Learning - Lecture 4 - CS50's Introduction to Artificial Intelligence with Python 2020

Name: Learning - Lecture 4 - CS50's Introduction to Artificial Intelligence with Python 2020
Uploaded: 2020-04-10T13:27:51Z
Channel: CS50
Description: 00:00:00 - Introduction 00:00:15 - Machine Learning 00:01:15 - Supervised Learning 00:08:11 - Nearest-Neighbor Classification 00:12:30 - Perceptron Lear...

CS50 · Beginner ·📐 ML Fundamentals ·5y ago

00:00:00 - Introduction 00:00:15 - Machine Learning 00:01:15 - Supervised Learning 00:08:11 - Nearest-Neighbor Classification 00:12:30 - Perceptron Learning 00:33:19 - Support Vector Machines 00:39:31 - Regression 00:42:37 - Loss Functions 00:49:33 - Overfitting 00:55:44 - Regularization 00:59:42 - scikit-learn 01:09:57 - Reinforcement Learning 01:13:02 - Markov Decision Processes 01:19:56 - Q-learning 01:38:54 - Unsupervised Learning 01:40:19 - k-means Clustering This course explores the concepts and algorithms at the foundation of modern artificial intelligence, diving into the ideas that g…

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Chapters (16)

Introduction

0:15 Machine Learning

1:15 Supervised Learning

8:11 Nearest-Neighbor Classification

12:30 Perceptron Learning

33:19 Support Vector Machines

39:31 Regression

42:37 Loss Functions

49:33 Overfitting

55:44 Regularization

59:42 scikit-learn

1:09:57 Reinforcement Learning

1:13:02 Markov Decision Processes

1:19:56 Q-learning

1:38:54 Unsupervised Learning

1:40:19 k-means Clustering

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