submissions

your homeworks

homework 1

  • review and data exploration
  • assigned: september 12
  • due date: september 19

homework 2

  • market basket analysis and association rules
  • assigned: september 19
  • due date: september 26

homework 3

  • mastering map reduce
  • assigned: september 26
  • due date: october 10

homework 4

  • clustering and parameter estimation
  • assigned: october 10
  • due date: october 17

homework 5

  • bayes rules and ml toolboxes
  • assigned: october 17
  • due date: november 7

homework 6

  • classifier evaluation metrics
  • assigned: november 7
  • due date: november 14

homework 7

  • deep learning and the keras toolbox
  • assigned: november 7
  • due date: november 21


your project



in-class colabs

week 3 colabs

  • In-Class
    Counting Shakespeare's Words
    Basic Spark and RDD's
  • Setup
    Setup for Homework 3 - PySpark
    Spark Data Ingestion

week 4 colabs

  • In-Class
    Large Scale Preprocessing
    Practice with power iterations to identify principle components

week 10 colabs

  • In-Class
    Mining Structured Data and Images
    Manually coding logistic regression optimization

week 11 colabs

  • In-Class
    Using Keras and Traditional Text Mining
    Fun diffusion models, the MNIST convolutional network, and TF/IDF practice