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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

12,847개의 평가
3,061개의 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

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

2019년 8월 18일

The course was well designed and delivered by all the trainers with the help of case study and great examples.\n\nThe forums and discussions were really useful and helpful while doing the assignments.

필터링 기준:

Machine Learning Foundations: A Case Study Approach의 2,982개 리뷰 중 2601~2625

교육 기관: Bhakthavatsala R

2018년 6월 16일

Interactive and very interesting. good for beginners

교육 기관: Fenjin W

2016년 4월 15일

Great course! Hope the slides gets better annotated.

교육 기관: Prashant D

2020년 6월 16일

The course was awesome and so does the Instructors!

교육 기관: Yagyansh S K

2016년 12월 2일

Awesome Teaching Technique Used! Kudos To The Team!

교육 기관: Mitali C

2020년 6월 10일

It was Amazing course ,with amazing instructors :)

교육 기관: Avinash P M

2016년 12월 13일

Assignments could have been little more difficult.

교육 기관: Alvin B K

2020년 8월 17일

Carlos and Emily are really cool. They're cool 😀

교육 기관: 吴青

2017년 12월 6일

didn't reach my expectation but still quite good.

교육 기관: Albert Z

2016년 2월 6일

Hands on should have been more involved/dificult.

교육 기관: Omar H F A

2020년 7월 3일

Very Good introductory course to the field of ML

교육 기관: Gopinath T

2019년 5월 14일

Well structured course with detailed explanation

교육 기관: Sam P

2018년 1월 16일

A bit light on details but a great first course!

교육 기관: Qishen S

2017년 5월 25일

A good overview of ML and tutorial for graphlab.

교육 기관: Harsh R

2020년 5월 18일

The course is little bit outdated.

please update

교육 기관: shadab h

2018년 11월 18일

A must do course to start with Machine Learning

교육 기관: Deleted A

2019년 1월 21일

great class to learn machine learning hands on

교육 기관: Spike Y

2017년 11월 30일

I like the explaining about ipython notebook !

교육 기관: Abid A S

2017년 8월 3일

Good one to start learning some basic concepts

교육 기관: Amilkar A H M

2019년 5월 10일

It's a very good introduction to the subject.

교육 기관: Roberto E

2016년 11월 28일

Interesting but a bit weak for my purposes...

교육 기관: Matic D B

2016년 2월 9일

Great course. Maybe a little bit too basic.

교육 기관: Jayant S

2019년 10월 22일

Explanations must be more comprehensible.

교육 기관: Flavio B

2016년 2월 9일

Most of it I already knew, but was nice.


2015년 11월 23일

A good introduction to machine learning

교육 기관: Charupriya S

2020년 7월 21일

It's really nice course for beginners.