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Structuring Machine Learning Projects, deeplearning.ai

4.8
22,766 ratings
2,546 reviews

About this Course

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....

Top reviews

By 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.

By YL

Nov 29, 2017

It's a great course! This course gave me a lot of new perspectives in constructing a machine learning project. Especially, the discussion of data distribution in the train/dev/test set is fantastic.

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2,515 Reviews

By MichaelXuan

Jan 20, 2019

Great course, it helps me a lot for structuring the project.

By 冯箫

Jan 20, 2019

这门课提供了很多关于开发深度学习应用的有用策略,对今后的工作十分有帮助

By Arjun Rao

Jan 20, 2019

Definitely the most practical and useful course in the specialisation. Great work!

By Vasileios Toulias

Jan 20, 2019

Really feels like you're in the driver's seat of a big deep learning team. Truly valuable experience.

By Sai Vineeth Kalluru Srinivas

Jan 20, 2019

Highly recommended for deep learning project managers.

By CHEN NI

Jan 20, 2019

Really inspiring, and practical :)

By Reinhold Lamb

Jan 19, 2019

Very helpful insights and hints. Thanks to Andrew Ng!

By Mohamed Fawzy

Jan 19, 2019

very interesting i had learns a lot it will help me in my master thesis

By Anahita Pakiman

Jan 19, 2019

a lot of topics are covered in machine learning course, but this has an upgrade to input from previous course due to changes has happened in AI in last years.

By Elvis Saravia

Jan 18, 2019

Enjoyed the real world scenarios... I think those were super helpful to understand various scenarios and how to strategize ML tool and resources.