Udemy - Math 0-1 Probability for Data Science & Machine Learning (2.2025)
大小9.98 GB
文件数267
Info Hash:2D10403D5567A0ABD7D6C4624C5BBDB12E55168C
收录时间2026-02-03 17:51:33
更新时间2026-02-03 17:51:33
文件列表 (267)
1 - Welcome/1 -Introduction.mp4
43.77 MB
1 - Welcome/4 -How to Succeed in this Course.mp4
41.5 MB
1 - Welcome/2 -Outline.mp4
31.25 MB
1 - Welcome/3 -Where to Get the Code.mp4
22.5 MB
1 - Welcome/4 -How to Succeed in this Course.en_US.vtt
11.54 KB
1 - Welcome/2 -Outline.en_US.vtt
10.02 KB
1 - Welcome/1 -Introduction.en_US.vtt
6.5 KB
1 - Welcome/3 -Where to Get the Code.en_US.vtt
5.95 KB
1 - Welcome/3 -Github Link.url
106 B
1 - Welcome/3 -Code Link.url
90 B
10 - Advanced and Other Topics/4 -Why Does the Normal Distribution Integrate to 1.mp4
178.69 MB
10 - Advanced and Other Topics/3 -Chain Rule of Probability.mp4
117.51 MB
10 - Advanced and Other Topics/1 -The Gamma Distribution.mp4
75.95 MB
10 - Advanced and Other Topics/2 -The Beta Distribution.mp4
74.45 MB
10 - Advanced and Other Topics/4 -Why Does the Normal Distribution Integrate to 1.en_US.vtt
21.63 KB
10 - Advanced and Other Topics/3 -Chain Rule of Probability.en_US.vtt
13.52 KB
10 - Advanced and Other Topics/1 -The Gamma Distribution.en_US.vtt
10.22 KB
10 - Advanced and Other Topics/2 -The Beta Distribution.en_US.vtt
9.45 KB
11 - Setting Up Your Environment (AppendixFAQ by Student Request)/2 -Anaconda Environment Setup.mp4
175.42 MB
11 - Setting Up Your Environment (AppendixFAQ by Student Request)/3 -How to Install Numpy, Scipy, Matplotlib, Pandas, PyTorch, and TensorFlow.mp4
147.28 MB
11 - Setting Up Your Environment (AppendixFAQ by Student Request)/5 -How to use Github & Extra Coding Tips (Optional).mp4
68.32 MB
11 - Setting Up Your Environment (AppendixFAQ by Student Request)/4 -Where To Get the Code Troubleshooting.mp4
24.29 MB
11 - Setting Up Your Environment (AppendixFAQ by Student Request)/1 -Pre-Installation Check.mp4
22.71 MB
11 - Setting Up Your Environment (AppendixFAQ by Student Request)/2 -Anaconda Environment Setup.en_US.vtt
17.52 KB
11 - Setting Up Your Environment (AppendixFAQ by Student Request)/5 -How to use Github & Extra Coding Tips (Optional).en_US.vtt
13.92 KB
11 - Setting Up Your Environment (AppendixFAQ by Student Request)/3 -How to Install Numpy, Scipy, Matplotlib, Pandas, PyTorch, and TensorFlow.en_US.vtt
13.46 KB
11 - Setting Up Your Environment (AppendixFAQ by Student Request)/1 -Pre-Installation Check.en_US.vtt
5.74 KB
11 - Setting Up Your Environment (AppendixFAQ by Student Request)/4 -Where To Get the Code Troubleshooting.en_US.vtt
5.09 KB
12 - Effective Learning Strategies for Machine Learning FAQ/5 -What order should I take your courses in (part 2).mp4
105.85 MB
12 - Effective Learning Strategies for Machine Learning FAQ/3 -Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4
103.49 MB
12 - Effective Learning Strategies for Machine Learning FAQ/2 -Can YouTube Teach Me Calculus (Optional).mp4
86.8 MB
12 - Effective Learning Strategies for Machine Learning FAQ/4 -What order should I take your courses in (part 1).mp4
77.9 MB
12 - Effective Learning Strategies for Machine Learning FAQ/1 -Math Order for Machine Learning & Data Science.mp4
75.55 MB
12 - Effective Learning Strategies for Machine Learning FAQ/3 -Is this for Beginners or Experts Academic or Practical Fast or slow-paced.en_US.vtt
28.24 KB
12 - Effective Learning Strategies for Machine Learning FAQ/2 -Can YouTube Teach Me Calculus (Optional).en_US.vtt
21.2 KB
12 - Effective Learning Strategies for Machine Learning FAQ/5 -What order should I take your courses in (part 2).en_US.vtt
20.67 KB
12 - Effective Learning Strategies for Machine Learning FAQ/1 -Math Order for Machine Learning & Data Science.en_US.vtt
20.21 KB
12 - Effective Learning Strategies for Machine Learning FAQ/4 -What order should I take your courses in (part 1).en_US.vtt
14.66 KB
13 - Appendix FAQ Finale/2 -BONUS.mp4
40.47 MB
13 - Appendix FAQ Finale/1 -What is the Appendix.mp4
16.21 MB
13 - Appendix FAQ Finale/2 -BONUS.en_US.vtt
7.02 KB
13 - Appendix FAQ Finale/1 -What is the Appendix.en_US.vtt
3.32 KB
2 - Probability Basics/12 -Bayes' Rule Example.mp4
145.55 MB
2 - Probability Basics/15 -Probability Tree Diagrams.mp4
123.97 MB
2 - Probability Basics/13 -Independence.mp4
116.32 MB
2 - Probability Basics/5 -Probability Models.mp4
95.12 MB
2 - Probability Basics/10 -Conditional Probability.mp4
90.73 MB
2 - Probability Basics/16 -Probability Basics Section Summary.mp4
84.93 MB
2 - Probability Basics/6 -Venn Diagrams.mp4
84.12 MB
2 - Probability Basics/2 -What Is Probability.mp4
72.88 MB
2 - Probability Basics/3 -Wrong Definition of Probability (Common Mistake).mp4
68.92 MB
2 - Probability Basics/11 -Bayes' Rule.mp4
57.02 MB
2 - Probability Basics/9 -Law of Total Probability.mp4
56.25 MB
2 - Probability Basics/7 -Properties of Probability Models.mp4
45.34 MB
2 - Probability Basics/4 -Wrong Definition of Probability (Example).mp4
32.88 MB
2 - Probability Basics/14 -Mutual Independence Example.mp4
31.4 MB
2 - Probability Basics/8 -Union Example.mp4
29.61 MB
2 - Probability Basics/17 -Suggestion Box.mp4
28.53 MB
2 - Probability Basics/1 -Probability Basics Section Introduction.mp4
18.53 MB
2 - Probability Basics/12 -Bayes' Rule Example.en_US.vtt
15.09 KB
2 - Probability Basics/16 -Probability Basics Section Summary.en_US.vtt
14 KB
2 - Probability Basics/15 -Probability Tree Diagrams.en_US.vtt
13.44 KB
2 - Probability Basics/13 -Independence.en_US.vtt
11.23 KB
2 - Probability Basics/10 -Conditional Probability.en_US.vtt
10.48 KB
2 - Probability Basics/6 -Venn Diagrams.en_US.vtt
10.43 KB
2 - Probability Basics/5 -Probability Models.en_US.vtt
9.73 KB
2 - Probability Basics/2 -What Is Probability.en_US.vtt
8.58 KB
2 - Probability Basics/3 -Wrong Definition of Probability (Common Mistake).en_US.vtt
7.96 KB
2 - Probability Basics/11 -Bayes' Rule.en_US.vtt
6.78 KB
2 - Probability Basics/9 -Law of Total Probability.en_US.vtt
6.47 KB
2 - Probability Basics/1 -Probability Basics Section Introduction.en_US.vtt
5.39 KB
2 - Probability Basics/7 -Properties of Probability Models.en_US.vtt
4.95 KB
2 - Probability Basics/17 -Suggestion Box.en_US.vtt
4.15 KB
2 - Probability Basics/8 -Union Example.en_US.vtt
4.14 KB
2 - Probability Basics/14 -Mutual Independence Example.en_US.vtt
3.5 KB
2 - Probability Basics/4 -Wrong Definition of Probability (Example).en_US.vtt
3.45 KB
2 - Probability Basics/16 -PDF Document.url
108 B
3 - Random Variables and Probability Distributions/3 -The Bernoulli Distribution.mp4
142.36 MB
3 - Random Variables and Probability Distributions/5 -The Binomial Distribution.mp4
126.79 MB
3 - Random Variables and Probability Distributions/7 -The Poisson Distribution.mp4
100.48 MB
3 - Random Variables and Probability Distributions/6 -The Geometric Distribution.mp4
70.25 MB
3 - Random Variables and Probability Distributions/4 -The Categorical Distribution.mp4
65.59 MB
3 - Random Variables and Probability Distributions/9 -Discrete Random Variables Section Summary.mp4
63.2 MB
3 - Random Variables and Probability Distributions/8 -Visualizing Probability Distributions in Python.mp4
59.09 MB
3 - Random Variables and Probability Distributions/2 -What is a Random Variable.mp4
57.63 MB
3 - Random Variables and Probability Distributions/1 -Discrete Random Variables and Distributions Section Introduction.mp4
10.79 MB
3 - Random Variables and Probability Distributions/3 -The Bernoulli Distribution.en_US.vtt
17.35 KB
3 - Random Variables and Probability Distributions/5 -The Binomial Distribution.en_US.vtt
13.62 KB
3 - Random Variables and Probability Distributions/8 -Visualizing Probability Distributions in Python.en_US.vtt
11.64 KB
3 - Random Variables and Probability Distributions/9 -Discrete Random Variables Section Summary.en_US.vtt
10.85 KB
3 - Random Variables and Probability Distributions/7 -The Poisson Distribution.en_US.vtt
10.59 KB
3 - Random Variables and Probability Distributions/6 -The Geometric Distribution.en_US.vtt
8.84 KB
3 - Random Variables and Probability Distributions/4 -The Categorical Distribution.en_US.vtt
7.98 KB
3 - Random Variables and Probability Distributions/2 -What is a Random Variable.en_US.vtt
6.41 KB
3 - Random Variables and Probability Distributions/1 -Discrete Random Variables and Distributions Section Introduction.en_US.vtt
2.45 KB
4 - Continuous Random Variables and Probability Density Functions/2 -Continuous Random Variables and Continuous Distributions.mp4
130.98 MB
4 - Continuous Random Variables and Probability Density Functions/7 -The Normal Distribution (Gaussian Distribution).mp4
103.3 MB
4 - Continuous Random Variables and Probability Density Functions/9 -Visualizing Continuous Probability Distributions in Python.mp4
82.88 MB
4 - Continuous Random Variables and Probability Density Functions/8 -The Laplace (Double Exponential) Distribution.mp4
73.44 MB
4 - Continuous Random Variables and Probability Density Functions/5 -The Uniform Distribution.mp4
72.2 MB
4 - Continuous Random Variables and Probability Density Functions/10 -Continuous Random Variables Section Summary.mp4
57.51 MB
4 - Continuous Random Variables and Probability Density Functions/6 -The Exponential Distribution.mp4
56.82 MB
4 - Continuous Random Variables and Probability Density Functions/4 -More About Continuous Distributions.mp4
50.12 MB
4 - Continuous Random Variables and Probability Density Functions/3 -Physics Analogy.mp4
36.69 MB
4 - Continuous Random Variables and Probability Density Functions/1 -Continuous Random Variables and Distributions Section Introduction.mp4
9.24 MB
4 - Continuous Random Variables and Probability Density Functions/9 -Visualizing Continuous Probability Distributions in Python.en_US.vtt
15.1 KB
4 - Continuous Random Variables and Probability Density Functions/2 -Continuous Random Variables and Continuous Distributions.en_US.vtt
12.74 KB
4 - Continuous Random Variables and Probability Density Functions/7 -The Normal Distribution (Gaussian Distribution).en_US.vtt
11.72 KB
4 - Continuous Random Variables and Probability Density Functions/10 -Continuous Random Variables Section Summary.en_US.vtt
10.34 KB
4 - Continuous Random Variables and Probability Density Functions/8 -The Laplace (Double Exponential) Distribution.en_US.vtt
9.82 KB
4 - Continuous Random Variables and Probability Density Functions/5 -The Uniform Distribution.en_US.vtt
8.79 KB
4 - Continuous Random Variables and Probability Density Functions/6 -The Exponential Distribution.en_US.vtt
7.15 KB
4 - Continuous Random Variables and Probability Density Functions/4 -More About Continuous Distributions.en_US.vtt
6.32 KB
4 - Continuous Random Variables and Probability Density Functions/3 -Physics Analogy.en_US.vtt
4.14 KB
4 - Continuous Random Variables and Probability Density Functions/1 -Continuous Random Variables and Distributions Section Introduction.en_US.vtt
2.1 KB
5 - More About Probability Distributions and Random Variables/23 -Exercise Sums of Jointly Normal Random Variables (Optional).mp4
429.9 MB
5 - More About Probability Distributions and Random Variables/21 -Multidimensional Change of Variables (Continuous).mp4
209.73 MB
5 - More About Probability Distributions and Random Variables/11 -Conditional Distributions and Bayes' Rule.mp4
153.68 MB
5 - More About Probability Distributions and Random Variables/7 -Change of Variables (Functions of Random Variables) pt 2.mp4
144.24 MB
5 - More About Probability Distributions and Random Variables/13 -Independence.mp4
129.86 MB
5 - More About Probability Distributions and Random Variables/25 -CDFs and Multiple Random Variables Section Summary.mp4
127.62 MB
5 - More About Probability Distributions and Random Variables/10 -Exercise Marginal of Bivariate Normal.mp4
118.72 MB
5 - More About Probability Distributions and Random Variables/9 -Joint and Marginal Distributions pt 2.mp4
114.13 MB
5 - More About Probability Distributions and Random Variables/12 -Exercise Conditioning with Joint Normal and Linear Regression.mp4
113 MB
5 - More About Probability Distributions and Random Variables/20 -Multidimensional Change of Variables (Discrete).mp4
112.87 MB
5 - More About Probability Distributions and Random Variables/15 -Multivariate Distributions and Random Vectors.mp4
108.96 MB
5 - More About Probability Distributions and Random Variables/16 -Multivariate Normal Distribution Vector Gaussian.mp4
104.88 MB
5 - More About Probability Distributions and Random Variables/24 -Visualizing CDFs and Joint Distributions in Python.mp4
95.5 MB
5 - More About Probability Distributions and Random Variables/18 -Exercise MVN to Bivariate Normal.mp4
95.23 MB
5 - More About Probability Distributions and Random Variables/17 -Multinomial Distribution.mp4
91.49 MB
5 - More About Probability Distributions and Random Variables/6 -Change of Variables (Functions of Random Variables) pt 1.mp4
89.69 MB
5 - More About Probability Distributions and Random Variables/4 -CDFs for Continuous Random Variables.mp4
89.63 MB
5 - More About Probability Distributions and Random Variables/2 -Cumulative Distribution Function (CDF).mp4
84.64 MB
5 - More About Probability Distributions and Random Variables/8 -Joint and Marginal Distributions pt 1.mp4
80.69 MB
5 - More About Probability Distributions and Random Variables/22 -Convolution From Adding Random Variables.mp4
80.03 MB
5 - More About Probability Distributions and Random Variables/19 -Exercise Multivariate Normal, Zero Correlation Implies Independence.mp4
77.91 MB
5 - More About Probability Distributions and Random Variables/5 -Exercise CDF of Normal Distribution.mp4
44.47 MB
5 - More About Probability Distributions and Random Variables/3 -Exercise CDF of Geometric Distribution.mp4
35.57 MB
5 - More About Probability Distributions and Random Variables/14 -Exercise Bivariate Normal with Zero Correlation.mp4
33.03 MB
5 - More About Probability Distributions and Random Variables/1 -More About Probability Distributions and Random Variables Section Introduction.mp4
21.74 MB
5 - More About Probability Distributions and Random Variables/23 -Exercise Sums of Jointly Normal Random Variables (Optional).en_US.vtt
44 KB
5 - More About Probability Distributions and Random Variables/25 -CDFs and Multiple Random Variables Section Summary.en_US.vtt
22.85 KB
5 - More About Probability Distributions and Random Variables/21 -Multidimensional Change of Variables (Continuous).en_US.vtt
19.61 KB
5 - More About Probability Distributions and Random Variables/11 -Conditional Distributions and Bayes' Rule.en_US.vtt
17.33 KB
5 - More About Probability Distributions and Random Variables/7 -Change of Variables (Functions of Random Variables) pt 2.en_US.vtt
17.28 KB
5 - More About Probability Distributions and Random Variables/24 -Visualizing CDFs and Joint Distributions in Python.en_US.vtt
14.37 KB
5 - More About Probability Distributions and Random Variables/9 -Joint and Marginal Distributions pt 2.en_US.vtt
13.83 KB
5 - More About Probability Distributions and Random Variables/20 -Multidimensional Change of Variables (Discrete).en_US.vtt
12.59 KB
5 - More About Probability Distributions and Random Variables/10 -Exercise Marginal of Bivariate Normal.en_US.vtt
12.31 KB
5 - More About Probability Distributions and Random Variables/13 -Independence.en_US.vtt
11.98 KB
5 - More About Probability Distributions and Random Variables/12 -Exercise Conditioning with Joint Normal and Linear Regression.en_US.vtt
11.91 KB
5 - More About Probability Distributions and Random Variables/16 -Multivariate Normal Distribution Vector Gaussian.en_US.vtt
11.33 KB
5 - More About Probability Distributions and Random Variables/18 -Exercise MVN to Bivariate Normal.en_US.vtt
10.95 KB
5 - More About Probability Distributions and Random Variables/4 -CDFs for Continuous Random Variables.en_US.vtt
10.91 KB
5 - More About Probability Distributions and Random Variables/15 -Multivariate Distributions and Random Vectors.en_US.vtt
10.65 KB
5 - More About Probability Distributions and Random Variables/2 -Cumulative Distribution Function (CDF).en_US.vtt
10.29 KB
5 - More About Probability Distributions and Random Variables/17 -Multinomial Distribution.en_US.vtt
10.18 KB
5 - More About Probability Distributions and Random Variables/8 -Joint and Marginal Distributions pt 1.en_US.vtt
9.49 KB
5 - More About Probability Distributions and Random Variables/6 -Change of Variables (Functions of Random Variables) pt 1.en_US.vtt
9.47 KB
5 - More About Probability Distributions and Random Variables/19 -Exercise Multivariate Normal, Zero Correlation Implies Independence.en_US.vtt
8.75 KB
5 - More About Probability Distributions and Random Variables/22 -Convolution From Adding Random Variables.en_US.vtt
8.53 KB
5 - More About Probability Distributions and Random Variables/1 -More About Probability Distributions and Random Variables Section Introduction.en_US.vtt
5.44 KB
5 - More About Probability Distributions and Random Variables/5 -Exercise CDF of Normal Distribution.en_US.vtt
4.52 KB
5 - More About Probability Distributions and Random Variables/3 -Exercise CDF of Geometric Distribution.en_US.vtt
4.27 KB
5 - More About Probability Distributions and Random Variables/14 -Exercise Bivariate Normal with Zero Correlation.en_US.vtt
3.26 KB
6 - Expectation and Expected Values/11 -Covariance and Correlation.mp4
162.25 MB
6 - Expectation and Expected Values/12 -Exercise Covariance and Correlation of Bivariate Normal.mp4
144.17 MB
6 - Expectation and Expected Values/2 -Expected Value and Mean.mp4
134.99 MB
6 - Expectation and Expected Values/7 -Exercise Mean and Variance of Normal.mp4
111.35 MB
6 - Expectation and Expected Values/4 -Variance.mp4
109.97 MB
6 - Expectation and Expected Values/3 -Properties of the Expected Value.mp4
107.99 MB
6 - Expectation and Expected Values/9 -Moments, Skewness and Kurtosis.mp4
107.74 MB
6 - Expectation and Expected Values/15 -Conditional Expectation pt 1.mp4
106.1 MB
6 - Expectation and Expected Values/16 -Conditional Expectation pt 2.mp4
98.61 MB
6 - Expectation and Expected Values/8 -Exercise Mean and Variance of Exponential.mp4
70.42 MB
6 - Expectation and Expected Values/18 -Exercise Linear Combination of Normals.mp4
64.03 MB
6 - Expectation and Expected Values/14 -Exercise Correlation Measures Linear Relationships.mp4
61.92 MB
6 - Expectation and Expected Values/10 -Exercise Kurtosis of Normal Distribution.mp4
54.19 MB
6 - Expectation and Expected Values/19 -Exercise Mean and Variance of Weighted Sums.mp4
51.35 MB
6 - Expectation and Expected Values/6 -Exercise Mean and Variance of Poisson.mp4
50.29 MB
6 - Expectation and Expected Values/20 -Expectation Section Summary.mp4
41.18 MB
6 - Expectation and Expected Values/17 -Law of Total Expectation.mp4
35.67 MB
6 - Expectation and Expected Values/5 -Exercise Mean and Variance of Bernoulli.mp4
35.02 MB
6 - Expectation and Expected Values/13 -Exercise Zero Correlation Does Not Imply Independence.mp4
33.78 MB
6 - Expectation and Expected Values/1 -Expectation Section Introduction.mp4
15.41 MB
6 - Expectation and Expected Values/11 -Covariance and Correlation.en_US.vtt
17.06 KB
6 - Expectation and Expected Values/12 -Exercise Covariance and Correlation of Bivariate Normal.en_US.vtt
16.02 KB
6 - Expectation and Expected Values/2 -Expected Value and Mean.en_US.vtt
15.41 KB
6 - Expectation and Expected Values/7 -Exercise Mean and Variance of Normal.en_US.vtt
14.74 KB
6 - Expectation and Expected Values/9 -Moments, Skewness and Kurtosis.en_US.vtt
12.08 KB
6 - Expectation and Expected Values/4 -Variance.en_US.vtt
11.7 KB
6 - Expectation and Expected Values/15 -Conditional Expectation pt 1.en_US.vtt
10.95 KB
6 - Expectation and Expected Values/3 -Properties of the Expected Value.en_US.vtt
10.49 KB
6 - Expectation and Expected Values/16 -Conditional Expectation pt 2.en_US.vtt
10.39 KB
6 - Expectation and Expected Values/8 -Exercise Mean and Variance of Exponential.en_US.vtt
8.81 KB
6 - Expectation and Expected Values/18 -Exercise Linear Combination of Normals.en_US.vtt
7.3 KB
6 - Expectation and Expected Values/14 -Exercise Correlation Measures Linear Relationships.en_US.vtt
7.02 KB
6 - Expectation and Expected Values/6 -Exercise Mean and Variance of Poisson.en_US.vtt
6.63 KB
6 - Expectation and Expected Values/10 -Exercise Kurtosis of Normal Distribution.en_US.vtt
6.42 KB
6 - Expectation and Expected Values/20 -Expectation Section Summary.en_US.vtt
6.3 KB
6 - Expectation and Expected Values/19 -Exercise Mean and Variance of Weighted Sums.en_US.vtt
6.02 KB
6 - Expectation and Expected Values/5 -Exercise Mean and Variance of Bernoulli.en_US.vtt
4.72 KB
6 - Expectation and Expected Values/1 -Expectation Section Introduction.en_US.vtt
4.29 KB
6 - Expectation and Expected Values/17 -Law of Total Expectation.en_US.vtt
4.08 KB
6 - Expectation and Expected Values/13 -Exercise Zero Correlation Does Not Imply Independence.en_US.vtt
3.44 KB
7 - Generating Functions/11 -Moment Generating Functions for Random Vectors.mp4
119.16 MB
7 - Generating Functions/13 -Exercise Weighted Sums of Normals.mp4