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

Creation Time	Nov. 14, 2024, 1:09 a.m.
Last Access Time	April 25, 2025, 9:24 a.m.
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~Get Your Files Here !/1 - Diving in with code/1 - Code env setup and Python crash course.mp4 164.6 MB
~Get Your Files Here !/5 - Random Variables Rationale and Applications/26 - Case study sleep analysis structure and code.mp4 163.5 MB
~Get Your Files Here !/1 - Diving in with code/3 - Foundations data types and representing data.mp4 145.1 MB
~Get Your Files Here !/7 - Applications to the Real World/33 - Applying entropy coding decision trees for machine learning.mp4 141.5 MB
~Get Your Files Here !/1 - Diving in with code/5 - Exploring data types in code.mp4 139.9 MB
~Get Your Files Here !/3 - Applications and Rules for Probability/12 - Simulating coin flips for probability.mp4 124.9 MB
~Get Your Files Here !/3 - Applications and Rules for Probability/16 - Spam detection implementation issues.mp4 124.3 MB
~Get Your Files Here !/1 - Diving in with code/6 - Central tendency mean median mode.mp4 118.5 MB
~Get Your Files Here !/5 - Random Variables Rationale and Applications/22 - Distributions rationale and importance.mp4 116.2 MB
~Get Your Files Here !/3 - Applications and Rules for Probability/13 - Conditional probability the most important concept in stats.mp4 113.5 MB
~Get Your Files Here !/4 - Counting/18 - Rules for counting Mostly optional.mp4 93.9 MB
~Get Your Files Here !/5 - Random Variables Rationale and Applications/24 - Continuous distributions probability densities.mp4 87.9 MB
~Get Your Files Here !/6 - Visualization in Intuition Building/28 - Visualizing joint distributions the road to ML success.mp4 87.2 MB
~Get Your Files Here !/7 - Applications to the Real World/32 - Entropy The most important application of expected values.mp4 86.5 MB
~Get Your Files Here !/1 - Diving in with code/2 - Getting started with code Feel of data.mp4 84.4 MB
~Get Your Files Here !/2 - Measures of Spread/9 - Dispersion exploration through code.mp4 65.9 MB
~Get Your Files Here !/3 - Applications and Rules for Probability/15 - Application of Bayes rule in real world Spam detection.mp4 61.4 MB
~Get Your Files Here !/6 - Visualization in Intuition Building/29 - Dependence and variance of two random variables.mp4 61.2 MB
~Get Your Files Here !/7 - Applications to the Real World/35 - Bayesian inference code through PyMC3.mp4 57.9 MB
~Get Your Files Here !/3 - Applications and Rules for Probability/11 - Intro to uncertainty probability intuition.mp4 57.5 MB
~Get Your Files Here !/5 - Random Variables Rationale and Applications/21 - Two random variables joint probabilities.mp4 48.9 MB
~Get Your Files Here !/5 - Random Variables Rationale and Applications/20 - Quantifying events random variables.mp4 44.0 MB
~Get Your Files Here !/3 - Applications and Rules for Probability/14 - Applying conditional probability Bayes rule.mp4 43.1 MB
~Get Your Files Here !/2 - Measures of Spread/8 - Dispersion and spread in data variance standard deviation.mp4 43.0 MB
~Get Your Files Here !/1 - Diving in with code/4 - Practical note onehot vector encoding.mp4 29.2 MB
~Get Your Files Here !/5 - Random Variables Rationale and Applications/25 - Continuous distributions code.mp4 28.1 MB
~Get Your Files Here !/7 - Applications to the Real World/34 - Foundations of Bayesian inference.mp4 26.6 MB
~Get Your Files Here !/5 - Random Variables Rationale and Applications/23 - Discrete distributions through code.mp4 24.3 MB
~Get Your Files Here !/7 - Applications to the Real World/31 - Expected values decision making through probabilities.mp4 18.7 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/10-continuous-distributions.pdf 5.7 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/12-entropy.pdf 5.0 MB
~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/09-distributions.pdf 3.4 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/pdfs/01-intro-to-data.pdf 2.5 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/02-averages.pdf 1.0 MB
~Get Your Files Here !/1 - Diving in with code/pdfs/03-variance.pdf 1001.3 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/data/ipynb_checkpoints/nhanes_2015_2016-checkpoint.csv 744.5 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/data/nhanes_2015_2016.csv 744.5 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/02-studying-variables.ipynb 296.5 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/02-studying-variables-checkpoint.ipynb 296.5 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/06-distributions.ipynb 295.6 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/data/ipynb_checkpoints/sleep_data-checkpoint.csv 280.6 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/data/sleep_data.csv 280.6 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/06-joints-and-marginals.ipynb 258.6 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/04-coin-flips.ipynb 148.4 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/00-nhanes_data_basics.ipynb 115.2 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/00-nhanes_data_basics-checkpoint.ipynb 115.2 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/03-dispersion.ipynb 87.0 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/06-distributions-checkpoint.ipynb 51.1 KB
~Get Your Files Here !/7 - Applications to the Real World/33 - Applying entropy coding decision trees for machine learning English.srt 47.0 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/00-basic-python-crash-course.ipynb 46.4 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/00-basic-python-crash-course-checkpoint.ipynb 46.4 KB
~Get Your Files Here !/5 - Random Variables Rationale and Applications/24 - Continuous distributions probability densities English.srt 35.1 KB
~Get Your Files Here !/1 - Diving in with code/3 - Foundations data types and representing data English.srt 34.9 KB
~Get Your Files Here !/3 - Applications and Rules for Probability/13 - Conditional probability the most important concept in stats English.srt 34.4 KB
~Get Your Files Here !/5 - Random Variables Rationale and Applications/26 - Case study sleep analysis structure and code English.srt 31.5 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/07-decision-tree.ipynb 30.0 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/07-decision-tree-checkpoint.ipynb 30.0 KB
~Get Your Files Here !/5 - Random Variables Rationale and Applications/22 - Distributions rationale and importance English.srt 29.7 KB
~Get Your Files Here !/4 - Counting/18 - Rules for counting Mostly optional English.srt 25.3 KB
~Get Your Files Here !/1 - Diving in with code/5 - Exploring data types in code English.srt 21.5 KB
~Get Your Files Here !/5 - Random Variables Rationale and Applications/21 - Two random variables joint probabilities English.srt 20.9 KB
~Get Your Files Here !/7 - Applications to the Real World/34 - Foundations of Bayesian inference English.srt 19.9 KB
~Get Your Files Here !/6 - Visualization in Intuition Building/29 - Dependence and variance of two random variables English.srt 18.6 KB
~Get Your Files Here !/3 - Applications and Rules for Probability/16 - Spam detection implementation issues English.srt 16.9 KB
~Get Your Files Here !/2 - Measures of Spread/9 - Dispersion exploration through code English.srt 16.8 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/05-spam-detection.ipynb 15.9 KB
~Get Your Files Here !/3 - Applications and Rules for Probability/14 - Applying conditional probability Bayes rule English.srt 15.7 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/05-spam-detection-checkpoint.ipynb 14.2 KB
~Get Your Files Here !/3 - Applications and Rules for Probability/15 - Application of Bayes rule in real world Spam detection English.srt 13.4 KB
~Get Your Files Here !/7 - Applications to the Real World/31 - Expected values decision making through probabilities English.srt 11.4 KB
~Get Your Files Here !/7 - Applications to the Real World/35 - Bayesian inference code through PyMC3 English.srt 11.1 KB
~Get Your Files Here !/5 - Random Variables Rationale and Applications/25 - Continuous distributions code English.srt 9.2 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/01-data-types.ipynb 9.0 KB
~Get Your Files Here !/5 - Random Variables Rationale and Applications/23 - Discrete distributions through code English.srt 8.7 KB
~Get Your Files Here !/1 - Diving in with code/4 - Practical note onehot vector encoding English.srt 8.0 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/03-dispersion-checkpoint.ipynb 7.1 KB
~Get Your Files Here !/1 - Diving in with code/prob-cs/DS_Store 6.0 KB
~Get Your Files Here !/8 - Extra Resources/37 - Bonus Lecture.html 4.8 KB
~Get Your Files Here !/3 - Applications and Rules for Probability/17 - Section Review Tasks.html 4.1 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/zoo.data 4.0 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/08-bayesian-inference.ipynb 2.7 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/data/zoo.names 2.5 KB
~Get Your Files Here !/1 - Diving in with code/7 - Section Review Tasks.html 2.2 KB
~Get Your Files Here !/7 - Applications to the Real World/36 - Section Review Tasks.html 2.1 KB
~Get Your Files Here !/4 - Counting/19 - Section Review Tasks.html 1.1 KB
~Get Your Files Here !/5 - Random Variables Rationale and Applications/27 - Section Review Tasks.html 896 bytes
~Get Your Files Here !/6 - Visualization in Intuition Building/30 - Section Review Tasks.html 830 bytes
~Get Your Files Here !/2 - Measures of Spread/10 - Section Review Tasks.html 548 bytes
~Get Your Files Here !/Bonus Resources.txt 386 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_01-intro-to-data.pdf 291 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_02-averages.pdf 291 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_03-variance.pdf 291 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_06-prob-rules.pdf 291 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_07-bayes-rule.pdf 291 bytes
Get Bonus Downloads Here.url 182 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/_pdfs 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/_prob-cs 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_05-probability.pdf 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_06-counting.pdf 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_08-random-variables.pdf 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_09-distributions.pdf 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_10-continuous-distributions.pdf 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_11-expected-values.pdf 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_12-entropy.pdf 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_13-mcmc.pdf 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/pdfs/_14-kl-divergence.pdf 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_.ipynb_checkpoints 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_00-basic-python-crash-course.ipynb 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_00-nhanes_data_basics.ipynb 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_01-data-types.ipynb 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_02-studying-variables.ipynb 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_03-dispersion.ipynb 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_05-spam-detection.ipynb 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_06-distributions.ipynb 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_07-decision-tree.ipynb 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_08-bayesian-inference.ipynb 178 bytes
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~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_02-studying-variables-checkpoint.ipynb 178 bytes
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~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_05-spam-detection-checkpoint.ipynb 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_07-decision-tree-checkpoint.ipynb 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_08-bayesian-inference-checkpoint.ipynb 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_Untitled-checkpoint.ipynb 178 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_04-coin-flips.ipynb 177 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_06-joints-and-marginals.ipynb 177 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_04-coin-flips-checkpoint.ipynb 177 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_06-distributions-checkpoint.ipynb 177 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/ipynb_checkpoints/_06-joints-and-marginals-checkpoint.ipynb 177 bytes
~Get Your Files Here !/1 - Diving in with code/__MACOSX/prob-cs/_.DS_Store 120 bytes
~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/Untitled-checkpoint.ipynb 72 bytes

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