Instructional Video9:43
Curated Video

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.
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This clip is from the chapter "Applications and Rules for Probability" of the series "Probability / Statistics - The Foundations of Machine...
Instructional Video20:12
Curated Video

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.
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This clip is from the chapter "Random Variables - Rationale and Applications" of the series "Probability / Statistics - The Foundations of Machine...
Instructional Video11:06
Curated Video

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

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

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.
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This clip is from the chapter "Applications to the Real World" of the series "Probability / Statistics - The Foundations of Machine...
Instructional Video18:31
Curated Video

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

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

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.
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This clip is from the chapter "Random Variables - Rationale and Applications" of the series "Probability / Statistics - The Foundations of Machine...
Instructional Video18:19
Curated Video

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.
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This clip is from the chapter "Random Variables - Rationale and Applications" of the series "Probability / Statistics - The Foundations of...
Instructional Video13:06
Curated Video

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.
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This clip is from the chapter "Visualization in Intuition Building" of the series "Probability / Statistics - The Foundations of...
Instructional Video11:17
Curated Video

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.
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This clip is from the chapter "Visualization in Intuition Building" of the series "Probability / Statistics - The Foundations of Machine...
Instructional Video6:16
Curated Video

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.
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This clip is from the chapter "Applications to the Real World" of the series "Probability / Statistics - The Foundations of Machine Learning".In this...
Instructional Video19:38
Curated Video

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.
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This clip is from the chapter "Diving in with Code" of the series "Probability / Statistics - The Foundations of Machine Learning".In this section, we...
Instructional Video2:18
Curated Video

Probability Statistics - The Foundations of Machine Learning - Introduction

Higher Ed
Welcome to the course. This is a quick introduction video to the course.
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This clip is from the chapter "Diving in with Code" of the series "Probability / Statistics - The Foundations of Machine Learning".In this section, we...
Instructional Video22:02
Curated Video

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.
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This clip is from the chapter "Applications and Rules for Probability" of the series "Probability / Statistics - The Foundations of...
Instructional Video12:18
Curated Video

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.
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This clip is from the chapter "Applications and Rules for Probability" of the series "Probability / Statistics - The Foundations of...
Instructional Video17:19
Curated Video

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.
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This clip is from the chapter "Applications and Rules for Probability" of the series "Probability / Statistics - The Foundations of Machine Learning".In this...
Instructional Video10:12
Curated Video

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

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

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.
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This clip is from the chapter "Applications and Rules for Probability" of the series "Probability / Statistics - The...
Instructional Video12:22
Curated Video

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.
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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...
Instructional Video18:49
Curated Video

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.
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This clip is from the chapter "Applications to the Real World" of the series "Probability / Statistics - The Foundations of Machine...
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.<br<br/>/>

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.
Instructional Video10:13
Curated Video

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

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

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.
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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...
Instructional Video18:51
Curated Video

Probability Statistics - The Foundations of Machine Learning - Code Environment Setup and Python Crash Course

Higher Ed
In this video, we will first set up the code environment and then have a quick Python crash course.
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This clip is from the chapter "Diving in with Code" of the series "Probability / Statistics - The Foundations of Machine...
Instructional Video26:59
Curated Video

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.
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This clip is from the chapter "Applications to the Real World" of the series "Probability / Statistics - The Foundations of...

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