YoVDO

A Friendly Introduction to Machine Learning

Offered By: Serrano.Academy via YouTube

Tags

Machine Learning Courses Neural Networks Courses Linear Regression Courses Gradient Descent Courses Logistic Regression Courses Decision Trees Courses Naive Bayes Courses K-Means Clustering Courses

Course Description

Overview

Explore the fundamental algorithms of Machine Learning through this beginner-friendly 31-minute video. Dive into key concepts including Linear Regression, Gradient Descent, Naive Bayes, Decision Trees, Logistic Regression, Neural Networks, Support Vector Machines, Kernel Trick, K-Means Clustering, and Hierarchical Clustering. Gain a comprehensive understanding of Machine Learning basics with practical examples, requiring no prior knowledge. Follow along as each topic is clearly presented with timestamps for easy navigation. For those seeking deeper insights, an extended version is available in a linked playlist.

Syllabus

What is Machine Learning:
Linear Regression:
Gradient Descent:
Naive Bayes:
Decision Trees:
Logistic Regression:
Neural networks:
Support Vector Machines:
Kernel trick:
K-Means clustering:
Hierarchical Clustering:
Summary:


Taught by

Serrano.Academy

Related Courses

Statistical Learning with R
Stanford University via edX
The Analytics Edge
Massachusetts Institute of Technology via edX
Machine Learning 1—Supervised Learning
Brown University via Udacity
The Caltech-JPL Summer School on Big Data Analytics
California Institute of Technology via Coursera
機器學習技法 (Machine Learning Techniques)
National Taiwan University via Coursera