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返回到 Machine Learning Foundations: A Case Study Approach

学生对 University of Washington 提供的 Machine Learning Foundations: A Case Study Approach 的评价和反馈

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13,543 个评分

课程概述

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....

热门审阅

RH

Jun 8, 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.

MK

Jul 20, 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!

筛选依据：

1551 - Machine Learning Foundations: A Case Study Approach 的 1575 个评论（共 3,159 个）

创建者 Karundeep Y

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Feb 9, 2016

What a course it is?

Totally thrilled...

创建者 Yegwende V T

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Feb 8, 2016

Great introduction to Machine Learning.

创建者 Ihar M

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Jan 24, 2016

Great and well prepared course. Thanks!

创建者 Ramya K

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Dec 6, 2015

Good case studies and teaching sessions

创建者 Sudipta C

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Dec 17, 2020

The course is very much useful for me.

创建者 A.BOVAS H B

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Jul 6, 2020

Very useful and informative. Thank you

创建者 Gautham L

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Nov 15, 2019

Really a good course for the beginners

创建者 Mang N

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Dec 15, 2018

以实际案例结合的讲解，非常有意义，对于新手来说，更能亲自体验到机器学习的强大

创建者 Mohammad S K

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May 12, 2018

It was not easy for Novice like me. :)

创建者 Deleted A

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Aug 2, 2017

Great course and Awesome instructors!!

创建者 Kamlesh K

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Jul 14, 2017

Very Easily Explained The ML Concepts.

创建者 Chen Q

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Jun 18, 2017

Good instructions and course projects.

创建者 Garvish

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Jun 13, 2017

Great Information and organised course

创建者 Kris R

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Mar 21, 2017

Informative, good survey of the field.

创建者 adil f

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Feb 21, 2017

A very interactive and learning course

创建者 omar F

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Dec 4, 2016

Very good course for quick learning !!

创建者 孙朔

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Aug 16, 2016

A very nice class really helps a lot ！

创建者 Lisaiceland D

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Nov 15, 2015

fantastic course! really mean that ;-)

创建者 Asad M

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Dec 30, 2021

Very Informative and Helpful Content.

创建者 Lijie Y

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Dec 25, 2021

Quite practical, I am amazed by that!

创建者 1085_PRITISH P

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Nov 5, 2021

very nice course , really informative

创建者 arun k g

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Jul 17, 2021

I enjoyed the machine learning a lot.

创建者 GOKULAVASAN.B

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Apr 6, 2021

Very Excellent and Informative Course

创建者 vinay k s

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Oct 26, 2020

This is very good for Machin Learning

创建者 aritrik g

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Jul 22, 2020

cool course, for educational purpose.