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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.

RM

Feb 2, 2022

I was very disappointed with the exclusion of the final courses and the capstone project. The most interesting part of specialization no longer exists and no plausible justification has been given.

筛选依据：

1601 - Machine Learning Foundations: A Case Study Approach 的 1625 个评论（共 3,162 个）

创建者 Kiran B

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Jan 6, 2016

One of the best courses on coursera

创建者 Luo T

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Dec 4, 2015

Superb organised! Very interesting!

创建者 Rohan S

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Jul 21, 2020

Excellent Course For ML Beginners.

创建者 Omran A S S A R

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Jun 4, 2020

Loved the course. Very insightful.

创建者 S M A J

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Apr 28, 2020

Greate course for machine learning

创建者 Partheepan

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Apr 16, 2020

Usecases are very useful to learn.

创建者 Saad A

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Oct 24, 2019

thank you, one of the best course

创建者 Jerome Z

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Apr 21, 2018

Very Great machine learning Class!

创建者 Shubhanshu S

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Dec 26, 2017

Very basic and informative course

创建者 Dame N

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Oct 31, 2017

What a great course! Wonderfull...

创建者 Zijiao Y

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Jun 24, 2017

pretty cool class for beginners :)

创建者 jesus h a

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Jun 21, 2017

Good and fun way to learn about ML

创建者 m i

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Sep 1, 2016

wonderful.........................

创建者 金禄旸

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Jan 8, 2016

A good course focused on practise.

创建者 Kyrylo S

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Dec 28, 2015

Excellent presentation of material

创建者 Kiên T

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Mar 11, 2024

The useful overview for the start

创建者 Joseph S

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Jun 30, 2021

The most satisfying course so far

创建者 Keyur M

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Jun 2, 2020

A very good course to starting ML

创建者 Rohit A

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Jun 1, 2020

this is very use full for learing

创建者 Koutaiba O A

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May 21, 2020

I liked the content of the course

创建者 NAGARJUNA T

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Apr 28, 2020

Am so Happy to learnt this course

创建者 Smrithi P P

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Apr 17, 2020

This course helped me lot. Worthy

创建者 Jithesh R

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Nov 30, 2018

Great Experience...! Loved it...!

创建者 Pritesh G

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Jul 20, 2018

Good material. Enjoy the Course.

创建者 Rishab R

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Apr 20, 2018

Very well presented and organised