LeDataSciFi's Lectures
Homepage (Schedule, Syllabus, Assignments, Resources)
Overview
Motivation and Getting Started
Motivation, Syllabus, GitHub
Jupyter Basics
A Simple Program
Py Basics
Golden Rules
Wrangling with Data
Intro to Numpy
Numpy Practice
Intro to Pandas
Pandas Practice
Making Viz
Visualization Practice
Better Viz
Outro
Get and Parsing Web Data
Getting Data
Parsing and Searching Text
Models - Prediction and Interpretation
Modeling Intro
Coding in Teams
Sharing massive files with collaborators
Regression - Mechanics and Interpretation
Intro to ML
Sklearn starter kit
Preprocessing, The Cardinal Sin, and Pipes