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學生對 斯坦福大学 提供的 机器学习 的評價和反饋

4.9
121,183 個評分
29,752 個審閱

課程概述

Machine learning is the science of getting computers to act without being explicitly programmed. In the past decade, machine learning has given us self-driving cars, practical speech recognition, effective web search, and a vastly improved understanding of the human genome. Machine learning is so pervasive today that you probably use it dozens of times a day without knowing it. Many researchers also think it is the best way to make progress towards human-level AI. In this class, you will learn about the most effective machine learning techniques, and gain practice implementing them and getting them to work for yourself. More importantly, you'll learn about not only the theoretical underpinnings of learning, but also gain the practical know-how needed to quickly and powerfully apply these techniques to new problems. Finally, you'll learn about some of Silicon Valley's best practices in innovation as it pertains to machine learning and AI. This course provides a broad introduction to machine learning, datamining, and statistical pattern recognition. Topics include: (i) Supervised learning (parametric/non-parametric algorithms, support vector machines, kernels, neural networks). (ii) Unsupervised learning (clustering, dimensionality reduction, recommender systems, deep learning). (iii) Best practices in machine learning (bias/variance theory; innovation process in machine learning and AI). The course will also draw from numerous case studies and applications, so that you'll also learn how to apply learning algorithms to building smart robots (perception, control), text understanding (web search, anti-spam), computer vision, medical informatics, audio, database mining, and other areas....

熱門審閱

CC

Jun 20, 2018

good course; just 2 suggestions: improve the skew data part (week 6) and furnish the formula to evaluate the number of iteration in the window from image dimension, window dimension and step (week 11)

RC

Jul 19, 2019

Amazing course. It gets deep into the content and now I feel I know at least the basics of Machine Learning. This is definitely going to help me on my job! Thanks Andrew and the mentors of the course!

篩選依據:

251 - 机器学习 的 275 個評論(共 28,882 個)

創建者 giorgio d

Nov 24, 2018

really insightful. Now I understand Machine Learning!

創建者 satyam s

Nov 25, 2018

The way Andrew goes through the basics of so many areas is brilliant. This was my first machine learning course and he filled me with knowledge, confidence and hope. Thanks Andrew.. cheers..

創建者 Alexander Z

Nov 25, 2018

Very clear - could use some editing to remove mistakes though.

創建者 Rahul

Nov 25, 2018

It is an amazing course to learn with a lot of fun.

創建者 François N

Nov 26, 2018

Great content, with a reassuring instructor who makes complex mathematical concepts easier to digest.

創建者 HuuDac N

Nov 26, 2018

best course about ML

創建者 Preethi

Nov 24, 2018

Highly recommended course for beginners. Thanks to Andrew Ng sir for his great lessons.

創建者 Jiao Y

Nov 25, 2018

Thanks very much for this gorgeous course. I begin my machine learning from this course and wish I could go further.

創建者 Barnaby D

Nov 25, 2018

Fantastic, clearly a lot of thought has gone into both the lectures and the coursework to make this work really well as an online course.

創建者 Giannis M

Nov 26, 2018

Excellent material and teaching, highly educational and inspiring

創建者 Sudarshan S

Nov 26, 2018

excellent teacher and accessible yet non-trivial content! Thank you.

創建者 sreejus

Nov 24, 2018

Excellent Course !!

創建者 Alex E

Nov 25, 2018

thorough and challenging. learned a lot

創建者 cancan

Nov 26, 2018

great!!!!

創建者 Nikunjkumar R

Nov 26, 2018

A must for any novice on ML

創建者 Saurabh J

Nov 24, 2018

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創建者 Jong L

Dec 12, 2018

great class, love the class, homework is the best way for you to learn the class.

創建者 Carlos J E

Dec 13, 2018

Well structured with practice and perfect examples.

創建者 Pedro T

Dec 13, 2018

Congratulations for the contents of the course, and also for the clarity on the explanations, for the exercices and for web portal.

創建者 Aadil I

Dec 14, 2018

Thank you professor, I have learned a lot from this course :)

創建者 sumingrui

Dec 14, 2018

very good!amazing!!!

創建者 Petr

Dec 14, 2018

best, but octave...

創建者 LYFer

Dec 14, 2018

this is the best lesson of Machine Learning

創建者 Piyush b

Dec 15, 2018

exceptionally worthy, if student does some extra effort

創建者 Evangelos M

Dec 12, 2018

Excellent course, thank you very much Prof . Ng for these great briefly lectures on all the topics. Totally understandable material. I would like also to thank all the mentors for their help!