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Machine Learning

Course

In this course, you'll learn how to apply Supervised, Unsupervised and Reinforcement Learning techniques for solving a range of data science problems.

In this course, you'll learn how to apply Supervised, Unsupervised and Reinforcement Learning techniques for solving a range of data science problems.

Last Updated March 4, 2022

Prerequisites:

No experience required

Course Lessons

Lesson 1

ML is the ROX

Lesson 2

SL 1 - Decision Trees

Lesson 3

SL 2 - Regression & Classification

Lesson 4

SL 3 - Neural Networks

Lesson 5

SL 4 - Instance Based Learning

Lesson 6

SL 5 - Ensemble B&B

Lesson 7

SL 6 - Kernel Methods & SVMs

Lesson 8

SL 7 - Comp Learning Theory

Lesson 9

SL 8 - VC Dimensions

Lesson 10

SL 9 - Bayesian Learning

Lesson 11

SL 10 - Bayesian Inference

Lesson 12

UL 1 - Randomized Optimization

Lesson 13

UL 2 - Clustering

Lesson 14

UL 3 - Feature Selection

Lesson 15

UL 4 - Feature Transformation

Lesson 16

UL 5 - Info Theory

Lesson 17

RL 1 - Markov Decision Processes

Lesson 18

RL 2 - Reinforcement Learning

Lesson 19

RL 3 - Game Theory

Lesson 20

RL 4 - Game Theory Continued

Lesson 21

Outro

Taught By The Best

Photo of Michael Littman

Michael Littman

Instructor

Photo of Charles Isbell

Charles Isbell

Instructor

Photo of Pushkar Kolhe

Pushkar Kolhe

Instructor

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Demonstrate proficiency with practical projects

Projects are based on real-world scenarios and challenges, allowing you to apply the skills you learn to practical situations, while giving you real hands-on experience.

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Reviewers provide timely and constructive feedback on your project submissions, highlighting areas of improvement and offering practical tips to enhance your work.

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