SDSU CS 649 Big Data: Tools and Methods
Spring Semester, 2021
Reading
DCS
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San Diego State University -- This page last updated 22-feb-21

Reading

Text: PDS refers to Python Data Science Handbook
Py refers to Python Tutorial
Spark refers to Spark: The Definitive Guide

Tuesday Thursday
Jan 21
Jan 26 PDS Chapter 1 Jan28 Py Chapters 1-5
Feb 2 Py Chapters 6-10 Feb 4 PDS Chapter 2
Feb 9 PDS Chapter 3 Feb 11 PDS Chapter 4
Feb 16 PDS Chapter 5 Feb 18
Feb 23 Feb 25 PDS Chapter 5 sections "What is Machine learning" through "Hyperparmeters", "In depth: K-means"
Mar 2 PDS Chapter 5 sections "Feature Eng" through "In Depth: Linear Regression" Mar 4 PDS Chapter 5 sections "Support Vector Machines" through "Principle Component Analysis"
Mar 9 Spark Chapters 1, 2 Mar 11 Spark Chapters 3, 4
Mar 16 Mar 18
Mar 23 Mar 25
Mar 30 No Class Apr 1
Apr 6 Apr 8 Spark Chapter 5
Apr 13 Spark Chapters 6, 7 Apr 15 No Class
Apr 20 Apr 22
Apr 27 Apr 29
May 4 May 6 Last Class
May 11 May 13 Project Due