9.23 GB | 48min 51s | mp4 | 1280X720  | 16:9
Genre:eLearning |Language:English

Files Included :
FileName :1 -Introduction.mp4 | Size:  (43.77 MB)
FileName :2 -Outline.mp4 | Size:  (31.25 MB)
FileName :3 -Where to Get the Code.mp4 | Size:  (22.5 MB)
FileName :4 -How to Succeed in this Course.mp4 | Size:  (41.5 MB)
FileName :1 -Probability Basics Section Introduction.mp4 | Size:  (18.53 MB)
FileName :2 -What Is Probability.mp4 | Size:  (72.88 MB)
FileName :3 -Wrong Definition of Probability (Common Mistake).mp4 | Size:  (68.92 MB)
FileName :4 -Wrong Definition of Probability (Example).mp4 | Size:  (32.88 MB)
FileName :5 -Probability Models.mp4 | Size:  (95.12 MB)
FileName :6 -Venn Diagrams.mp4 | Size:  (84.12 MB)
FileName :7 -Properties of Probability Models.mp4 | Size:  (45.34 MB)
FileName :8 -Union Example.mp4 | Size:  (29.61 MB)
FileName :9 -Law of Total Probability.mp4 | Size:  (56.25 MB)
FileName :10 -Conditional Probability.mp4 | Size:  (90.73 MB)
FileName :11 -Bayes' Rule.mp4 | Size:  (57.02 MB)
FileName :12 -Bayes' Rule Example.mp4 | Size:  (145.55 MB)
FileName :13 -Independence.mp4 | Size:  (116.32 MB)
FileName :14 -Mutual Independence Example.mp4 | Size:  (31.4 MB)
FileName :15 -Probability Tree Diagrams.mp4 | Size:  (123.97 MB)
FileName :16 -Probability Basics Section Summary.mp4 | Size:  (84.93 MB)
FileName :17 -Suggestion Box.mp4 | Size:  (28.53 MB)
FileName :1 -Discrete Random Variables and Distributions Section Introduction.mp4 | Size:  (10.79 MB)
FileName :2 -What is a Random Variable.mp4 | Size:  (57.63 MB)
FileName :3 -The Bernoulli Distribution.mp4 | Size:  (142.36 MB)
FileName :4 -The Categorical Distribution.mp4 | Size:  (65.59 MB)
FileName :5 -The Binomial Distribution.mp4 | Size:  (126.79 MB)
FileName :6 -The Geometric Distribution.mp4 | Size:  (70.25 MB)
FileName :7 -The Poisson Distribution.mp4 | Size:  (100.48 MB)
FileName :8 -Visualizing Probability Distributions in Python.mp4 | Size:  (59.09 MB)
FileName :9 -Discrete Random Variables Section Summary.mp4 | Size:  (63.2 MB)
FileName :1 -Continuous Random Variables and Distributions Section Introduction.mp4 | Size:  (9.24 MB)
FileName :2 -Continuous Random Variables and Continuous Distributions.mp4 | Size:  (130.98 MB)
FileName :3 -Physics Analogy.mp4 | Size:  (36.69 MB)
FileName :4 -More About Continuous Distributions.mp4 | Size:  (50.12 MB)
FileName :5 -The Uniform Distribution.mp4 | Size:  (72.2 MB)
FileName :6 -The Exponential Distribution.mp4 | Size:  (56.82 MB)
FileName :7 -The Normal Distribution (Gaussian Distribution).mp4 | Size:  (103.3 MB)
FileName :8 -The Laplace (Double Exponential) Distribution.mp4 | Size:  (73.44 MB)
FileName :9 -Visualizing Continuous Probability Distributions in Python.mp4 | Size:  (82.88 MB)
FileName :10 -Continuous Random Variables Section Summary.mp4 | Size:  (57.51 MB)
FileName :1 -More About Probability Distributions and Random Variables Section Introduction.mp4 | Size:  (21.74 MB)
FileName :2 -Cumulative Distribution Function (CDF).mp4 | Size:  (84.64 MB)
FileName :3 -Exercise CDF of Geometric Distribution.mp4 | Size:  (35.57 MB)
FileName :4 -CDFs for Continuous Random Variables.mp4 | Size:  (89.63 MB)
FileName :5 -Exercise CDF of Normal Distribution.mp4 | Size:  (44.47 MB)
FileName :6 -Change of Variables (Functions of Random Variables) pt 1.mp4 | Size:  (89.69 MB)
FileName :8 -Joint and Marginal Distributions pt 1.mp4 | Size:  (80.69 MB)
FileName :9 -Joint and Marginal Distributions pt 2.mp4 | Size:  (114.13 MB)
FileName :10 -Exercise Marginal of Bivariate Normal.mp4 | Size:  (118.72 MB)
FileName :12 -Exercise Conditioning with Joint Normal and Linear Regression.mp4 | Size:  (113 MB)
FileName :14 -Exercise Bivariate Normal with Zero Correlation.mp4 | Size:  (33.03 MB)
FileName :15 -Multivariate Distributions and Random Vectors.mp4 | Size:  (108.96 MB)
FileName :16 -Multivariate Normal Distribution  Vector Gaussian.mp4 | Size:  (104.88 MB)
FileName :17 -Multinomial Distribution.mp4 | Size:  (91.49 MB)
FileName :18 -Exercise MVN to Bivariate Normal.mp4 | Size:  (95.23 MB)
FileName :19 -Exercise Multivariate Normal, Zero Correlation Implies Independence.mp4 | Size:  (77.91 MB)
FileName :20 -Multidimensional Change of Variables (Discrete).mp4 | Size:  (112.87 MB)
FileName :22 -Convolution From Adding Random Variables.mp4 | Size:  (80.03 MB)
FileName :23 -Exercise Sums of Jointly Normal Random Variables (Optional).mp4 | Size:  (429.9 MB)
FileName :24 -Visualizing CDFs and Joint Distributions in Python.mp4 | Size:  (95.5 MB)
FileName :1 -Expectation Section Introduction.mp4 | Size:  (15.41 MB)
FileName :2 -Expected Value and Mean.mp4 | Size:  (134.99 MB)
FileName :3 -Properties of the Expected Value.mp4 | Size:  (107.99 MB)
FileName :4 -Variance.mp4 | Size:  (109.97 MB)
FileName :5 -Exercise Mean and Variance of Bernoulli.mp4 | Size:  (35.02 MB)
FileName :6 -Exercise Mean and Variance of Poisson.mp4 | Size:  (50.29 MB)
FileName :7 -Exercise Mean and Variance of Normal.mp4 | Size:  (111.35 MB)
FileName :8 -Exercise Mean and Variance of Exponential.mp4 | Size:  (70.42 MB)
FileName :9 -Moments, Skewness and Kurtosis.mp4 | Size:  (107.74 MB)
FileName :10 -Exercise Kurtosis of Normal Distribution.mp4 | Size:  (54.19 MB)
FileName :11 -Covariance and Correlation.mp4 | Size:  (162.25 MB)
FileName :12 -Exercise Covariance and Correlation of Bivariate Normal.mp4 | Size:  (144.17 MB)
FileName :13 -Exercise Zero Correlation Does Not Imply Independence.mp4 | Size:  (33.78 MB)
FileName :14 -Exercise Correlation Measures Linear Relationships.mp4 | Size:  (61.92 MB)
FileName :15 -Conditional Expectation pt 1.mp4 | Size:  (106.1 MB)
FileName :16 -Conditional Expectation pt 2.mp4 | Size:  (98.61 MB)
FileName :17 -Law of Total Expectation.mp4 | Size:  (35.67 MB)
FileName :18 -Exercise Linear Combination of Normals.mp4 | Size:  (64.03 MB)
FileName :19 -Exercise Mean and Variance of Weighted Sums.mp4 | Size:  (51.35 MB)
FileName :20 -Expectation Section Summary.mp4 | Size:  (41.18 MB)
FileName :1 -Generating Functions Section Introduction.mp4 | Size:  (11.78 MB)
FileName :2 -Moment Generating Functions (MGF).mp4 | Size:  (71.67 MB)
FileName :3 -Exercise MGF of Exponential.mp4 | Size:  (43.76 MB)
FileName :4 -Exercise MGF of Normal.mp4 | Size:  (88.5 MB)
FileName :5 -Characteristic Functions.mp4 | Size:  (96.32 MB)
FileName :6 -Exercise MGF Doesn't Exist.mp4 | Size:  (33.51 MB)
FileName :7 -Exercise Characteristic Function of Normal.mp4 | Size:  (41.04 MB)
FileName :8 -Sums of Independent Random Variables.mp4 | Size:  (57.63 MB)
FileName :9 -Exercise Distribution of Sum of Poisson Random Variables.mp4 | Size:  (44.92 MB)
FileName :10 -Exercise Distribution of Sum of Geometric Random Variables.mp4 | Size:  (62.01 MB)
FileName :11 -Moment Generating Functions for Random Vectors.mp4 | Size:  (119.16 MB)
FileName :12 -Characteristic Functions for Random Vectors.mp4 | Size:  (13.23 MB)
FileName :13 -Exercise Weighted Sums of Normals.mp4 | Size:  (105.72 MB)
FileName :14 -Generating Functions in Python.mp4 | Size:  (61.17 MB)
FileName :15 -Generating Functions Section Summary.mp4 | Size:  (21.12 MB)
FileName :1 -Inequalities Section Introduction.mp4 | Size:  (8.41 MB)
FileName :2 -Monotonicity.mp4 | Size:  (42.69 MB)
FileName :3 -Markov Inequality.mp4 | Size:  (69.38 MB)
FileName :4 -Chebyshev Inequality.mp4 | Size:  (48.91 MB)
FileName :5 -Cauchy-Schwartz Inequality.mp4 | Size:  (98.44 MB)
FileName :6 -Inequalities Section Summary.mp4 | Size:  (20.85 MB)
FileName :1 -Limit Theorems Section Introduction.mp4 | Size:  (24.85 MB)
FileName :2 -Convergence In Probability.mp4 | Size:  (32.36 MB)
FileName :3 -Weak Law of Large Numbers.mp4 | Size:  (100.68 MB)
FileName :4 -Convergence With Probability 1 (Almost Sure Convergence).mp4 | Size:  (33.09 MB)
FileName :5 -Strong Law of Large Numbers.mp4 | Size:  (23.47 MB)
FileName :6 -Application Frequentist Perspective Revisited.mp4 | Size:  (42.27 MB)
FileName :7 -Convergence In Distribution.mp4 | Size:  (38.64 MB)
FileName :8 -Central Limit Theorem.mp4 | Size:  (126.63 MB)
FileName :9 -LLN and CLT in Python.mp4 | Size:  (125.87 MB)
FileName :10 -Limit Theorems Section Summary.mp4 | Size:  (40.53 MB)
FileName :1 -The Gamma Distribution.mp4 | Size:  (75.95 MB)
FileName :2 -The Beta Distribution.mp4 | Size:  (74.45 MB)
FileName :3 -Chain Rule of Probability.mp4 | Size:  (117.51 MB)
FileName :4 -Why Does the Normal Distribution Integrate to 1.mp4 | Size:  (178.69 MB)
FileName :1 -Pre-Installation Check.mp4 | Size:  (22.71 MB)
FileName :2 -Anaconda Environment Setup.mp4 | Size:  (175.42 MB)
FileName :3 -How to Install Numpy, Scipy, Matplotlib, Pandas, PyTorch, and TensorFlow.mp4 | Size:  (147.28 MB)
FileName :4 -Where To Get the Code Troubleshooting.mp4 | Size:  (24.29 MB)
FileName :5 -How to use Github & Extra Coding Tips (Optional).mp4 | Size:  (68.32 MB)
FileName :1 -Math Order for Machine Learning & Data Science.mp4 | Size:  (75.55 MB)
FileName :2 -Can YouTube Teach Me Calculus (Optional).mp4 | Size:  (86.8 MB)
FileName :3 -Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4 | Size:  (103.49 MB)
FileName :4 -What order should I take your courses in (part 1).mp4 | Size:  (77.9 MB)
FileName :5 -What order should I take your courses in (part 2).mp4 | Size:  (105.85 MB)
FileName :1 -What is the Appendix.mp4 | Size:  (16.21 MB)
FileName :2 -BONUS.mp4 | Size:  (40.47 MB)]
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