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Learner Reviews & Feedback for Machine Learning in Production by DeepLearning.AI

4.8
stars
3,323 ratings

About the Course

In this Machine Learning in Production course, you will build intuition about designing a production ML system end-to-end: project scoping, data needs, modeling strategies, and deployment patterns and technologies. You will learn strategies for addressing common challenges in production like establishing a model baseline, addressing concept drift, and performing error analysis. You鈥檒l follow a framework for developing, deploying, and continuously improving a productionized ML application. Understanding machine learning and deep learning concepts is essential, but if you鈥檙e looking to build an effective AI career, you need experience preparing your projects for deployment as well. Machine learning engineering for production combines the foundational concepts of machine learning with the skills and best practices of modern software development necessary to successfully deploy and maintain ML systems in real-world environments. Week 1: Overview of the ML Lifecycle and Deployment Week 2: Modeling Challenges and Strategies Week 3: Data Definition and Baseline...

Top reviews

EW

Nov 16, 2024

I learned many new perspective on how I can build my machine learning product and some pitfalls that could happen. It gives me fundamental on how do I design my product better.

PK

Jan 9, 2023

Excellent course! Andrew Ng is an exceptional human being. His teaching skill are impeccable and you as a student actually are interested in what he's telling you and learn more.

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276 - 300 of 577 Reviews for Machine Learning in Production

By Justas K

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May 27, 2021

High abstraction level with toy examples on very complex things.

By Gustavo L

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Sep 29, 2022

Temas interesantes, buena visi贸n general de un proyecto de ML.

By aadarsh a

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Jan 27, 2022

this is the best machine learning course which i have seen ever

By Nalinda K

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Nov 27, 2023

Excellent learning experience from a experienced professional.

By Mauricio R

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Nov 11, 2021

Outstanding course, great depth and breath of ML in production

By Marina M

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Jan 29, 2023

Thanks, Andrew <3 hope to work with this great mindset oneday

By Faruch A

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Oct 30, 2021

One of the best non-academic course I have ever experienced.

By DIEGO F S C

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Jun 26, 2021

Good explanations of the principal problems in the ML project

By PRADYUMNA K

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May 19, 2021

Great course! Easy to understand with many examples explained

By Nikhil S

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Apr 29, 2022

Awesome Course, full of insightful knowledge from Andrew Ng.

By Apoorv A

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Mar 10, 2022

Would have loved a programming assignment with this course.

By GB L

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Jun 27, 2021

Nicely introduced the MLOps and illustrated some real cases.

By Bonginhlanhla M

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Sep 1, 2023

The course was great and it offers a lot of useful insights

By Sean M

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Jan 2, 2023

Very useful and relevant for project managing an AI project

By L峄檆 膼

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Aug 3, 2021

It's time to say thank you for this course and Mr Andrew Ng

By Cameron D K

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May 31, 2021

Very good course. Full of knowledgeable advice from a pro.

By Kevin D

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Sep 19, 2021

Really well-structured videos that are easy to understand.

By Pawe艂 K

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Sep 13, 2021

Again, great material and a lot food for thought! Thanks !

By DingYi

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May 15, 2022

many real-world experience that helps ML in applications.

By Sagar D

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May 1, 2022

found insightful. A lot of practicle aspects been shared.

By Walt H

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Aug 26, 2021

Very straight to the point with fun and insightful labs!

By Yogesh G

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Jul 29, 2025

Very Good course ,I recommend for Data Engineer .Thanks!

By Francois F

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Oct 15, 2023

As always, Dr. Andrew Ng. delivers courses very clearly.

By TRAN N T

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Nov 11, 2022

Great introduction to ML projects aimed for Production.

By Trung P L

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Jul 21, 2022

Very useful course, special thanks to teacher Andrew NG