[ DevCourseWeb.com ] Udemy - Probability - Stats - The Foundations Of Machine Learning

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182 B

~Get Your Files Here !/1 - Diving in with code/1 - Code env setup and Python crash course.mp4

165 MB

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84 MB

~Get Your Files Here !/1 - Diving in with code/3 - Foundations data types and representing data English.srt

35 kB

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145 MB

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8.0 kB

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29 MB

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22 kB

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140 MB

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118 MB

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2.2 kB

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178 B

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178 B

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291 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_02-averages.pdf

291 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_03-variance.pdf

291 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_05-probability.pdf

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_06-counting.pdf

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_06-prob-rules.pdf

291 B

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291 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_08-random-variables.pdf

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_09-distributions.pdf

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_10-continuous-distributions.pdf

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_11-expected-values.pdf

178 B

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178 B

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178 B

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178 B

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120 B

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178 B

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178 B

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178 B

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178 B

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178 B

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178 B

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177 B

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178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_06-distributions.ipynb

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_06-joints-and-marginals.ipynb

177 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_07-decision-tree.ipynb

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_08-bayesian-inference.ipynb

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_data

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/data/_.ipynb_checkpoints

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/data/_nhanes_2015_2016.csv

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/data/_sleep_data.csv

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/data/_zoo.data

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/data/_zoo.names

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/data/ipynb_checkpoints/_nhanes_2015_2016-checkpoint.csv

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/data/ipynb_checkpoints/_sleep_data-checkpoint.csv

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/data/ipynb_checkpoints/_zoo-checkpoint.data

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_00-basic-python-crash-course-checkpoint.ipynb

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_00-nhanes_data_basics-checkpoint.ipynb

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_01-data-types-checkpoint.ipynb

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_02-studying-variables-checkpoint.ipynb

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_03-dispersion-checkpoint.ipynb

178 B

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177 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_05-spam-detection-checkpoint.ipynb

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_06-distributions-checkpoint.ipynb

177 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_06-joints-and-marginals-checkpoint.ipynb

177 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_07-decision-tree-checkpoint.ipynb

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_08-bayesian-inference-checkpoint.ipynb

178 B

~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_Untitled-checkpoint.ipynb

178 B

~Get Your Files Here !/1 - Diving in with code/pdfs/01-intro-to-data.pdf

2.5 MB

~Get Your Files Here !/1 - Diving in with code/pdfs/02-averages.pdf

1.0 MB

~Get Your Files Here !/1 - Diving in with code/pdfs/03-variance.pdf

1001 kB

~Get Your Files Here !/1 - Diving in with code/pdfs/05-probability.pdf

4.7 MB

~Get Your Files Here !/1 - Diving in with code/pdfs/06-counting.pdf

5.5 MB

~Get Your Files Here !/1 - Diving in with code/pdfs/06-prob-rules.pdf

6.7 MB

~Get Your Files Here !/1 - Diving in with code/pdfs/07-bayes-rule.pdf

6.2 MB

~Get Your Files Here !/1 - Diving in with code/pdfs/08-random-variables.pdf

5.9 MB

~Get Your Files Here !/1 - Diving in with code/pdfs/09-distributions.pdf

3.4 MB

~Get Your Files Here !/1 - Diving in with code/pdfs/10-continuous-distributions.pdf

5.7 MB

~Get Your Files Here !/1 - Diving in with code/pdfs/11-expected-values.pdf

1.6 MB

~Get Your Files Here !/1 - Diving in with code/pdfs/12-entropy.pdf

5.0 MB

~Get Your Files Here !/1 - Diving in with code/pdfs/13-mcmc.pdf

3.1 MB

~Get Your Files Here !/1 - Diving in with code/pdfs/14-kl-divergence.pdf

2.7 MB

~Get Your Files Here !/1 - Diving in with code/prob-cs/00-basic-python-crash-course.ipynb

46 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/00-nhanes_data_basics.ipynb

115 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/01-data-types.ipynb

9.0 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/02-studying-variables.ipynb

296 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/03-dispersion.ipynb

87 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/04-coin-flips.ipynb

148 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/05-spam-detection.ipynb

16 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/06-distributions.ipynb

296 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/06-joints-and-marginals.ipynb

259 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/07-decision-tree.ipynb

30 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/08-bayesian-inference.ipynb

2.7 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/DS_Store

6.0 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/data/ipynb_checkpoints/nhanes_2015_2016-checkpoint.csv

744 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/data/ipynb_checkpoints/sleep_data-checkpoint.csv

281 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/data/ipynb_checkpoints/zoo-checkpoint.data

4.0 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/data/nhanes_2015_2016.csv

744 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/data/sleep_data.csv

281 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/data/zoo.data

4.0 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/data/zoo.names

2.5 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/00-basic-python-crash-course-checkpoint.ipynb

46 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/00-nhanes_data_basics-checkpoint.ipynb

115 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/01-data-types-checkpoint.ipynb

2.8 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/02-studying-variables-checkpoint.ipynb

296 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/03-dispersion-checkpoint.ipynb

7.1 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/04-coin-flips-checkpoint.ipynb

9.1 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/05-spam-detection-checkpoint.ipynb

14 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/06-distributions-checkpoint.ipynb

51 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/06-joints-and-marginals-checkpoint.ipynb

7.2 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/07-decision-tree-checkpoint.ipynb

30 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/08-bayesian-inference-checkpoint.ipynb

2.7 kB

~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/Untitled-checkpoint.ipynb

72 B

~Get Your Files Here !/2 - Measures of Spread/10 - Section Review Tasks.html

548 B

~Get Your Files Here !/2 - Measures of Spread/8 - Dispersion and spread in data variance standard deviation.mp4

43 MB

~Get Your Files Here !/2 - Measures of Spread/9 - Dispersion exploration through code English.srt

17 kB

~Get Your Files Here !/2 - Measures of Spread/9 - Dispersion exploration through code.mp4

66 MB

~Get Your Files Here !/3 - Applications and Rules for Probability/11 - Intro to uncertainty probability intuition.mp4

58 MB

~Get Your Files Here !/3 - Applications and Rules for Probability/12 - Simulating coin flips for probability.mp4

125 MB

~Get Your Files Here !/3 - Applications and Rules for Probability/13 - Conditional probability the most important concept in stats English.srt

34 kB

~Get Your Files Here !/3 - Applications and Rules for Probability/13 - Conditional probability the most important concept in stats.mp4

114 MB

~Get Your Files Here !/3 - Applications and Rules for Probability/14 - Applying conditional probability Bayes rule English.srt

16 kB

~Get Your Files Here !/3 - Applications and Rules for Probability/14 - Applying conditional probability Bayes rule.mp4

43 MB

~Get Your Files Here !/3 - Applications and Rules for Probability/15 - Application of Bayes rule in real world Spam detection English.srt

13 kB

~Get Your Files Here !/3 - Applications and Rules for Probability/15 - Application of Bayes rule in real world Spam detection.mp4

61 MB

~Get Your Files Here !/3 - Applications and Rules for Probability/16 - Spam detection implementation issues English.srt

17 kB

~Get Your Files Here !/3 - Applications and Rules for Probability/16 - Spam detection implementation issues.mp4

124 MB

~Get Your Files Here !/3 - Applications and Rules for Probability/17 - Section Review Tasks.html

4.1 kB

~Get Your Files Here !/4 - Counting/18 - Rules for counting Mostly optional English.srt

25 kB

~Get Your Files Here !/4 - Counting/18 - Rules for counting Mostly optional.mp4

94 MB

~Get Your Files Here !/4 - Counting/19 - Section Review Tasks.html

1.1 kB

~Get Your Files Here !/5 - Random Variables Rationale and Applications/20 - Quantifying events random variables.mp4

44 MB

~Get Your Files Here !/5 - Random Variables Rationale and Applications/21 - Two random variables joint probabilities English.srt

21 kB

~Get Your Files Here !/5 - Random Variables Rationale and Applications/21 - Two random variables joint probabilities.mp4

49 MB

~Get Your Files Here !/5 - Random Variables Rationale and Applications/22 - Distributions rationale and importance English.srt

30 kB

~Get Your Files Here !/5 - Random Variables Rationale and Applications/22 - Distributions rationale and importance.mp4

116 MB

~Get Your Files Here !/5 - Random Variables Rationale and Applications/23 - Discrete distributions through code English.srt

8.7 kB

~Get Your Files Here !/5 - Random Variables Rationale and Applications/23 - Discrete distributions through code.mp4

24 MB

~Get Your Files Here !/5 - Random Variables Rationale and Applications/24 - Continuous distributions probability densities English.srt

35 kB

~Get Your Files Here !/5 - Random Variables Rationale and Applications/24 - Continuous distributions probability densities.mp4

88 MB

~Get Your Files Here !/5 - Random Variables Rationale and Applications/25 - Continuous distributions code English.srt

9.2 kB

~Get Your Files Here !/5 - Random Variables Rationale and Applications/25 - Continuous distributions code.mp4

28 MB

~Get Your Files Here !/5 - Random Variables Rationale and Applications/26 - Case study sleep analysis structure and code English.srt

32 kB

~Get Your Files Here !/5 - Random Variables Rationale and Applications/26 - Case study sleep analysis structure and code.mp4

164 MB

~Get Your Files Here !/5 - Random Variables Rationale and Applications/27 - Section Review Tasks.html

896 B

~Get Your Files Here !/6 - Visualization in Intuition Building/28 - Visualizing joint distributions the road to ML success.mp4

87 MB

~Get Your Files Here !/6 - Visualization in Intuition Building/29 - Dependence and variance of two random variables English.srt

19 kB

~Get Your Files Here !/6 - Visualization in Intuition Building/29 - Dependence and variance of two random variables.mp4

61 MB

~Get Your Files Here !/6 - Visualization in Intuition Building/30 - Section Review Tasks.html

830 B

~Get Your Files Here !/7 - Applications to the Real World/31 - Expected values decision making through probabilities English.srt

11 kB

~Get Your Files Here !/7 - Applications to the Real World/31 - Expected values decision making through probabilities.mp4

19 MB

~Get Your Files Here !/7 - Applications to the Real World/32 - Entropy The most important application of expected values.mp4

86 MB

~Get Your Files Here !/7 - Applications to the Real World/33 - Applying entropy coding decision trees for machine learning English.srt

47 kB

~Get Your Files Here !/7 - Applications to the Real World/33 - Applying entropy coding decision trees for machine learning.mp4

142 MB

~Get Your Files Here !/7 - Applications to the Real World/34 - Foundations of Bayesian inference English.srt

20 kB

~Get Your Files Here !/7 - Applications to the Real World/34 - Foundations of Bayesian inference.mp4

27 MB

~Get Your Files Here !/7 - Applications to the Real World/35 - Bayesian inference code through PyMC3 English.srt

11 kB

~Get Your Files Here !/7 - Applications to the Real World/35 - Bayesian inference code through PyMC3.mp4

58 MB

~Get Your Files Here !/7 - Applications to the Real World/36 - Section Review Tasks.html

2.1 kB

~Get Your Files Here !/8 - Extra Resources/37 - Bonus Lecture.html

4.8 kB

~Get Your Files Here !/Bonus Resources.txt

386 B