kaushikacharya / Distributed_Machine_Learning_with_Apache_Spark_CS120x_edx

Distributed Machine Learning with Apache Spark (CS120x)(Edx) Assignment Solutions

Distributed Machine Learning with Apache Spark

University of California, Berkeley (2016) (Edx)

Instructors:

* Ameet Talwalkar, University of California, Los Angeles
* Jon Bates, University of California, Berkeley

Assignment Solutions

• Week #1: Intro to Machine Learning and Spark RDDs

  • Lab 1a: Math and Python review
  • Lab 1b: Word Count Lab: Building a word count application

• Week #2: Linear Regression and Distributed Machine Learning Principles

  • Lab 2: Linear Regression Lab
  • Dataset: Subset of Million Song

• Week #3: Logistic Regression and Click-through Rate Prediction

  • Lab 3: Click-Through Rate Prediction Lab
  • Dataset: Display Advertising Challenge(Kaggle)

• Week #4: Principal Component Analysis and Neuroimaging

  • Lab 4: Neuroimaging Analysis via PCA