| lecture date | 
  notes | 
  ready? | 
  description | 
  reading | 
 
  | 2019-04-02 | 
  lect01 | 
  true | 
  Introductions and Course Overview | 
   | 
 
  | 2019-04-04 | 
  lect02 | 
  false | 
   | 
   | 
 
  | 2019-04-09 | 
  lect03 | 
  true | 
  Introduction to Pandas | 
  Chapters 1, 2, 3 | 
 
  | 2019-04-11 | 
  lect04 | 
  true | 
  More Pandas | 
  Lec03 notebook & links | 
 
  | 2019-04-16 | 
  lect05 | 
  true | 
  Python Data Types and Data Cleaning | 
  Python Data File Formats | 
 
  | 2019-04-18 | 
  lect06 | 
  true | 
  Data Visualization | 
  Fundamentals of Data Visualization | 
 
  | 2019-04-23 | 
  lect07 | 
  true | 
  Exploratory Data Analysis and Dimension Reduction | 
   | 
 
  | 2019-04-25 | 
  lect08 | 
  false | 
   | 
   | 
 
  | 2019-04-30 | 
  lect09 | 
  false | 
   | 
   | 
 
  | 2019-05-02 | 
  lect10 | 
  false | 
   | 
   | 
 
  | 2019-05-07 | 
  lect11 | 
  false | 
   | 
   | 
 
  | 2019-05-09 | 
  lect12 | 
  false | 
   | 
   | 
 
  | 2019-05-14 | 
  lect13 | 
  true | 
  Text Processing (strings, regex, nltk) | 
   | 
 
  | 2019-05-16 | 
  lect14 | 
  true | 
  NLTK text processing pipeline; text representations | 
   | 
 
  | 2019-05-21 | 
  lect15 | 
  true | 
  Evidation Case Study | 
   | 
 
  | 2019-05-23 | 
  lect16 | 
  true | 
  Supervised Machine Learning: Linear Regression + RANSAC | 
   | 
 
  | 2019-05-28 | 
  lect17 | 
  false | 
   | 
   | 
 
  | 2019-05-30 | 
  lect18 | 
  false | 
   | 
   | 
 
  | 2019-06-04 | 
  lect19 | 
  false | 
   | 
   | 
 
  | 2019-06-06 | 
  lect20 | 
  false | 
   | 
   |