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Instructional Video9:43
Packt

Probability Statistics - The Foundations of Machine Learning - Applying Conditional Probability - Bayes Rule

Higher Ed
In this video, you will learn how to apply conditional probability - Bayes rule. This clip is from the chapter "Applications and Rules for Probability" of the series "Probability / Statistics - The Foundations of Machine Learning".In...
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Instructional Video20:12
Packt

Probability Statistics - The Foundations of Machine Learning - Continuous Distributions with the Help of an Example

Higher Ed
In this video, we will cover continuous distributions - probability densities. This clip is from the chapter "Random Variables - Rationale and Applications" of the series "Probability / Statistics - The Foundations of Machine...
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Instructional Video11:06
Packt

Probability Statistics - The Foundations of Machine Learning - Dispersion Exploration Through Code

Higher Ed
In this video, we will cover dispersion exploration through code. This clip is from the chapter "Measures of Spread" of the series "Probability / Statistics - The Foundations of Machine Learning".In this section, we will cover measures...
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Instructional Video6:38
Packt

Probability Statistics - The Foundations of Machine Learning - Expected Values - Decision Making Through Probabilities

Higher Ed
In this video, we will cover expected values for decision-making through probabilities. This clip is from the chapter "Applications to the Real World" of the series "Probability / Statistics - The Foundations of Machine Learning".In this...
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Instructional Video18:31
Packt

Probability Statistics - The Foundations of Machine Learning - Distributions - Rationale and Importance

Higher Ed
In this video, we will cover distributions for rationale and importance. This clip is from the chapter "Random Variables - Rationale and Applications" of the series "Probability / Statistics - The Foundations of Machine Learning".In this...
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Instructional Video13:49
Packt

Probability Statistics - The Foundations of Machine Learning - Two Random Variables - Joint Probabilities

Higher Ed
In this video, we will cover two random variables with the help of an example. This clip is from the chapter "Random Variables - Rationale and Applications" of the series "Probability / Statistics - The Foundations of Machine...
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Instructional Video18:19
Packt

Probability Statistics - The Foundations of Machine Learning - Case Study: Sleep Analysis, Structure, and Code

Higher Ed
In this video, we will cover a case study for sleep analysis, structure, and code. This clip is from the chapter "Random Variables - Rationale and Applications" of the series "Probability / Statistics - The Foundations of Machine...
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Instructional Video13:06
Packt

Probability Statistics - The Foundations of Machine Learning - Visualizing Joint Distributions - The Road to ML Success

Higher Ed
In this video, you will learn how to visualize joint distributions - the road to ML success. This clip is from the chapter "Visualization in Intuition Building" of the series "Probability / Statistics - The Foundations of Machine...
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Instructional Video11:17
Packt

Probability Statistics - The Foundations of Machine Learning - Dependence and Variance of Two Random Variables

Higher Ed
In this video, we will cover the dependence and variance of two random variables. This clip is from the chapter "Visualization in Intuition Building" of the series "Probability / Statistics - The Foundations of Machine Learning".In this...
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Instructional Video19:38
Packt

Probability Statistics - The Foundations of Machine Learning - Central Tendency, Mean, Median, and Mode

Higher Ed
In this video, we will cover central tendency, mean, median, and mode. This clip is from the chapter "Diving in with Code" of the series "Probability / Statistics - The Foundations of Machine Learning".In this section, we will first set...
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Instructional Video2:18
Packt

Probability Statistics - The Foundations of Machine Learning - Introduction

Higher Ed
Welcome to the course. This is a quick introduction video to the course. This clip is from the chapter "Diving in with Code" of the series "Probability / Statistics - The Foundations of Machine Learning".In this section, we will first...
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Instructional Video6:16
Packt

Probability Statistics - The Foundations of Machine Learning - Bayesian Inference Code Through PyMC3

Higher Ed
In this video, we will cover Bayesian inference code through PyMC3. This clip is from the chapter "Applications to the Real World" of the series "Probability / Statistics - The Foundations of Machine Learning".In this section, we will...
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Instructional Video22:02
Packt

Probability Statistics - The Foundations of Machine Learning - Conditional Probability, the Most Important Concept in Stats

Higher Ed
In this video, we will cover conditional probability, the most important concept in stats. This clip is from the chapter "Applications and Rules for Probability" of the series "Probability / Statistics - The Foundations of Machine...
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Instructional Video12:18
Packt

Probability Statistics - The Foundations of Machine Learning - Introduction to Uncertainty, Probability Intuition

Higher Ed
In this video, we will cover a quick introduction to uncertainty, probability intuition. This clip is from the chapter "Applications and Rules for Probability" of the series "Probability / Statistics - The Foundations of Machine...
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Instructional Video17:19
Packt

Probability Statistics - The Foundations of Machine Learning - Simulating Coin Flips for Probability

Higher Ed
In this video, we will cover simulating coin flips for probability. This clip is from the chapter "Applications and Rules for Probability" of the series "Probability / Statistics - The Foundations of Machine Learning".In this section, we...
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Instructional Video10:12
Packt

Probability Statistics - The Foundations of Machine Learning - Spam Detection - Implementation Issues

Higher Ed
In this video, we will cover spam detection - implementation issues. This clip is from the chapter "Applications and Rules for Probability" of the series "Probability / Statistics - The Foundations of Machine Learning".In this section,...
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Instructional Video8:25
Packt

Probability Statistics - The Foundations of Machine Learning - Application of Bayes Rule in the Real World - Spam Detection

Higher Ed
In this video, we will cover the application of the Bayes rule in a real-world example for spam detection. This clip is from the chapter "Applications and Rules for Probability" of the series "Probability / Statistics - The Foundations...
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Instructional Video12:22
Packt

Probability Statistics - The Foundations of Machine Learning - Exploring Data Types in Code

Higher Ed
In this video, you will learn how to explore data types in code. This clip is from the chapter "Diving in with Code" of the series "Probability / Statistics - The Foundations of Machine Learning".In this section, we will first set up our...
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Instructional Video18:49
Packt

Probability Statistics - The Foundations of Machine Learning - Entropy - The Most Important Application of Expected Values

Higher Ed
In this video, we will cover Entropy - the most important application of expected values. This clip is from the chapter "Applications to the Real World" of the series "Probability / Statistics - The Foundations of Machine Learning".In...
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Instructional Video16:37
Curated Video

Probability Statistics - The Foundations of Machine Learning - Rules for Counting (Mostly Optional)

Higher Ed
In this video, we will cover the rules for counting. This clip is from the chapter "Counting" of the series "Probability / Statistics - The Foundations of Machine Learning".In this section, you will learn the rules for counting.
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Instructional Video10:13
Packt

Probability Statistics - The Foundations of Machine Learning - Quantifying Events - Random Variables

Higher Ed
In this video, we will cover quantifying events - random variables. This clip is from the chapter "Random Variables - Rationale and Applications" of the series "Probability / Statistics - The Foundations of Machine Learning".In this...
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Instructional Video12:00
Packt

Probability Statistics - The Foundations of Machine Learning - Getting Started with Code: Feel of Data

Higher Ed
In this video, we will get started with coding. This clip is from the chapter "Diving in with Code" of the series "Probability / Statistics - The Foundations of Machine Learning".In this section, we will first set up our working...
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Instructional Video26:59
Packt

Probability Statistics - The Foundations of Machine Learning - Applying Entropy - Coding Decision Trees for Machine Learning

Higher Ed
In this video, you will learn how to apply Entropy by coding decision trees for machine learning. This clip is from the chapter "Applications to the Real World" of the series "Probability / Statistics - The Foundations of Machine...
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Instructional Video5:06
Packt

Probability Statistics - The Foundations of Machine Learning - Continuous Distributions Code

Higher Ed
In this video, we will cover continuous distributions code. This clip is from the chapter "Random Variables - Rationale and Applications" of the series "Probability / Statistics - The Foundations of Machine Learning".In this section, we...

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