Module 1	Introduction
Unit 1	Course Introduction (1:39)
Module 2	Scrapy
Unit 1	Module Introduction (1:36)
Unit 2	Scrapy Introduction (7:42)
Unit 3	Text Extraction (10:25)
Unit 4	Scrapy Execution (4:27)
Unit 5	Scraping with CSS (9:42)
Unit 6	Another XPath Scrape (8:11)
Unit 7	Project Instructions (5:03)
Unit 8	Project Solution (5:35)
Unit 9	Module Summary (0:39)
Module 3	Scipy
Unit 1	Module Introduction (1:37)
Unit 2	Basic Computations (7:56)
Unit 3	Complex functions (8:23)
Unit 4	Integrals (11:07)
Unit 5	Double Integrals (3:13)
Unit 6	Statistics (10:06)
Unit 7	Project (Linear Algebra) (8:59)
Unit 8	Module Summary (1:06)
Module 4	NumPy
Unit 1	Module Introduction (1:13)
Unit 2	What is Numpy (3:12)
Unit 3	Basic Mathematics (6:23)
Unit 4	Tour of Numpy I (8:02)
Unit 5	Tour of Numpy II (10:17)
Unit 6	Matrices (6:56)
Unit 7	Deviations (3:18)
Unit 8	Eigen Valuesmp4 (5:18)
Unit 9	Covariance (9:55)
Unit 10	Project (Determinants) (9:33)
Unit 11	Module Summary (1:03)
Module 5	iPython
Unit 1	Module Introduction (1:05)
Unit 2	iPython Basics I (7:46)
Unit 3	iPython Basics II (9:42)
Unit 4	iPython Basics III (5:44)
Unit 5	Airplane Factory I (9:57)
Unit 6	Airplane Factory II (9:52)
Unit 7	Graphics I (8:10)
Unit 8	Graphics II (5:23)
Unit 9	Project I (11:35)
Unit 10	Project II (5:11)
Unit 11	Module Summary (0:42)
Module 6	Simple HTML
Unit 1	Module Introduction
Unit 2	Simple HTML Parsing I
Unit 3	Simple HTML Parsing II
Unit 4	Walking the Tree
Unit 5	Real Webpage Extraction
Unit 6	Project
Unit 7	Module Summary
Module 7	Course Summary
Unit 1	Full Course Summary

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