Instructional Video10:34
Crash Course

Bayes in Science and Everyday Life - Crash Course Statistics

12th - Higher Ed
Today we're going to finish up our discussion of Bayesian inference by showing you how we can it be used for continuous data sets and be applied both in science and everyday life. From A/B testing of websites and getting a better...
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 Video11:44
Curated Video

Probability Statistics - The Foundations of Machine Learning - Foundations of Bayesian Inference

Higher Ed
In this video, we will cover the foundations of Bayesian inference.
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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 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 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 Video9:38
Curated Video

Probability Statistics - The Foundations of Machine Learning - Dispersion and Spread in Data, Variance, Standard Deviation

Higher Ed
In this video, we will cover dispersion and spread in data, variance, standard deviation.
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This clip is from the chapter "Measures of Spread" of the series "Probability / Statistics - The Foundations of Machine Learning".In...
Instructional Video4:50
Curated Video

Probability Statistics - The Foundations of Machine Learning - Practical Note: One-Hot Vector Encoding

Higher Ed
In this video, we will cover one-hot vector encoding.
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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...
Instructional Video21:32
Curated Video

Probability Statistics - The Foundations of Machine Learning - Foundations, Data Types, and Representing Data

Higher Ed
In this video, we will cover foundations, data types, and representing data.
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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,...
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...
Instructional Video5:06
Curated Video

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

Higher Ed
In this video, we will cover continuous distributions code.
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This clip is from the chapter "Random Variables - Rationale and Applications" of the series "Probability / Statistics - The Foundations of Machine Learning".In this...
Instructional Video5:07
Curated Video

Probability Statistics - The Foundations of Machine Learning - Discrete Distributions Through Code

Higher Ed
In this video, we will cover discrete distributions through code.
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This clip is from the chapter "Random Variables - Rationale and Applications" of the series "Probability / Statistics - The Foundations of Machine Learning".In...
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 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 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 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 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 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 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 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 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 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 Video18:49
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 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...