IIRF Online > Development > Data Science > Machine Learning > Machine Learning for Absolute Beginners - Level 1
Machine Learning for Absolute Beginners - Level 1 by Udemy
Learn the Fundamental Concepts of Artificial Intelligence and Machine Learning as the Next Game-Changing Technology
Course Highlights
- Artificial Intelligence, Machine Learning and Deep Learning
- Applied vs. Generalized AI
- Features, Labels, Examples
- The Process of Training a Model
- Under-fitting and Over-fitting
- Supervised/Unsupervised Learning
- Classification and Regression
- Clustering and Dimension Reduction
- Reinforcement Learning
Skills you will learn!
Curriculum
2 Topics
Welcome!
Before you start....
8 Topics
AI is Coming...
Artificial Intelligence
Classical Programming
Machine Learning
Deep Learning
Applied vs. Generalized AI
Why Now?
Quick Check-Point #1
6 Topics
Overview - ML Terminology
The “Black Box” Metaphor
Features and Labels
Training a Model
Aiming for Generalization
Quick Check-Point #2
12 Topics
The Degree of Supervision
#1 - Supervised Learning
Classification
Regression
Quick Check-Point #3
#2 - Unsupervised Learning
Clustering
Dimension Reduction
Quick Check-Point #4
#3 - Reinforcement Learning
Decision-Making Agent
Quick Check-Point #5
2 Topics
Let's Recap and Thank You!
** BONUS **
Machine Learning for Absolute Beginners - Level 1
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