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[ CourseBoat com ] Udemy - 2022 Probability & Statistics for Machine Learning
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1. Set Theory
1. Please Read Me.html
10. Cardinality of Set.mp4
10. Cardinality of Set.srt
11. Set Operations Union, Intersection, Compliment, Disjoint and Non Disjoint Sets.mp4
11. Set Operations Union, Intersection, Compliment, Disjoint and Non Disjoint Sets.srt
12. 7 Laws of Set Idempotent, Associate, Communicative, Distributive, De-Morgan....mp4
12. 7 Laws of Set Idempotent, Associate, Communicative, Distributive, De-Morgan....srt
13. Set Exercise & Solution 1.mp4
13. Set Exercise & Solution 1.srt
14. Set Exercise & Solution 2.mp4
14. Set Exercise & Solution 2.srt
15. Set Exercise & Solution 3.mp4
15. Set Exercise & Solution 3.srt
16. Finite vs Infinite Set.mp4
16. Finite vs Infinite Set.srt
17. Range and Domain Sets.mp4
17. Range and Domain Sets.srt
18. Number Sets Prime, Odd, Even, Multiple, Odd-Prime, Divisibility.mp4
18. Number Sets Prime, Odd, Even, Multiple, Odd-Prime, Divisibility.srt
19. General Number Sets.mp4
19. General Number Sets.srt
2. What is Set.mp4
2. What is Set.srt
20. Set Exercise & Solution 4.mp4
20. Set Exercise & Solution 4.srt
21. Set Exercise & Solution 5.mp4
21. Set Exercise & Solution 5.srt
22. Set Exercise & Solution 6.mp4
22. Set Exercise & Solution 6.srt
23. Set Exercise & Solution 7.mp4
23. Set Exercise & Solution 7.srt
24. Set Exercise & Solution 8.mp4
24. Set Exercise & Solution 8.srt
25. Set Exercise & Solution 9.mp4
25. Set Exercise & Solution 9.srt
26. Set Exercise & Solution 10.mp4
26. Set Exercise & Solution 10.srt
27. Venn Diagram.mp4
28. Set Exercise & Solution 11.mp4
28. Set Exercise & Solution 11.srt
29. Set Exercise & Solution 12.mp4
29. Set Exercise & Solution 12.srt
3. Universal vs Subset.mp4
3. Universal vs Subset.srt
30. Set Exercise & Solution 13.mp4
30. Set Exercise & Solution 13.srt
31. Set Exercise & Solution 14.mp4
31. Set Exercise & Solution 14.srt
32. Set Exercise & Solution 15.mp4
32. Set Exercise & Solution 15.srt
4. Proper vs Improper Subset.mp4
4. Proper vs Improper Subset.srt
5. Singleton Set.mp4
5. Singleton Set.srt
6. Null or Empty Set.mp4
6. Null or Empty Set.srt
7. Power Set.mp4
7. Power Set.srt
8. Equal vs Equivalent Sets.mp4
8. Equal vs Equivalent Sets.srt
9. Set Builder Notation.mp4
9. Set Builder Notation.srt
10. Conditional Probability
1. Conditional Probability.mp4
1. Conditional Probability.srt
11. Theorem of Total Probability
1. Theorem of Total Probability.mp4
1. Theorem of Total Probability.srt
2. Theorem of Total Probability - Exceptional Case.mp4
2. Theorem of Total Probability - Exceptional Case.srt
12. Bayes' Theorem
1. Bayes' Theorem.mp4
1. Bayes' Theorem.srt
2. Bayes' Theorem - Exceptional Case.mp4
2. Bayes' Theorem - Exceptional Case.srt
13. Bayes' Theorem, Total Probability and Depend Events - Decision Tree
1. Decision Tree of Probability.mp4
1. Decision Tree of Probability.srt
2. Decision Tree on Dependent Events - Exercise and Solution.mp4
2. Decision Tree on Dependent Events - Exercise and Solution.srt
3. Decision Tree on Dependent Events - Exercise and Solution.mp4
3. Decision Tree on Dependent Events - Exercise and Solution.srt
4. Decision Tree on Total Probability - Exercise and Solution.mp4
4. Decision Tree on Total Probability - Exercise and Solution.srt
5. Exercise and Solution.mp4
5. Exercise and Solution.srt
6. Bayes' Theorem - Exercise and Solution.mp4
6. Bayes' Theorem - Exercise and Solution.srt
7. Total Probability - Exercise and Solution.mp4
7. Total Probability - Exercise and Solution.srt
8. Total Probability - Exercise and Solution.mp4
8. Total Probability - Exercise and Solution.srt
14. Importance of Probability
1. In Brief - Importance of Probability.mp4
1. In Brief - Importance of Probability.srt
15. Statistics
1. Introduction.mp4
1. Introduction.srt
2. Frequency and Tally.mp4
2. Frequency and Tally.srt
3. Population and Sample.mp4
3. Population and Sample.srt
4. Raw Data and Array.mp4
4. Raw Data and Array.srt
16. Statistics - Mean
1. Introduction.mp4
1. Introduction.srt
2. Question and Answer 1.mp4
2. Question and Answer 1.srt
3. Question and Answer 2.mp4
3. Question and Answer 2.srt
4. Question and Answer 3.mp4
4. Question and Answer 3.srt
5. Question and Answer 4.mp4
5. Question and Answer 4.srt
6. Question and Answer 5.mp4
6. Question and Answer 5.srt
7. Question and Answer 6.mp4
7. Question and Answer 6.srt
8. Question and Answer 7.mp4
8. Question and Answer 7.srt
9. Question and Answer 8.mp4
9. Question and Answer 8.srt
17. Statistics - Weighted Mean
1. Weighted Mean.mp4
1. Weighted Mean.srt
2. Question and Answer 1.mp4
2. Question and Answer 1.srt
3. Question and Answer 2.mp4
3. Question and Answer 2.srt
18. Statistics - Properties of Mean
1. Basic Properties of Mean.mp4
1. Basic Properties of Mean.srt
2. Question and Answer 1.mp4
2. Question and Answer 1.srt
3. Question and Answer 2.mp4
3. Question and Answer 2.srt
4. Question and Answer 3.mp4
4. Question and Answer 3.srt
5. Question and Answer 4.mp4
5. Question and Answer 4.srt
6. Question and Answer 5.mp4
6. Question and Answer 5.srt
7. Question and Answer 6.mp4
7. Question and Answer 6.srt
19. Statistics - Mean Frequency Distribution
1. Mean Frequency Distribution.mp4
1. Mean Frequency Distribution.srt
2. Question and Answer 1.mp4
2. Question and Answer 1.srt
3. Question and Answer 2.mp4
3. Question and Answer 2.srt
4. Question and Answer 3.mp4
4. Question and Answer 3.srt
2. Combinatorics Factorial, Permutation & Combination
1. What is Factorial.mp4
1. What is Factorial.srt
10. Exercise & Solution.mp4
10. Exercise & Solution.srt
11. Exercise & Solution.mp4
11. Exercise & Solution.srt
12. More Factorial vs Permutation.mp4
12. More Factorial vs Permutation.srt
13. Exercise & Solution.mp4
13. Exercise & Solution.srt
14. Exercise & Solution.mp4
14. Exercise & Solution.srt
15. Exercise & Solution.mp4
15. Exercise & Solution.srt
2. Factorial - Exercise & Solution.mp4
2. Factorial - Exercise & Solution.srt
3. Permutation.mp4
3. Permutation.srt
4. Combination.mp4
4. Combination.srt
5. Exercise & Solution.mp4
5. Exercise & Solution.srt
6. Exercise & Solution.mp4
6. Exercise & Solution.srt
7. Exercise & Solution.mp4
7. Exercise & Solution.srt
8. Exercise & Solution.mp4
8. Exercise & Solution.srt
9. Exercise & Solution.mp4
9. Exercise & Solution.srt
20. Statistics - Median
1. Median.mp4
1. Median.srt
2. Question and Answer.mp4
2. Question and Answer.srt
21. Statistics - Median Frequency Distribution
1. Median Frequency Distribution.mp4
1. Median Frequency Distribution.srt
2. Question and Answer 1.mp4
2. Question and Answer 1.srt
3. Question and Answer 2.mp4
3. Question and Answer 2.srt
4. Question and Answer 3.mp4
4. Question and Answer 3.srt
22. Statistics - Mode
1. Mode.mp4
1. Mode.srt
2. Question and Answer 1.mp4
2. Question and Answer 1.srt
3. Question and Answer 2.mp4
3. Question and Answer 2.srt
23. Statistics - Mode Frequency Distribution
1. Question and Answer 1.mp4
1. Question and Answer 1.srt
2. Question and Answer 2.mp4
2. Question and Answer 2.srt
24. Statistics - Measurement of Spread
1. Measures of Spread (Variation Dispersion).mp4
1. Measures of Spread (Variation Dispersion).srt
25. Statistics - Range
1. What is Range.mp4
1. What is Range.srt
2. Question and Answer 1.mp4
2. Question and Answer 1.srt
3. Question and Answer 2.mp4
3. Question and Answer 2.srt
4. Question and Answer 3.mp4
4. Question and Answer 3.srt
26. Statistics - Mean Deviation
1. Understanding Mean Deviation.mp4
1. Understanding Mean Deviation.srt
2. Question and Answer 1.mp4
2. Question and Answer 1.srt
3. Question and Answer 2.mp4
3. Question and Answer 2.srt
4. Mean Deviation for Frequency Distribution.mp4
4. Mean Deviation for Frequency Distribution.srt
27. Statistics - Variance & Standard Deviation
1. Understanding Variance and Standard Deviation.mp4
1. Understanding Variance and Standard Deviation.srt
10. Question and Answer 8.mp4
10. Question and Answer 8.srt
11. Question and Answer 9.mp4
11. Question and Answer 9.srt
12. Question and Answer 10.mp4
12. Question and Answer 10.srt
2. Basic Properties of Variance and Standard Deviation.mp4
2. Basic Properties of Variance and Standard Deviation.srt
3. Question and Answer 1.mp4
3. Question and Answer 1.srt
4. Question and Answer 2.mp4
4. Question and Answer 2.srt
5. Question and Answer 3.mp4
5. Question and Answer 3.srt
6. Question and Answer 4.mp4
6. Question and Answer 4.srt
7. Question and Answer 5.mp4
7. Question and Answer 5.srt
8. Question and Answer 6.mp4
8. Question and Answer 6.srt
9. Question and Answer 7.mp4
9. Question and Answer 7.srt
28. Statistics - Variable Dependent- Independent - Moderating - Ordinal
1. Variable.mp4
1. Variable.srt
2. Types of Variable.mp4
2. Types of Variable.srt
3. Types of Variable Explained.mp4
3. Types of Variable Explained.srt
4. Dependent, Independent, Control Moderating and Mediating Variables.mp4
4. Dependent, Independent, Control Moderating and Mediating Variables.srt
29. Statistics - Correlation
1. Correlation.mp4
1. Correlation.srt
3. Probability - Basics
1. What is Probability.mp4
1. What is Probability.srt
10. Exercise & Solution 7.mp4
10. Exercise & Solution 7.srt
11. Exercise & Solution 8.mp4
11. Exercise & Solution 8.srt
12. Exercise & Solution 9.mp4
12. Exercise & Solution 9.srt
13. Exercise & Solution 10.mp4
13. Exercise & Solution 10.srt
2. Basic Terms in Probability.mp4
2. Basic Terms in Probability.srt
3. General Formula.mp4
3. General Formula.srt
4. Exercise & Solution 1.mp4
4. Exercise & Solution 1.srt
5. Exercise & Solution 2.mp4
5. Exercise & Solution 2.srt
6. Exercise & Solution 3.mp4
6. Exercise & Solution 3.srt
7. Exercise & Solution 4.mp4
7. Exercise & Solution 4.srt
8. Exercise & Solution 5.mp4
8. Exercise & Solution 5.srt
9. Exercise & Solution 6.mp4
9. Exercise & Solution 6.srt
30. Statistics - Regression & Collinearity
1. Regression - Linear, Multiple Regression....mp4
1. Regression - Linear, Multiple Regression....srt
2. Collinearity.mp4
2. Collinearity.srt
31. Extra Lectures - Matrices
1. Introduction to Matrix.mp4
1. Introduction to Matrix.srt
10. Cofactor - Example.mp4
10. Cofactor - Example.srt
11. Adjoint of a Square Matrix.mp4
11. Adjoint of a Square Matrix.srt
12. Inverse of Matrix.mp4
12. Inverse of Matrix.srt
13. Inverse of Matrix - Example.mp4
13. Inverse of Matrix - Example.srt
14. Exercise & Solution 1.mp4
14. Exercise & Solution 1.srt
15. Exercise & Solution 2.mp4
15. Exercise & Solution 2.srt
16. Exercise & Solution 3.mp4
16. Exercise & Solution 3.srt
17. Exercise & Solution 4.mp4
17. Exercise & Solution 4.srt
18. Exercise & Solution 5.mp4
18. Exercise & Solution 5.srt
19. Exercise & Solution 6.mp4
19. Exercise & Solution 6.srt
2. Addition and Subtraction - Matrices.mp4
2. Addition and Subtraction - Matrices.srt
20. Exercise & Solution 7.mp4
20. Exercise & Solution 7.srt
21. Exercise & Solution 8.mp4
21. Exercise & Solution 8.srt
22. Exercise & Solution 9.mp4
22. Exercise & Solution 9.srt
23. Matrix for Simultaneous Equation - Exercise & Solution 10.mp4
23. Matrix for Simultaneous Equation - Exercise & Solution 10.srt
24. Exercise & Solution 11.mp4
24. Exercise & Solution 11.srt
25. Cramer's Rule.mp4
25. Cramer's Rule.srt
26. Cramer's Rule Example.mp4
26. Cramer's Rule Example.srt
3. Multiplication - Matrice.mp4
3. Multiplication - Matrice.srt
4. Square of Matrix.mp4
4. Square of Matrix.srt
5. Transpose - Matrix.mp4
5. Transpose - Matrix.srt
6. Special Matrix.mp4
6. Special Matrix.srt
7. Determinant of Matrix.mp4
7. Determinant of Matrix.srt
8. Determinant of Singular Matrix - Example.mp4
8. Determinant of Singular Matrix - Example.srt
9. Cofactor Minor Place Sign.mp4
9. Cofactor Minor Place Sign.srt
4. Theoretical Probability
1. What is theoretical probability.mp4
1. What is theoretical probability.srt
2. Exercise & Solution 1.mp4
2. Exercise & Solution 1.srt
3. Exercise & Solution 2.mp4
3. Exercise & Solution 2.srt
4. Exercise & Solution 3.mp4
4. Exercise & Solution 3.srt
5. Exercise & Solution 4.mp4
5. Exercise & Solution 4.srt
6. Exercise & Solution 5.mp4
6. Exercise & Solution 5.srt
7. Exercise & Solution 6.mp4
7. Exercise & Solution 6.srt
8. Exercise & Solution 7.mp4
8. Exercise & Solution 7.srt
5. Empirical (Experimental) Probability
1. What is experimental Probability.mp4
1. What is experimental Probability.srt
2. Exercise & Solution 1.mp4
2. Exercise & Solution 1.srt
3. Exercise & Solution 2.mp4
3. Exercise & Solution 2.srt
4. Exercise & Solution 3.mp4
4. Exercise & Solution 3.srt
5. Exercise & Solution 4.mp4
5. Exercise & Solution 4.srt
6. Exercise & Solution 5.mp4
6. Exercise & Solution 5.srt
6. Probability Addition Rules
1. Mutually Exclusive and Non-Mutually Exclusive Events.mp4
1. Mutually Exclusive and Non-Mutually Exclusive Events.srt
10. Exercise & Solution 9.mp4
10. Exercise & Solution 9.srt
2. Exercise & Solution 1.mp4
2. Exercise & Solution 1.srt
3. Exercise & Solution 2.mp4
3. Exercise & Solution 2.srt
4. Exercise & Solution 3.mp4
4. Exercise & Solution 3.srt
5. Exercise & Solution 4.mp4
5. Exercise & Solution 4.srt
6. Exercise & Solution 5.mp4
6. Exercise & Solution 5.srt
7. Exercise & Solution 6.mp4
7. Exercise & Solution 6.srt
8. Exercise & Solution 7.mp4
8. Exercise & Solution 7.srt
9. Exercise & Solution 8.mp4
9. Exercise & Solution 8.srt
7. Probability Multiplication Rule
1. Dependent and Independent Events.mp4
1. Dependent and Independent Events.srt
2. Exercise & Solution 1.mp4
2. Exercise & Solution 1.srt
3. Exercise & Solution 2.mp4
3. Exercise & Solution 2.srt
4. Exercise & Solution 3.mp4
4. Exercise & Solution 3.srt
5. Exercise & Solution 4.mp4
5. Exercise & Solution 4.srt
6. Exercise & Solution 5.mp4
6. Exercise & Solution 5.srt
7. Exercise & Solution 6.mp4
7. Exercise & Solution 6.srt
8. Tons of Exercises & Solutions
1. Exercise & Solution 1.mp4
1. Exercise & Solution 1.srt
10. Exercise & Solution 10.mp4
10. Exercise & Solution 10.srt
11. Exercise & Solution 11.mp4
11. Exercise & Solution 11.srt
12. Exercise & Solution 12.mp4
12. Exercise & Solution 12.srt
13. Exercise & Solution 13.mp4
13. Exercise & Solution 13.srt
14. Exercise & Solution 14.mp4
14. Exercise & Solution 14.srt
15. Exercise & Solution 15.mp4
15. Exercise & Solution 15.srt
16. Exercise & Solution 16.mp4
16. Exercise & Solution 16.srt
17. Exercise & Solution 17.mp4
17. Exercise & Solution 17.srt
18. Exercise & Solution 18.mp4
18. Exercise & Solution 18.srt
19. Exercise & Solution 19.mp4
19. Exercise & Solution 19.srt
2. Exercise & Solution 2.mp4
2. Exercise & Solution 2.srt
20. Exercise & Solution 20.mp4
20. Exercise & Solution 20.srt
3. Exercise & Solution 3.mp4
3. Exercise & Solution 3.srt
4. Exercise & Solution 4.mp4
4. Exercise & Solution 4.srt
5. Exercise & Solution 5.mp4
5. Exercise & Solution 5.srt
6. Exercise & Solution 6.mp4
6. Exercise & Solution 6.srt
7. Exercise & Solution 7.mp4
7. Exercise & Solution 7.srt
8. Exercise & Solution 8.mp4
8. Exercise & Solution 8.srt
9. Exercise & Solution 9.mp4
9. Exercise & Solution 9.srt
9. Binomial Distribution, Poisson Distribution, Normal Distribution, T-Distribution
1. Random Variable.mp4
1. Random Variable.srt
10. Normal Distribution.mp4
10. Normal Distribution.srt
11. Z - Score.mp4
11. Z - Score.srt
12. Exercise & Solution 7.mp4
12. Exercise & Solution 7.srt
13. Exercise & Solution 7.mp4
13. Exercise & Solution 7.srt
14. Skewness.mp4
14. Skewness.srt
15. Kurtosis.mp4
15. Kurtosis.srt
16. T - Distribution.mp4
16. T - Distribution.srt
2. Binomial Probability Distribution.mp4
2. Binomial Probability Distribution.srt
3. Exercise & Solution 1.mp4
3. Exercise & Solution 1.srt
4. Exercise & Solution 2.mp4
4. Exercise & Solution 2.srt
5. Exercise & Solution 3.mp4
5. Exercise & Solution 3.srt
6. Exercise & Solution 4.mp4
6. Exercise & Solution 4.srt
7. Exercise & Solution 5.mp4
7. Exercise & Solution 5.srt
8. Poisson Distribution.mp4
8. Poisson Distribution.srt
9. Exercise & Solution 6.mp4
9. Exercise & Solution 6.srt
Bonus Resources.txt
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