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Machine Learning for Absolute Beginners - Level 1
Getting Started
Welcome! (6:38)
The Rise of Artificial Intelligence
AI is Coming... (4:22)
Artificial Intelligence (6:14)
Classical Programming (3:12)
Machine Learning (7:13)
Deep Learning (7:51)
Applied vs. Generalized AI (4:19)
Why Now? (9:21)
Quick Check-Point #1
Introduction to Machine Learning
Overview - ML Terminology (1:20)
“Black Box” Metaphor (3:04)
Features and Labels (5:09)
Training a Model (4:49)
Aiming for Generalization (11:23)
Quick Check-Point #2
Classification of ML Systems
The Degree of Supervision (1:44)
#1 - Supervised Learning (6:16)
Classification (5:23)
Regression (7:13)
Quick Check-Point #3
#2 - Unsupervised Learning (3:40)
Clustering (5:09)
Dimension Reduction (5:48)
Quick Check-Point #4
#3 - Reinforcement Learning (5:57)
Decision-Making Agent (7:04)
Quick Check-Point #5
Course Summary
Let's Recap and Thank You! (6:40)
Dimension Reduction
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