PacktPub - Probability Statistics - The Foundations Of Machine Learning [Video]

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Files Included :

00001 Introduction.mp4 (94.92 MB)
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00002 Code Environment Setup and Python Crash Course.mp4 (320.95 MB)
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00003 Getting Started with Code - Feel of Data.mp4 (213.92 MB)
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00004 Foundations Data Types and Representing Data.mp4 (371.08 MB)
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00005 Practical Note - One-Hot Vector Encoding.mp4 (84.1 MB)
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00006 Exploring Data Types in Code.mp4 (231.06 MB)
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00007 Central Tendency Mean Median and Mode.mp4 (858.48 MB)
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00008 Dispersion and Spread in Data Variance Standard Deviation.mp4 (92.59 MB)
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00009 Dispersion Exploration Through Code.mp4 (196.65 MB)
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00010 Introduction to Uncertainty Probability Intuition.mp4 (135.12 MB)
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00011 Simulating Coin Flips for Probability.mp4 (300.79 MB)
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00012 Conditional Probability the Most Important Concept in Stats.mp4 (290.72 MB)
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00013 Applying Conditional Probability - Bayes Rule.mp4 (136.75 MB)
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00014 Application of Bayes Rule in the Real World - Spam Detection.mp4 (138.4 MB)
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00015 Spam Detection - Implementation Issues.mp4 (723.69 MB)
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00016 Rules for Counting Mostly Optional.mp4 (195.94 MB)
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00017 Quantifying Events - Random Variables.mp4 (111.26 MB)
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00018 Two Random Variables - Joint Probabilities.mp4 (188.94 MB)
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00019 Distributions - Rationale and Importance.mp4 (252.07 MB)
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00020 Discrete Distributions Through Code.mp4 (77.41 MB)
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00021 Continuous Distributions with the Help of an Example.mp4 (193.23 MB)
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00022 Continuous Distributions Code.mp4 (78.57 MB)
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00023 Case Study - Sleep Analysis Structure and Code.mp4 (1.04 GB)
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00024 Visualizing Joint Distributions - The Road to ML Success.mp4 (206.3 MB)
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00025 Dependence and Variance of Two Random Variables.mp4 (190.46 MB)
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00026 Expected Values - Decision Making Through Probabilities.mp4 (63.34 MB)
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00027 Entropy - The Most Important Application of Expected Values.mp4 (242.01 MB)
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00028 Applying Entropy - Coding Decision Trees for Machine Learning.mp4 (547.47 MB)
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00029 Foundations of Bayesian Inference.mp4 (106.68 MB)
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00030 Bayesian Inference Code Through PyMC3.mp4 (314.77 MB)
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Probability-Statistics---The-Foundations-of-Machine-Learning-main.zip (55.19 MB)
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