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Applied Math for Data Science

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File Name
Size
Module 2 Probability/003. Probability Basics.mp4
105 MB
Module 0 Course Introduction/001. Course Introduction .mp4
14 MB
Module 1 Calculus and Functions/001. Introduction to Module 1 en.srt
1.6 kB
Module 1 Calculus and Functions/001. Introduction to Module 1.mp4
5.7 MB
Module 1 Calculus and Functions/002. Mathematical Functions en.srt
25 kB
Module 1 Calculus and Functions/002. Mathematical Functions.mp4
102 MB
Module 1 Calculus and Functions/003. Exponential and Logarithmic Functions en.srt
11 kB
Module 1 Calculus and Functions/003. Exponential and Logarithmic Functions.mp4
27 MB
Module 1 Calculus and Functions/004. The Limit and the Derivative en.srt
29 kB
Module 1 Calculus and Functions/004. The Limit and the Derivative.mp4
94 MB
Module 1 Calculus and Functions/005. Integrals en.srt
5.9 kB
Module 1 Calculus and Functions/005. Integrals.mp4
15 MB
Module 2 Probability/001. Introduction to Module 2 en.srt
2.3 kB
Module 2 Probability/001. Introduction to Module 2.mp4
6.1 MB
Module 2 Probability/002. The Monty Hall Problem en.srt
7.3 kB
Module 2 Probability/002. The Monty Hall Problem.mp4
21 MB
Module 2 Probability/003. Probability Basics en.srt
25 kB
Module 0 Course Introduction/001. Course Introduction en.srt
1.2 kB
Module 2 Probability/004. Bayes Theorem en.srt
12 kB
Module 2 Probability/004. Bayes Theorem.mp4
41 MB
Module 2 Probability/005. Binomial and Beta Distribution en.srt
14 kB
Module 2 Probability/005. Binomial and Beta Distribution.mp4
42 MB
Module 3 Statistics and Hypothesis Testing/001. Introduction to Module 3 en.srt
3.0 kB
Module 3 Statistics and Hypothesis Testing/001. Introduction to Module 3.mp4
10 MB
Module 3 Statistics and Hypothesis Testing/002. Descriptive Statistics en.srt
24 kB
Module 3 Statistics and Hypothesis Testing/002. Descriptive Statistics.mp4
89 MB
Module 3 Statistics and Hypothesis Testing/003. The Normal Distribution en.srt
14 kB
Module 3 Statistics and Hypothesis Testing/003. The Normal Distribution.mp4
41 MB
Module 3 Statistics and Hypothesis Testing/004. The Central Limit Theorem en.srt
5.5 kB
Module 3 Statistics and Hypothesis Testing/004. The Central Limit Theorem.mp4
17 MB
Module 3 Statistics and Hypothesis Testing/005. Z Scores and Confidence Intervals en.srt
8.3 kB
Module 3 Statistics and Hypothesis Testing/005. Z Scores and Confidence Intervals.mp4
30 MB
Module 3 Statistics and Hypothesis Testing/006. Hypothesis Testing en.srt
14 kB
Module 3 Statistics and Hypothesis Testing/006. Hypothesis Testing.mp4
45 MB
Module 4 Linear Algebra/001. Introduction to Module 4 en.srt
2.6 kB
Module 4 Linear Algebra/001. Introduction to Module 4.mp4
9.7 MB
Module 4 Linear Algebra/002. Vectors and Vector Operations en.srt
22 kB
Module 4 Linear Algebra/002. Vectors and Vector Operations.mp4
59 MB
Module 4 Linear Algebra/003. Transformations and Matrices en.srt
22 kB
Module 4 Linear Algebra/003. Transformations and Matrices.mp4
65 MB
Module 4 Linear Algebra/004. Transformations, Matrices, and Matrix Multiplication en.srt
6.3 kB
Module 4 Linear Algebra/004. Transformations, Matrices, and Matrix Multiplication.mp4
18 MB
Module 4 Linear Algebra/005. Systems of Linear Equations and Inverse Matrices en.srt
9.9 kB
Module 4 Linear Algebra/005. Systems of Linear Equations and Inverse Matrices.mp4
27 MB
Module 4 Linear Algebra/006. Matrix Decomposition en.srt
8.4 kB
Module 4 Linear Algebra/006. Matrix Decomposition.mp4
28 MB
Module 5 Linear Regression/001. Introduction to Module 5 en.srt
2.3 kB
Module 5 Linear Regression/001. Introduction to Module 5.mp4
8.7 MB
Module 5 Linear Regression/002. Simple Linear Regression en.srt
21 kB
Module 5 Linear Regression/002. Simple Linear Regression.mp4
62 MB
Module 5 Linear Regression/003. Multiple Linear Regression en.srt
5.5 kB
Module 5 Linear Regression/003. Multiple Linear Regression.mp4
25 MB
Module 5 Linear Regression/004. Fitting a Linear Regression en.srt
29 kB
Module 5 Linear Regression/004. Fitting a Linear Regression.mp4
100 MB
Module 5 Linear Regression/005. Overfitting, Variance, and RidgeLasso Regression en.srt
16 kB
Module 5 Linear Regression/005. Overfitting, Variance, and RidgeLasso Regression.mp4
52 MB
Module 5 Linear Regression/006. TrainTest Splits en.srt
9.3 kB
Module 5 Linear Regression/006. TrainTest Splits.mp4
31 MB
Module 5 Linear Regression/007. Performance Metrics en.srt
18 kB
Module 5 Linear Regression/007. Performance Metrics.mp4
53 MB
Module 6 Logistic Regression and Classification/001. Module 6 Introduction en.srt
971 B
Module 6 Logistic Regression and Classification/001. Module 6 Introduction.mp4
3.7 MB
Module 6 Logistic Regression and Classification/002. Logistic Regression Basics en.srt
13 kB
Module 6 Logistic Regression and Classification/002. Logistic Regression Basics.mp4
44 MB
Module 6 Logistic Regression and Classification/003. Fitting a Logistic Regression en.srt
20 kB
Module 6 Logistic Regression and Classification/003. Fitting a Logistic Regression.mp4
69 MB
Module 6 Logistic Regression and Classification/004. The Log-Odds en.srt
7.2 kB
Module 6 Logistic Regression and Classification/004. The Log-Odds.mp4
21 MB
Module 6 Logistic Regression and Classification/005. The R2 and P-Value en.srt
9.4 kB
Module 6 Logistic Regression and Classification/005. The R2 and P-Value.mp4
28 MB
Module 6 Logistic Regression and Classification/006. ROCAUC and Confusion Matrices en.srt
20 kB
Module 6 Logistic Regression and Classification/006. ROCAUC and Confusion Matrices.mp4
71 MB