Probability Statistics The Foundations Of Machine Learning

Files Included :

00001 Introduction.mp4 (94.92 MB)
MP4
00002 Code Environment Setup and Python Crash Course.mp4 (320.95 MB)
MP4
00003 Getting Started with Code - Feel of Data.mp4 (213.92 MB)
MP4
00004 Foundations Data Types and Representing Data.mp4 (371.08 MB)
MP4
00005 Practical Note - One-Hot Vector Encoding.mp4 (84.1 MB)
MP4
00006 Exploring Data Types in Code.mp4 (231.06 MB)
MP4
00007 Central Tendency Mean Median and Mode.mp4 (858.48 MB)
MP4
00008 Dispersion and Spread in Data Variance Standard Deviation.mp4 (92.59 MB)
MP4
00009 Dispersion Exploration Through Code.mp4 (196.65 MB)
MP4
00010 Introduction to Uncertainty Probability Intuition.mp4 (135.12 MB)
MP4
00011 Simulating Coin Flips for Probability.mp4 (300.79 MB)
MP4
00012 Conditional Probability the Most Important Concept in Stats.mp4 (290.72 MB)
MP4
00013 Applying Conditional Probability - Bayes Rule.mp4 (136.75 MB)
MP4
00014 Application of Bayes Rule in the Real World - Spam Detection.mp4 (138.4 MB)
MP4
00015 Spam Detection - Implementation Issues.mp4 (723.69 MB)
MP4
00016 Rules for Counting Mostly Optional.mp4 (195.94 MB)
MP4
00017 Quantifying Events - Random Variables.mp4 (111.26 MB)
MP4
00018 Two Random Variables - Joint Probabilities.mp4 (188.94 MB)
MP4
00019 Distributions - Rationale and Importance.mp4 (252.07 MB)
MP4
00020 Discrete Distributions Through Code.mp4 (77.41 MB)
MP4
00021 Continuous Distributions with the Help of an Example.mp4 (193.23 MB)
MP4
00022 Continuous Distributions Code.mp4 (78.57 MB)
MP4
00023 Case Study - Sleep Analysis Structure and Code.mp4 (1.04 GB)
MP4
00024 Visualizing Joint Distributions - The Road to ML Success.mp4 (206.3 MB)
MP4
00025 Dependence and Variance of Two Random Variables.mp4 (190.46 MB)
MP4
00026 Expected Values - Decision Making Through Probabilities.mp4 (63.34 MB)
MP4
00027 Entropy - The Most Important Application of Expected Values.mp4 (242.01 MB)
MP4
00028 Applying Entropy - Coding Decision Trees for Machine Learning.mp4 (547.47 MB)
MP4
00029 Foundations of Bayesian Inference.mp4 (106.68 MB)
MP4
00030 Bayesian Inference Code Through PyMC3.mp4 (314.77 MB)
MP4