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[Pages:49]CSE/STAT 416

Introduction + Regression

Hunter Schafer University of Washington March 29, 2021

Machine Learning is changing the world.

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It's Everywhere!

Movie Distribution

Advertising

Retail

Search

Coupons

Campaigning

Real Estate

Legal Advice

Human Resources

Dating

Networking

Music

CRM Wearables

Disruptive companies differentiated by

INTELLIGENT APPLICATIONS

using

Machine Learning

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It's Everywhere...

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It's Everywhere...

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What is Machine Learning?

Generically (and vaguely)

Machine Learning is the study of algorithms that improve their performance at some task with experience

Data

ML Method

Intelligence

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Course Overview

This course is broken up into 5 main case studies to explore ML in various contexts/applications.

1. Regression - Predicting housing prices

2. Classification - Positive/Negative reviews (Sentiment analysis)

3. Document Retrieval + Clustering - Find similar news articles

4. Recommender Systems - Given past purchases, what do we recommend to you?

5. Deep Learning - Recognizing objects in images

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