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Back to Machine Learning Foundations: A Case Study Approach

Learner Reviews & Feedback for Machine Learning Foundations: A Case Study Approach by University of Washington

4.6
stars
13,536 ratings

About the Course

Do you have data and wonder what it can tell you? Do you need a deeper understanding of the core ways in which machine learning can improve your business? Do you want to be able to converse with specialists about anything from regression and classification to deep learning and recommender systems? In this course, you will get hands-on experience with machine learning from a series of practical case-studies. At the end of the first course you will have studied how to predict house prices based on house-level features, analyze sentiment from user reviews, retrieve documents of interest, recommend products, and search for images. Through hands-on practice with these use cases, you will be able to apply machine learning methods in a wide range of domains. This first course treats the machine learning method as a black box. Using this abstraction, you will focus on understanding tasks of interest, matching these tasks to machine learning tools, and assessing the quality of the output. In subsequent courses, you will delve into the components of this black box by examining models and algorithms. Together, these pieces form the machine learning pipeline, which you will use in developing intelligent applications. Learning Outcomes: By the end of this course, you will be able to: -Identify potential applications of machine learning in practice. -Describe the core differences in analyses enabled by regression, classification, and clustering. -Select the appropriate machine learning task for a potential application. -Apply regression, classification, clustering, retrieval, recommender systems, and deep learning. -Represent your data as features to serve as input to machine learning models. -Assess the model quality in terms of relevant error metrics for each task. -Utilize a dataset to fit a model to analyze new data. -Build an end-to-end application that uses machine learning at its core. -Implement these techniques in Python....

Top reviews

MK

Jul 21, 2019

A great course, really designed to understand the underlying core concepts of machine learning using real-life examples which takes you through all that with little to no programming skills required!

RH

Jun 9, 2017

I felt this course did a good job introducing the student to Machine Learning. The examples and hands on assignments brought the concepts home. I was able to use the knowledge immediately at work.

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1301 - 1325 of 3,158 Reviews for Machine Learning Foundations: A Case Study Approach

By Cheng C

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Jan 24, 2016

Amazing introduction course for Machine Learning beginner!

By 藍元宗 ( L

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Oct 17, 2015

Very interesting and informative course. Thanks, teachers.

By Tauhedur R

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Dec 11, 2024

It’s an amazing way to get knowledge of machine learning.

By Steven D

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Mar 20, 2023

Well structured, well presented.

Great introduction to ML!

By Jacob C

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May 27, 2022

Best course I've ever done online. Loved the instructors.

By zixi l

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Feb 28, 2020

Very clear instructions and helpful assignment! Thank you

By Abhishek S

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Jan 11, 2020

instructor was awesome the way that explain was very easy

By Chintamani K

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Sep 14, 2017

Great course to build a solid machine learning foundation

By Sushil B

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Sep 8, 2016

A perfect kick start to your journey on Machine Learning!

By Namit K

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Apr 25, 2016

excellent introduction and practical application domains.

By Rahul J

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Dec 21, 2015

Well planned, Interesting, Logical, Practical Assignments

By Shivam A

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Apr 20, 2021

Good course every should have try these types of courses

By YERRA V

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Sep 13, 2020

its good to understand the lecture and clear explanation

By Jhon C R

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Aug 30, 2020

very interesting topics covered in the course. Thank you

By Jatin V p

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May 9, 2020

excellent teaching skills by both of the professors!!!!

By Akash R

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Apr 13, 2020

Very Interesting and well explained, absolutely loved it

By Shalini G

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Dec 4, 2018

Nice course to understand the basics of Machine Learning

By Le N P

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Jul 16, 2018

thanks instructorsthis is a great course for learning ML

By XIAO N (

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Jul 13, 2018

I like the approach and this is a relatively easy module

By Kiran B M

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Mar 7, 2018

Awesome course with great practical knowledge. Thank you

By James N

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Nov 14, 2017

great introduction to machine learning with fun examples

By Risong N

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Nov 23, 2016

Well organized. Very practical by using iPython Notebook

By Jignesh K

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Aug 30, 2016

This is a great introductory course on Machine Learning.

By Amit P

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Jun 7, 2016

Great Course..Lots to Learn. Thanks to Emily and Carlos.

By K.A R B

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Dec 12, 2015

Good course. In-depth information about machine learning