Distance Education § Harvard University Extension School

CSCI E-109

Data Science

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Week of DEC 15 - DEC 21, 2013DEC17

LECTURE 23

Final Project Presentations

Week of DEC 08 - DEC 14, 2013DEC 9 No lectures or labs this week

Week of DEC 01 - DEC 07, 2013DEC 2 No Lectures or Labs this week

Week of NOV 24 - NOV 30, 2013NOV 27 Thanksgiving Break

Week of NOV 17 - NOV 23, 2013NOV 18 No Lectures or Labs this week

Week of NOV 10 - NOV 16, 2013NOV14

LECTURE 22

Guest Lecture: Yair Livne, Data Science at Quora

NOV12

LECTURE 21

Wrap-up & Outlook

Week of NOV 03 - NOV 09, 2013NOV08

SECTION 10

SVMs and Random Forests

NOV07

LECTURE 20

Visual Story Telling. Messaging. Effective Presentations.

NOV05

LECTURE 19

Network Models II

Week of OCT 27 - NOV 02, 2013NOV01

SECTION 9

Basic ML, EC2 and MRJob

OCT31

LECTURE 18

Network Visualization. Node-Link Graphs. Matrix Views. Gephi

OCT29

LECTURE 17

Guest Lecture: Margo Seltzer, Databases

Week of OCT 20 - OCT 26, 2013OCT25

SECTION 8

Basic ML, EC2 and MRJob

OCT24

LECTURE 16

Trees, Networks and Databases

OCT22

LECTURE 15

Guest Lecture: Katie Harris, Fathom

Week of OCT 13 - OCT 19, 2013OCT17

LECTURE 14

Amazon EC2, AWS Datastore, MapReduce, MRJob

OCT15

LECTURE 13

Basic machine learning

OCT 14 Columbus Day

Week of OCT 06 - OCT 12, 2013OCT11

SECTION 6

Bayesian Analysis and SciKit Learn 3

OCT10

LECTURE 12

Bayesian computation continued, Monte Carlo methods

OCT08

LECTURE 11

Simulation methods, Bayesian computation

Week of SEP 29 - OCT 05, 2013OCT04

SECTION 5

Bias, Variance and Cross Validation

OCT03

LECTURE 10

How to Think Like a Bayesian

OCT01

LECTURE 9

Classification and Clustering

Week of SEP 22 - SEP 28, 2013SEP27

SECTION 4

Scikit-Learn, Regression and PCA

SEP26

LECTURE 8

High-dimensional data

SEP24

LECTURE 7

Regression

Week of SEP 15 - SEP 21, 2013SEP20

LAB 3

More Pandas, Viz, and Matplotlib

SEP19

LECTURE 6

Bias and Sampling

SEP17

LECTURE 5

Statistical Models

Week of SEP 08 - SEP 14, 2013SEP13

LAB 2

Web Scrapping, Data Cleaning, and Pandas

SEP12

LECTURE 4

Data Munging

SEP10

LECTURE 3

Statisical Graphs

Week of SEP 01 - SEP 07, 2013SEP06

LAB 1

Python Demo

SEP05

LECTURE 2

Process, Data, and Visual Attributes

SEP03

LECTURE 1

Introduction to Data Science