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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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13,550 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

AH

Mar 27, 2022

very nice course.If you have basic knowledge of python datastructure then this course is best to start data science.All contents are beginner friendly which makes this course easily understandable.

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.

筛选依据：

1576 - Machine Learning Foundations: A Case Study Approach 的 1600 个评论（共 3,162 个）

创建者 aritrik g

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Jul 22, 2020

cool course, for educational purpose.

创建者 ARAVIND R

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Jul 20, 2020

It was an amazing journey !

Thank you

创建者 Aswin M

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Jun 30, 2019

Very good basics for Machine Learning

创建者 Jens K

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May 13, 2018

Very good intro into the foundations.

创建者 anqi c

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Aug 28, 2017

Great course for entry level students

创建者 Srinath.V

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Jun 8, 2017

Awesome Course!!! Carlos was great!!!

创建者 Rohit y

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Jan 29, 2017

Awesome course and awesome professors

创建者 Hank W

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Jan 27, 2017

This course is absolutely incredible.

创建者 Drew F

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Jan 1, 2017

Challenging to just the right degree!

创建者 Bartosz K

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Dec 16, 2016

Great course and instructors! Thanks!

创建者 paul d b

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Jan 19, 2016

this course is one of the best course

创建者 Etienne V

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Jan 17, 2016

Very good course and very insightful!

创建者 Divyank M

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Jul 23, 2021

This course is filled with knowledge

创建者 Rajesh K V

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Jun 15, 2018

Excellent course on machine learning

创建者 LAKSHMI D A

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Aug 25, 2017

Nice Course To get an Hands On Idea!

创建者 Yao-Lun S

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May 24, 2017

Very great and comprehensive course!

创建者 Sarn

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Dec 5, 2015

Excellent intro to Machine Learning.

创建者 Sayu N S

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Sep 29, 2020

It was really good and informative.

创建者 [email protected]

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Oct 4, 2019

非常值得学习的课程，实用的项目讲解，虽然练习题过于简单，但是内容非常棒

创建者 Justinas S

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Oct 26, 2018

Interesting course, it's our future

创建者 Marco A

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Aug 4, 2017

Muito interessante e bem formatado.

创建者 陶淳

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Dec 3, 2016

great lesson with great professions

创建者 Harshit S

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Oct 22, 2016

Very informative course! Go for it.

创建者 Juan A P G

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May 2, 2016

Great great awesome amazing course!

创建者 Kishwar K

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Feb 6, 2016

Highly recommended. Perfect Course.