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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

SS

May 18, 2020

The course was very informative but I face a lot of problems in installing Graphlab and Turicreate. I request the Mentors please use the Pandas data frame in place of SFrame. The mentors are cool.

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：

1626 - Machine Learning Foundations: A Case Study Approach 的 1650 个评论（共 3,159 个）

创建者 Mai T

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May 17, 2016

Very easy to follow and enjoyable

创建者 César A P M

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Mar 7, 2016

It is very understandable course.

创建者 songwei

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Jan 12, 2016

cool class about machine learning

创建者 Alfonso d F

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Nov 29, 2015

Great introduction to ML concepts

创建者 Rubens P

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Oct 20, 2015

Good examples and very practical!

创建者 Thejaavigna R R

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Nov 10, 2021

useful for my career development

创建者 fernandes m

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Aug 28, 2020

Very good, best that I specteted

创建者 Chiranji L C

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Mar 27, 2019

practical exposure is excellent!

创建者 Ankita M

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Nov 20, 2018

great content and good exercises

创建者 [email protected]

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Jul 17, 2017

very crisp and clear explanation

创建者 Fernando B

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Feb 21, 2017

Best Course on ML yet on the Web

创建者 Laura G

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Feb 20, 2017

Great start to Machine Learning.

创建者 Dmytro K

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Jan 22, 2017

Great intro to Machine Learning!

创建者 Hristo V

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Jan 16, 2017

Fantasic, very practical course!

创建者 José A S P

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Oct 19, 2016

awesome! fantastic! outstanding!

创建者 ewa w

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Jul 17, 2016

great course , great start to ML

创建者 Adedeji A

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May 12, 2016

What a practical course. Awesome

创建者 Dmitry G

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May 11, 2016

Great introduction to the field!

创建者 Abhishek B

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Jun 26, 2021

The course was very informative

创建者 Kartik K

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Apr 25, 2021

Great explained by the mentors.

创建者 Karthikeyan s

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Jul 29, 2020

Super and also very informative

创建者 Imtiaz

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Jun 11, 2020

Fantastic course, enjoyed a lot

创建者 Ramiro d V d S J

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Dec 10, 2019

Está sendo sensacional o curso.

创建者 Zohaib M

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Dec 5, 2018

very good and excellent course.