Embark on a comprehensive journey through the fundamentals of machine learning in this 3.5-hour tutorial series. Gain a friendly introduction to key concepts, explore testing methodologies and error metrics, and master the ROC curve in just 10 minutes. Delve into linear and logistic regression, understand the perceptron algorithm, and discover the power of Support Vector Machines (SVMs). Conclude by unraveling the Gini Impurity Index in a concise 8-minute explanation, equipping yourself with essential knowledge for navigating the world of machine learning algorithms and techniques.
Overview
Syllabus
A Friendly Introduction to Machine Learning.
Machine Learning: Testing and Error Metrics.
ROC (Receiver Operating Characteristic) Curve in 10 minutes!.
Linear Regression: A friendly introduction.
Logistic Regression and the Perceptron Algorithm: A friendly introduction.
Support Vector Machines (SVMs): A friendly introduction.
The Gini Impurity Index explained in 8 minutes!.
Taught by
Serrano.Academy
