Data Science Lectures


Data Science is a rapidly emerging discipline at the intersection of statistics, machine learning, data visualization, and mathematical modeling.

This course is designed to provide a hands-on introduction to Data Science by challenging student groups to build predictive models for upcoming events, and validating their models against the actual outcomes.


Below are video and lecture slides for my Fall 2016 Data Science (CSE 519) course.

For best viewing quality, use Echo360. My video lectures are also closed-captioned on YouTube. You can enable the subtitles by clicking on the CC button on the bottom of the video.


Topics

1 - COURSE ADMINISTRATION Echo360 Talking Slides Audio Only Lecture Slides
2 - INTRODUCTION TO DATA SCIENCE Echo360 Talking Slides Audio Only Lecture Slides
3 - MATHEMATICAL PRELIMINARIES Echo360 Talking Slides Audio Only Lecture Slides
4 - PYTHON FOR DATA SCIENCE I Echo360 Talking Slides Audio Only Lecture Slides
5 - PYTHON FOR DATA SCIENCE II Echo360 Talking Slides Audio Only Lecture Slides
6 - CORRELATION AND MUNGING Echo360 Talking Slides Audio Only Lecture Slides
7 - DATA MUNGING Echo360 Talking Slides Audio Only Lecture Slides
8 - DATA CLEANING Echo360 Talking Slides Audio Only Lecture Slides
9 - SCORES AND RANKINGS I Echo360 Talking Slides Audio Only Lecture Slides
10 - SCORES AND RANKINGS II Echo360 Talking Slides Audio Only Lecture Slides
11 - STATISTICAL DISTRIBUTIONS Echo360 Talking Slides Audio Only Lecture Slides
12 - STATISTICAL SIGNIFICANCE Echo360 Talking Slides Audio Only Lecture Slides
13 - PRINCIPLES OF VISUALIZING DATA Echo360 Talking Slides Audio Only Lecture Slides
14 - PRACTICE OF DATA VISUALIZATION Echo360 Talking Slides Audio Only Lecture Slides
15 - BUILDING MODELS Echo360 Talking Slides Audio Only Lecture Slides
16 - VALIDATING MODELS Echo360 Talking Slides Audio Only Lecture Slides
17 - LINEAR ALGEBRA REVIEW Echo360 Talking Slides Audio Only Lecture Slides
18 - LINEAR REGRESSION Echo360 Talking Slides Audio Only Lecture Slides
19 - GRADIENT DESCENT SEARCH Echo360 Talking Slides Audio Only Lecture Slides
20 - LOGISTIC REGRESSION Echo360 Talking Slides Audio Only Lecture Slides
21 - NEAREST NEIGHBOR METHODS I Echo360 Talking Slides Audio Only Lecture Slides
22 - NEAREST NEIGHBOR METHODS II Echo360 Talking Slides Audio Only Lecture Slides
23 - CLUSTERING Echo360 Talking Slides Audio Only Lecture Slides
24 - MACHINE LEARNING Echo360 Talking Slides Audio Only Lecture Slides
25 - TOPICS IN MACHINE LEARNING Echo360 Talking Slides Audio Only Lecture Slides
26 - ACHIEVING SCALE Echo360 Talking Slides Audio Only Lecture Slides
27 - HUMAN-CENTRIC DATA SCIENCE Echo360 Talking Slides Audio Only Lecture Slides

If you found this useful also check out the video lectures of my Discrete Mathematics, Computational Biology, Computational Finance, and Algorithms courses.