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返回到 机器学习基础:案例研究

學生對 华盛顿大学 提供的 机器学习基础:案例研究 的評價和反饋

4.6
12,272 個評分
2,939 條評論

課程概述

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....

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PM
2019年8月18日

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.

BL
2016年10月16日

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

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2751 - 机器学习基础:案例研究 的 2775 個評論(共 2,852 個)

創建者 Diego A A V

2020年11月13日

TuriCreate is not the apropriate tool for practical Machine Learning

創建者 Pawan K S

2016年5月15日

Nice introductory course but too much dependence on graphLab create

創建者 Jesse W

2016年12月24日

It is better if allow me upgrade only when I finished this course.

創建者 Tushar k

2015年11月30日

Good course to begin machine learning with but it's too easy !!

創建者 Konstantinos L

2018年1月8日

Nice course but too easy. Assignments should be more difficult

創建者 Felipe A S S

2021年1月23日

The libraries used on the course are a little bit unsopported

創建者 Atharv J

2020年9月14日

The course should be taught in pandas rather than graphlab.

創建者 Max F

2016年1月10日

Not a bad course, but extremely basic. Was expecting more.

創建者 Adrien L

2017年2月2日

No good without the missing course and capstone projects

創建者 Himanshu R

2020年4月16日

It uses turicreate which is not available for windows .

創建者 Aleksey C

2016年12月11日

....mmm fsdfg gsgsd sgsdgsdg sdsdgsdg ggsgsd sgdsdgsg

創建者 HITESH D

2020年6月15日

Installing software parts gave me a very hard time.

創建者 Bastian M P

2016年6月1日

Could go a little more in detail on the algorithms.

創建者 Jaime O

2017年1月31日

The Deep Learning part needs to be improved

創建者 Chen S

2015年10月26日

Very basic, the quizzes aren't clear enough

創建者 Li-Pu C

2020年10月29日

A little bit too easy, but good for rookie

創建者 Harsh V K

2019年5月8日

Should use Python 3 instead of Python 2

創建者 LỢI L H P

2021年4月3日

sofware guideline is quiet useless

創建者 Yu G

2021年2月7日

No idea what to write here...

創建者 Jorge A C C

2016年5月29日

It is a very simple course.

創建者 RAGHUPATHI R R

2020年6月25日

Good for knowledge

創建者 Fredick A S

2018年4月6日

No python..

創建者 Nasimul J F

2020年8月16日

THANK YOU.

創建者 Kai C

2015年11月24日

Too easy

創建者 Anshu R

2020年9月12日

good