In this video, we will cover central tendency, mean, median, and mode.
<
br/>
This clip is from the chapter "Diving in with Code" of the series "Probability / Statistics - The Foundations of Machine Learning".In this section, we...

This video explains a lab session on a decision tree, getting dependencies, and how to create mock data.
<
br/>
This clip is from the chapter "Labs" of the series "Fundamentals of Machine Learning".This section explains the various...

In this video, we will cover continuous distributions - probability densities.
<
br/>
This clip is from the chapter "Random Variables - Rationale and Applications" of the series "Probability / Statistics - The Foundations of Machine...

In this video, we will cover spam detection - implementation issues.
<
br/>
This clip is from the chapter "Applications and Rules for Probability" of the series "Probability / Statistics - The Foundations of Machine Learning".In...

This video explains decision tree - learning steps.
<
br/>
This clip is from the chapter "Classification using decision trees" of the series "Practical Data Science Using Python".This section explains classification using decision...

This video explains decision tree - model optimization using grid search cross validation.
<
br/>
This clip is from the chapter "Classification using decision trees" of the series "Practical Data Science Using Python".This section...

This video explains decision tree - Gini Index and Entropy Measures.
<
br/>
This clip is from the chapter "Classification using decision trees" of the series "Practical Data Science Using Python".This section explains classification...

In this video, we will understand entropy.
<
br/>
This clip is from the chapter "Classification Algorithms: Decision Tree" of the series "Python for Machine Learning - The Complete Beginner's Course".In this section, we will cover...

In this video, we will have a quick introduction to decision trees.
<
br/>
This clip is from the chapter "Classification Algorithms: Decision Tree" of the series "Python for Machine Learning - The Complete Beginner's Course".In this...

In this video, you will learn about results prediction and accuracy.
<
br/>
This clip is from the chapter "Classification Algorithms: Decision Tree" of the series "Python for Machine Learning - The Complete Beginner's Course".In...

Physical Chemistry: Entropy, Enthalpy Calculation

What the heck is entropy?! You've heard a dozen different explanations. Disorder, microstates, Carnot engines... so many different wordings and interpretations! Really, they are all related, so let's go through a few different...

Entropy explained with simulations. Intuitively understand entropy. Why Heat only flows one direction. Physics lecture with simulations of the system. The reason is because of statistics and more specifically multiplicity. We will...

Partial Derivatives: Total Differentials

The Chelate Effect Makes Complexes More Stable

Why do some things dissolve in water while others don't? Is a supersaturated solution just a beaker with a cape? All this and more!

This video explains the elastic properties of rubber and how its molecular structure allows it to stretch and return to its original shape. It also discusses the role of entropy, as well as various treatments and processes to enhance its...

We've all heard of the Laws of Thermodynamics, but what are they really? What the heck is entropy and what does it mean for the fate of the universe? How does soap work?! So many questions answered in this clip! Enjoy!