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DeepLearning.AI

Machine Learning in Production

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’ll 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’re 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

状态:Continuous Monitoring
状态:System Monitoring
中级课程小时

精选评论

EW

5.0评论日期:Nov 15, 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.

RG

5.0评论日期:Jun 4, 2021

really a great course. It'll really change your way of thinking ML in production use and will help you better understand how can you leverage the power of ML in a way that I'll really create a value

SK

5.0评论日期:Jan 7, 2023

I really enjoy participating in a great class like Andrew's class. It's full of useful and applicable points that I encounter during a real prj. Thanks for sharing this asset with us :))

PK

5.0评论日期:Jan 8, 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.

GS

5.0评论日期:May 25, 2021

Andew Ng is truly a world leader in the field, the way he approaches the subject and the explanations he gives are truly unparalleled. It always a pleasure taking a course he instructs.

IU

5.0评论日期:Dec 5, 2021

I have been involved with deep learning for more than 5 years (in academia), nevertheless learned a lot already. I am very curious about the next courses. Thanks for putting together this course!

AC

5.0评论日期:Jun 8, 2021

I have been working in a large payments technology company for last one year and I can vouch for all the processes Andrew beautifully summarised. It does help a lot working in the industry.

UM

5.0评论日期:Jun 4, 2021

The content of this course has been especially useful for me. I wish there were more emphasis on the tools recommendation as well, but the theoretical knowledge was just fine. Thank you!

TR

5.0评论日期:Feb 11, 2025

Andrew Ng keeps delivering courses of excellent quality! Also, what I like very much about Andrew is that he brings in a lot of positive and sparks the joy for machine learning in you.

SA

4.0评论日期:Jun 24, 2021

I like the acknowledgement of the importance of data quality. Machine learning is much more than just training models. Real benefits can only be achieved when moving to real life data

GD

4.0评论日期:Mar 4, 2023

Good refresher if you already work in ML. A bit longish and could have been shortened.I found the code provided useful to remind the use of KerasIn short, solid but not super mandatory

IM

5.0评论日期:Jun 20, 2021

I would recommend this course to anyone who has to implement models in production. It is an introductory course but it does have a few key concepts that are good to keep in mind.

所有审阅

显示:20/580

Francisco Javier Ramos Alvarez
3.0
评论日期:May 21, 2021
Rajesh RS
2.0
评论日期:Jun 22, 2021
Snehotosh Banerjee
2.0
评论日期:May 22, 2021
Koke Helmes
2.0
评论日期:Jun 3, 2021
Kyung-Hoon Kim
5.0
评论日期:Jul 16, 2021
Gaurav Gupta
5.0
评论日期:May 23, 2021
Mohamed Abbas Hedjazi
5.0
评论日期:May 14, 2021
ismagil uzdenov
5.0
评论日期:Dec 5, 2021
Hari Aakash K
5.0
评论日期:May 16, 2021
Picioroaga Florin
5.0
评论日期:Jul 13, 2021
Wesley Erin Burchnall
4.0
评论日期:May 16, 2021
David Wasserman
2.0
评论日期:Sep 12, 2025
Rawan Lazkani
2.0
评论日期:Jul 9, 2021
Omar Ayman
5.0
评论日期:Jun 20, 2021
Bhargav Upadhyay
5.0
评论日期:Sep 30, 2021
Cristiano Garcia
5.0
评论日期:Jun 11, 2021
Dennis Doerrich
5.0
评论日期:May 21, 2021
Solomon Woldemichael
3.0
评论日期:Sep 1, 2024
Antoine Compagnie
2.0
评论日期:Nov 23, 2021
Keith Kam
5.0
评论日期:Jul 5, 2021