Unit 5B: Advanced Data Analytics

Learning Objectives

This unit provides optional reference material for students interested in exploring alternative, more advanced applications in statistics, natural language processing, and machine learning. :smiley_cat:

Discussions and Notes

• Business Analytics

• Statistics and Statistical Models

• Natural Language Processing (NLP) and Sentiment Analysis

• Artificial Intelligence and Machine Learning (AI/ML)

Reference Documents

• Basic Statistics:

  • The statistics Module

• Predictive Models:

  • The scikitlearn Package

• Neural Networks:

  • The keras Package

  • The tensorflow Package

• Natural Language Processing:

  • The nltk Package

  • The spacy Package

Activities and Exercises

• Sentiment Analysis Exercise TBA - Contributions Welcome!

• Predictive Modeling Exercise TBA - Contributions Welcome!