TF-IDF), topic modeling, sentiment analysis, building text classifiers
Chapter 4 - The BERT algorithm
Chapter 5 - Ensemble machine learning, deep learning
Chapter 6 - Writing about numeric data
Chapter 7 - Combine the basics in powerful ways!

Miscellaneous

Resources
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Chapter 5 - Ensemble machine learning, deep learning¶

2022 February 23

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