Class 28 [May 10] Centrality and Ranking for Networks using Google's PageRank Algorithm
Class 27 [May 8] Image Analysis with Patch-Graphs
Class 26 [May 3] 2-Layer Fully-Connected Neural-Network Image Classifier
Class 25 [May 1] Pandas Continued, Linear Image Classification and Gradient Descent
Class 24 [April 26] Intro to Pandas
Class 23 [Apri 24] Unsupervised Clustering
K-means recap Community Detection
Class 22 [April 19] Report 3: Image Classification with Decision Trees and SVM
Notes on Report 3: Now due April 25
Class 21 [April 17] Unsupervised Classification with kmeans
k-means Clustering Algorithm k-means Clustering Algorithm - solution
Class 20 [April 12] Image Feature Extraction and SVM
Image Feature Extraction
Class 19 [April 10] Support Vector Machines (SVM)
Support Vector Machines
Class 18 [April 5] HW4 - Perceptron Learning Algorithm
HW4 - due April 8 HW4 SOLUTION HW4 SOLUTION - ipynb
Class 17 [April 3] Perceptron Learning Algorithm
Perceptron Learning Algorithm
Class 16 [March 29] Nested SQL Queries and Feature Selection
SQL: Nested Queries with Python Feature Selection
Class 15 [March 27] HW3: Wrapping SQL in Python
Spring Break
Class 14 [March 15] Wrapping SQL in Python
More SQL: Presidential Election Wrapping SQL in Python: Movie Ratings
Class 13 [March 13] Report 2 Advice and SQLite
SQLite Intro SQLite Joins Exercise
Class 12 [March 8] Quiz 2 and Homework 2
Class 11 [March 6] Report 2 Advice and XML Schema
Report 2 Advice XML Schema
Class 10 [March 1] Colormaps, Choropleths and Report 2
RGB and Colormaps Choropleths and Report 2
Class 9 [February 27] Report 1 Feedback and XML Continued
XML Continued RGB and Colormaps
Class 8 [February 22] NHTSA Exercise and XML
Chevy Cobalt notebook XML notebook
Class 7 [February 20] Selenium/Pandas/JSON
Selenium for Javascript CSV and Pandas JSON exercise and HW1
Class 6 [February 15] Quiz, PDF Grabbing and Linux
See here for the quiz. It's solution is here. PDF Grabbing
Class 5 [February 13] Numpy and Regular Expressions (regex)
Numpy Basics Regular Expressions
Class 4 [February 8] More Text Mining and Numpy
Gender Bias Tump vs Clinton Classification
Class 3 [February 6] Advanced Text Mining
Class 3 Notebook - Political Transcripts and Popular First Names
Class 2 [February 1] Text Mining
Class 2 Notebook
Class 1 [January 30] Class Info and Web Scraping
Exercise 1 - Scraping Amazon Prices Exercise 2 - Lists and Sets