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Machine Learning Foundations: A Case Study Approach(으)로 돌아가기

워싱턴 대학교의 Machine Learning Foundations: A Case Study Approach 학습자 리뷰 및 피드백

4.6
별점
12,075개의 평가
2,892개의 리뷰

강좌 소개

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....

최상위 리뷰

SZ
2016년 12월 19일

Great course!\n\nEmily and Carlos teach this class in a very interest way. They try to let student understand machine learning by some case study. That worked well on me. I like this course very much.

BL
2016년 10월 16일

Very good overview of ML. The GraphLab api wasn't that bad, and also it was very wise of the instructors to allow the use of other ML packages. Overall i enjoyed it very much and also leaned very much

필터링 기준:

Machine Learning Foundations: A Case Study Approach의 2,804개 리뷰 중 2501~2525

교육 기관: Jakkamsetti S D

2020년 4월 27일

It's really good studying in Coursera

교육 기관: Om D

2019년 12월 4일

Nice Course with Detailed explanation

교육 기관: Oleg S

2017년 7월 21일

very difficult...a real challenge....

교육 기관: JUTUR S V

2020년 6월 24일

Easy Understanding and good teaching

교육 기관: Alberto M B

2018년 9월 21일

Good overview but basic information.

교육 기관: Neilmani S

2018년 2월 13일

It was one of the amazing Course !!!

교육 기관: Yang W

2016년 3월 10일

A very practical course. Like Emily.

교육 기관: Priyanka J

2020년 6월 18일

Good work but need more explanation

교육 기관: Abhinav M

2018년 4월 1일

Great material to try out ourselves

교육 기관: Dominik S

2017년 6월 26일

Very nice. I think I learned a lot.

교육 기관: Sunny D

2020년 5월 3일

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교육 기관: Shishir S

2017년 5월 28일

Good course for the beginners ....

교육 기관: kulbhushan

2016년 10월 27일

Very informative and useful course

교육 기관: BIAN D

2016년 6월 15일

homework could be more complicated

교육 기관: Royal P

2020년 11월 18일

very knowlegdeful and interesting

교육 기관: Reginald A L

2020년 9월 20일

A good course to learn. Thank You

교육 기관: YuechuanLi

2017년 10월 15일

look this approach for beginners!

교육 기관: Yunqi H

2020년 1월 24일

Great intro class but very fun !

교육 기관: Nitin K

2017년 5월 4일

Pretty good introductory course.

교육 기관: Arish A

2016년 6월 8일

A good introductory level course

교육 기관: Mario G

2016년 4월 26일

Good for an introduction class.

교육 기관: Weiyi W

2018년 6월 11일

Quizs are harder than lessons.

교육 기관: Mehul P

2017년 8월 1일

Nicely explain use case of ML.

교육 기관: Jijo T

2015년 10월 6일

I love the hands on exercises.

교육 기관: Mazen A

2016년 10월 9일

the best introduction for ML.