Ethics & more

Bias is Lurking

Data Normalization

Web Scraping

Web Parsing

Visualizations

Data Processing & Visualization

TFIDF

Sentiment Analysis

Word Embeddings

Understanding Text, NLP, Sentiment Analysis, TFIDF

Intro to ML

Distance Metrics

Learning

Dimensional Reduction

SciPy, Scikit-Learn, TensorFlow, Keras, PyTorch

The Tools

Machine Learning Preparation

Harry Potter 411

Robo-Hitter

Color of Mean

Emo Lyrics

Circle of Friends

Twitter Fire

Finding Mr. Ave

Personal Project

Code Challenges and Projects

Algebra, Statistics, Neural Network, Scikit-learn

Linear Regression

Logistic Regression

Misc

Naive Bayes

Neural Networks

The dictionary: regression + decision rule == classification

Classification vs Regression

Machine Learning: The Supervised

Clustering

Association Rules

Machine Learning: The Unsupervised

* and **

Zip it Up

Sorting Dictionaries

Functional Design

Memory and Equality

Jump Tables

Parallel Python

Generators

interval comparison, all, each; named tuples; mixing types

context managers, Typed Python, annotations, walrus operator

Adv. Misc

OO Prep

OO Design

OO Techniques

Advanced Python