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Pivoting, Merging, and Transforming – Practical Data Science
1:22:44
Pivoting, Merging, and Transforming – Practical Data Science
Aggregation: Grouping and Pivoting – Practical Data Science
1:19:41
Aggregation: Grouping and Pivoting – Practical Data Science
[Important!] Derivation that the mean minimizes MSE – Practical Data Science
6:43
[Important!] Derivation that the mean minimizes MSE – Practical Data Science
SQL Guide Walkthrough – Practical Data Science
21:56
SQL Guide Walkthrough – Practical Data Science
Web Scraping Exam Question Activity from Lecture 8 – Practical Data Science
6:30
Web Scraping Exam Question Activity from Lecture 8 – Practical Data Science
Animate a Charizard using the Pokémon API from Lecture 8! – Practical Data Science
3:26
Animate a Charizard using the Pokémon API from Lecture 8! – Practical Data Science
Simulating the airplane seat problem
9:37
Simulating the airplane seat problem
Demystifying value_counts() in pandas
10:42
Demystifying value_counts() in pandas
Simple linear regression optimal parameter derivation – Practical Data Science
35:49
Simple linear regression optimal parameter derivation – Practical Data Science
Derivation that the median minimizes MAE – Practical Data Science
23:00
Derivation that the median minimizes MAE – Practical Data Science
Lecture 2 Dictionaries and Area Codes Example – Practical Data Science
12:52
Lecture 2 Dictionaries and Area Codes Example – Practical Data Science
Recap: Projections
28:23
Recap: Projections
Projecting onto the span of multiple vectors, again
21:23
Projecting onto the span of multiple vectors, again
Gradients
4:19
Gradients
Matrices and matrix-vector multiplication
21:03
Matrices and matrix-vector multiplication
Projecting onto the span of multiple vectors
13:18
Projecting onto the span of multiple vectors
Projecting onto a single vector
23:29
Projecting onto a single vector
Linear combinations and span
10:41
Linear combinations and span
The dot product, angles, and orthogonality
21:16
The dot product, angles, and orthogonality
Adding and scaling vectors
4:50
Adding and scaling vectors
Vectors and the dot product
19:21
Vectors and the dot product
Why take Practical Data Science?
8:52
Why take Practical Data Science?
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