Applied Math for Data Science

Module 2 Probability/003. Probability Basics.mp4

104.9 MB

Module 0 Course Introduction/001. Course Introduction .mp4

13.98 MB

Module 1 Calculus and Functions/001. Introduction to Module 1 en.srt

1.64 KB

Module 1 Calculus and Functions/001. Introduction to Module 1.mp4

5.67 MB

Module 1 Calculus and Functions/002. Mathematical Functions en.srt

25.1 KB

Module 1 Calculus and Functions/002. Mathematical Functions.mp4

101.82 MB

Module 1 Calculus and Functions/003. Exponential and Logarithmic Functions en.srt

11.02 KB

Module 1 Calculus and Functions/003. Exponential and Logarithmic Functions.mp4

27.29 MB

Module 1 Calculus and Functions/004. The Limit and the Derivative en.srt

29.08 KB

Module 1 Calculus and Functions/004. The Limit and the Derivative.mp4

94.01 MB

Module 1 Calculus and Functions/005. Integrals en.srt

5.86 KB

Module 1 Calculus and Functions/005. Integrals.mp4

14.76 MB

Module 2 Probability/001. Introduction to Module 2 en.srt

2.27 KB

Module 2 Probability/001. Introduction to Module 2.mp4

6.12 MB

Module 2 Probability/002. The Monty Hall Problem en.srt

7.31 KB

Module 2 Probability/002. The Monty Hall Problem.mp4

21.01 MB

Module 2 Probability/003. Probability Basics en.srt

24.89 KB

Module 0 Course Introduction/001. Course Introduction en.srt

1.25 KB

Module 2 Probability/004. Bayes Theorem en.srt

11.73 KB

Module 2 Probability/004. Bayes Theorem.mp4

40.68 MB

Module 2 Probability/005. Binomial and Beta Distribution en.srt

13.74 KB

Module 2 Probability/005. Binomial and Beta Distribution.mp4

41.76 MB

Module 3 Statistics and Hypothesis Testing/001. Introduction to Module 3 en.srt

3 KB

Module 3 Statistics and Hypothesis Testing/001. Introduction to Module 3.mp4

10.55 MB

Module 3 Statistics and Hypothesis Testing/002. Descriptive Statistics en.srt

23.76 KB

Module 3 Statistics and Hypothesis Testing/002. Descriptive Statistics.mp4

89.02 MB

Module 3 Statistics and Hypothesis Testing/003. The Normal Distribution en.srt

14.53 KB

Module 3 Statistics and Hypothesis Testing/003. The Normal Distribution.mp4

41.38 MB

Module 3 Statistics and Hypothesis Testing/004. The Central Limit Theorem en.srt

5.46 KB

Module 3 Statistics and Hypothesis Testing/004. The Central Limit Theorem.mp4

17.09 MB

Module 3 Statistics and Hypothesis Testing/005. Z Scores and Confidence Intervals en.srt

8.25 KB

Module 3 Statistics and Hypothesis Testing/005. Z Scores and Confidence Intervals.mp4

30.52 MB

Module 3 Statistics and Hypothesis Testing/006. Hypothesis Testing en.srt

14.18 KB

Module 3 Statistics and Hypothesis Testing/006. Hypothesis Testing.mp4

45.27 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

9.67 MB

Module 4 Linear Algebra/002. Vectors and Vector Operations en.srt

22.54 KB

Module 4 Linear Algebra/002. Vectors and Vector Operations.mp4

58.77 MB

Module 4 Linear Algebra/003. Transformations and Matrices en.srt

21.55 KB

Module 4 Linear Algebra/003. Transformations and Matrices.mp4

65.4 MB

Module 4 Linear Algebra/004. Transformations, Matrices, and Matrix Multiplication en.srt

6.33 KB

Module 4 Linear Algebra/004. Transformations, Matrices, and Matrix Multiplication.mp4

18.38 MB

Module 4 Linear Algebra/005. Systems of Linear Equations and Inverse Matrices en.srt

9.92 KB

Module 4 Linear Algebra/005. Systems of Linear Equations and Inverse Matrices.mp4

26.85 MB

Module 4 Linear Algebra/006. Matrix Decomposition en.srt

8.36 KB

Module 4 Linear Algebra/006. Matrix Decomposition.mp4

27.57 MB

Module 5 Linear Regression/001. Introduction to Module 5 en.srt

2.33 KB

Module 5 Linear Regression/001. Introduction to Module 5.mp4

8.68 MB

Module 5 Linear Regression/002. Simple Linear Regression en.srt

20.91 KB

Module 5 Linear Regression/002. Simple Linear Regression.mp4

61.61 MB

Module 5 Linear Regression/003. Multiple Linear Regression en.srt

5.47 KB

Module 5 Linear Regression/003. Multiple Linear Regression.mp4

25.41 MB

Module 5 Linear Regression/004. Fitting a Linear Regression en.srt

28.87 KB

Module 5 Linear Regression/004. Fitting a Linear Regression.mp4

100.25 MB

Module 5 Linear Regression/005. Overfitting, Variance, and RidgeLasso Regression en.srt

15.57 KB

Module 5 Linear Regression/005. Overfitting, Variance, and RidgeLasso Regression.mp4

52.04 MB

Module 5 Linear Regression/006. TrainTest Splits en.srt

9.31 KB

Module 5 Linear Regression/006. TrainTest Splits.mp4

31.06 MB

Module 5 Linear Regression/007. Performance Metrics en.srt

17.81 KB

Module 5 Linear Regression/007. Performance Metrics.mp4

53.35 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

3.67 MB

Module 6 Logistic Regression and Classification/002. Logistic Regression Basics en.srt

13.31 KB

Module 6 Logistic Regression and Classification/002. Logistic Regression Basics.mp4

44.45 MB

Module 6 Logistic Regression and Classification/003. Fitting a Logistic Regression en.srt

19.98 KB

Module 6 Logistic Regression and Classification/003. Fitting a Logistic Regression.mp4

69.25 MB

Module 6 Logistic Regression and Classification/004. The Log-Odds en.srt

7.22 KB

Module 6 Logistic Regression and Classification/004. The Log-Odds.mp4

21.06 MB

Module 6 Logistic Regression and Classification/005. The R2 and P-Value en.srt

9.43 KB

Module 6 Logistic Regression and Classification/005. The R2 and P-Value.mp4

27.89 MB

Module 6 Logistic Regression and Classification/006. ROCAUC and Confusion Matrices en.srt

20.43 KB

Module 6 Logistic Regression and Classification/006. ROCAUC and Confusion Matrices.mp4

70.83 MB

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