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

•  ~Get Your Files Here !/1 - Diving in with code/1 - Code env setup and Python crash course.mp4  164.63 MB
•  ~Get Your Files Here !/5 - Random Variables Rationale and Applications/26 - Case study sleep analysis structure and code.mp4  163.49 MB
•  ~Get Your Files Here !/1 - Diving in with code/3 - Foundations data types and representing data.mp4  145.08 MB
•  ~Get Your Files Here !/7 - Applications to the Real World/33 - Applying entropy coding decision trees for machine learning.mp4  141.54 MB
•  ~Get Your Files Here !/1 - Diving in with code/5 - Exploring data types in code.mp4  139.92 MB
•  ~Get Your Files Here !/3 - Applications and Rules for Probability/12 - Simulating coin flips for probability.mp4  124.93 MB
•  ~Get Your Files Here !/3 - Applications and Rules for Probability/16 - Spam detection implementation issues.mp4  124.29 MB
•  ~Get Your Files Here !/1 - Diving in with code/6 - Central tendency mean median mode.mp4  118.55 MB
•  ~Get Your Files Here !/5 - Random Variables Rationale and Applications/22 - Distributions rationale and importance.mp4  116.16 MB
•  ~Get Your Files Here !/3 - Applications and Rules for Probability/13 - Conditional probability the most important concept in stats.mp4  113.45 MB
•  ~Get Your Files Here !/4 - Counting/18 - Rules for counting Mostly optional.mp4  93.89 MB
•  ~Get Your Files Here !/5 - Random Variables Rationale and Applications/24 - Continuous distributions probability densities.mp4  87.88 MB
•  ~Get Your Files Here !/6 - Visualization in Intuition Building/28 - Visualizing joint distributions the road to ML success.mp4  87.16 MB
•  ~Get Your Files Here !/7 - Applications to the Real World/32 - Entropy The most important application of expected values.mp4  86.46 MB
•  ~Get Your Files Here !/1 - Diving in with code/2 - Getting started with code Feel of data.mp4  84.42 MB
•  ~Get Your Files Here !/2 - Measures of Spread/9 - Dispersion exploration through code.mp4  65.89 MB
•  ~Get Your Files Here !/3 - Applications and Rules for Probability/15 - Application of Bayes rule in real world Spam detection.mp4  61.43 MB
•  ~Get Your Files Here !/6 - Visualization in Intuition Building/29 - Dependence and variance of two random variables.mp4  61.17 MB
•  ~Get Your Files Here !/7 - Applications to the Real World/35 - Bayesian inference code through PyMC3.mp4  57.92 MB
•  ~Get Your Files Here !/3 - Applications and Rules for Probability/11 - Intro to uncertainty probability intuition.mp4  57.49 MB
•  ~Get Your Files Here !/5 - Random Variables Rationale and Applications/21 - Two random variables joint probabilities.mp4  48.93 MB
•  ~Get Your Files Here !/5 - Random Variables Rationale and Applications/20 - Quantifying events random variables.mp4  44 MB
•  ~Get Your Files Here !/3 - Applications and Rules for Probability/14 - Applying conditional probability Bayes rule.mp4  43.13 MB
•  ~Get Your Files Here !/2 - Measures of Spread/8 - Dispersion and spread in data variance standard deviation.mp4  42.98 MB
•  ~Get Your Files Here !/1 - Diving in with code/4 - Practical note onehot vector encoding.mp4  29.17 MB
•  ~Get Your Files Here !/5 - Random Variables Rationale and Applications/25 - Continuous distributions code.mp4  28.12 MB
•  ~Get Your Files Here !/7 - Applications to the Real World/34 - Foundations of Bayesian inference.mp4  26.65 MB
•  ~Get Your Files Here !/5 - Random Variables Rationale and Applications/23 - Discrete distributions through code.mp4  24.33 MB
•  ~Get Your Files Here !/7 - Applications to the Real World/31 - Expected values decision making through probabilities.mp4  18.66 MB
•  ~Get Your Files Here !/1 - Diving in with code/pdfs/06-prob-rules.pdf  6.74 MB
•  ~Get Your Files Here !/1 - Diving in with code/pdfs/07-bayes-rule.pdf  6.16 MB
•  ~Get Your Files Here !/1 - Diving in with code/pdfs/08-random-variables.pdf  5.85 MB
•  ~Get Your Files Here !/1 - Diving in with code/pdfs/10-continuous-distributions.pdf  5.68 MB
•  ~Get Your Files Here !/1 - Diving in with code/pdfs/06-counting.pdf  5.52 MB
•  ~Get Your Files Here !/1 - Diving in with code/pdfs/12-entropy.pdf  4.98 MB
•  ~Get Your Files Here !/1 - Diving in with code/pdfs/05-probability.pdf  4.68 MB
•  ~Get Your Files Here !/1 - Diving in with code/pdfs/09-distributions.pdf  3.44 MB
•  ~Get Your Files Here !/1 - Diving in with code/pdfs/13-mcmc.pdf  3.13 MB
•  ~Get Your Files Here !/1 - Diving in with code/pdfs/14-kl-divergence.pdf  2.67 MB
•  ~Get Your Files Here !/1 - Diving in with code/pdfs/01-intro-to-data.pdf  2.53 MB
•  ~Get Your Files Here !/1 - Diving in with code/pdfs/11-expected-values.pdf  1.63 MB
•  ~Get Your Files Here !/1 - Diving in with code/pdfs/02-averages.pdf  1.02 MB
•  ~Get Your Files Here !/1 - Diving in with code/pdfs/03-variance.pdf  1001.26 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  296.51 KB
•  ~Get Your Files Here !/1 - Diving in with code/prob-cs/ipynb_checkpoints/02-studying-variables-checkpoint.ipynb  296.51 KB
•  ~Get Your Files Here !/1 - Diving in with code/prob-cs/06-distributions.ipynb  295.56 KB
•  ~Get Your Files Here !/1 - Diving in with code/prob-cs/data/ipynb_checkpoints/sleep_data-checkpoint.csv  280.63 KB
•  ~Get Your Files Here !/1 - Diving in with code/prob-cs/data/sleep_data.csv  280.63 KB