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Structuring Machine Learning Projects, deeplearning.ai

4.8
23,994 個評分
2,652 個審閱

課程信息

You will learn how to build a successful machine learning project. If you aspire to be a technical leader in AI, and know how to set direction for your team's work, this course will show you how. Much of this content has never been taught elsewhere, and is drawn from my experience building and shipping many deep learning products. This course also has two "flight simulators" that let you practice decision-making as a machine learning project leader. This provides "industry experience" that you might otherwise get only after years of ML work experience. After 2 weeks, you will: - Understand how to diagnose errors in a machine learning system, and - Be able to prioritize the most promising directions for reducing error - Understand complex ML settings, such as mismatched training/test sets, and comparing to and/or surpassing human-level performance - Know how to apply end-to-end learning, transfer learning, and multi-task learning I've seen teams waste months or years through not understanding the principles taught in this course. I hope this two week course will save you months of time. This is a standalone course, and you can take this so long as you have basic machine learning knowledge. This is the third course in the Deep Learning Specialization....

熱門審閱

創建者 AM

Nov 23, 2017

I learned so many things in this module. I learned that how to do error analysys and different kind of the learning techniques. Thanks Professor Andrew Ng to provide such a valuable and updated stuff.

創建者 ZZ

Apr 07, 2018

A lot of concrete examples, including those in the lectures and in the tests. Gained some thoughts on how to manage a ML project. Thanks Andrew and deeplearning.ai for providing such a great course.

篩選依據:

2,614 個審閱

創建者 RAMA REDDY R

Feb 21, 2019

Good Course

創建者 Stefan Langer

Feb 20, 2019

It's nice to get some insight into projects. It would be great to have even bigger case studies.

創建者 Caoliangjie

Feb 20, 2019

T

創建者 SAI VASANTH KAKARAPARTHI

Feb 20, 2019

This is the knowledge in which we will get from lots of experience only, but the andrew has shared in this course which might help us in future by saving a lot of time through this course experience

創建者 Matthew Taylor

Feb 19, 2019

Interesting and short course with a lot of advice about setting up projects

創建者 K. Subramanian

Feb 19, 2019

Explained the nuances of Deep Learning that is hard to get from other sources

創建者 Claudio Coppola

Feb 19, 2019

I think this is great at any level of expertise. It makes people aware of design methodologies which are not always intuitive.

創建者 Shuochen Zhang

Feb 18, 2019

内容架构很好,讲得也很实用,但觉得课时有些短,许多重要且有趣的问题都未能得到展开详述。期待后续的扩充课程~~

創建者 imran sarwar

Feb 17, 2019

Well explained !!!

創建者 Nicolo de Groot

Feb 17, 2019

A bit short and light to be a course on its own but still useful in the series.