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学生对 DeepLearning.AI 提供的 Machine Learning in Production 的评价和反馈

4.8
3,329 个评分

课程概述

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...

热门审阅

RG

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

DT

Aug 14, 2021

Excellent course, as always. Very well explain for both Data Sicientist, Software engineer and Manager (with some basics undertsanding of ML). One of these courses that Data Sientist should follow.

筛选依据:

126 - Machine Learning in Production 的 150 个评论(共 579 个)

创建者 Kattson B

Aug 14, 2022

It's just amazing!!

It covers a lot of concepts and practices of developing and deploying ML systems.

But we have a plus: tips from Andrew Ng experience.

创建者 Arthur B G

Apr 3, 2024

The course went way beyond what I was expecting to learn. Andrew gives great advice on the role of a machine learning engineer as part of a business.

创建者 Silviu T M

Aug 28, 2023

Really nice course, i really enjoyed all DeepLearning courses till now, helped me re-insure myself and also for a better organization of my projects.

创建者 Khanh T

Jul 12, 2022

Very informative even if with some-experienced data scienctist. I but sill strong recommend to put the lab as compulsory since they're really helpful

创建者 Atul P

May 16, 2022

Really really worthtable to watch this and you will learn like actual practical knowledge which we used to follow in real world buisness ML problems.

创建者 Anirudh A

May 3, 2022

This course is quite informative and one of the best. Highly recommend someone who is keen to learn about Machine learning in production environment.

创建者 Sergio M C Z

Jun 6, 2021

I really enjoyed the course as it did provide very practical insights and recommendations of best practices to implement ML models in the real world.

创建者 Megan M

May 28, 2021

This course is an excellent overview of the steps required to put ML into production. Andrew's explanations are clear, and his examples are spot on.

创建者 Pranav S

Feb 24, 2023

With this course though I have been in the field of ML and DL I was able learn many insights and tips to consider while deploying ML in production.

创建者 Mario G R

Jul 4, 2021

The course was very enjoyable, the readings and classes give you a basic but concise approach of what it means to bring an ML system to production.

创建者 Aswin G

Jun 10, 2021

Excellent resource material to understand the problems faced when deploying ML models in production and how to handle them at each and every stage,

创建者 Yassine e k

Jan 6, 2023

As someone with experience working with Machine Learning in Production, this course contains valuable information to which a can strongly relate

创建者 Yutao W

Apr 5, 2024

A comprehensive yet easy-to-follow guide on scoping an AI project and deploying it to production by iterating through the steps of the AI-SDLC!

创建者 Marc S D M

Dec 30, 2022

As every Andrew Ng's course this one is awesome: all concepts are clearly presented and illustrated. Thanks a lot for sharing your experience.

创建者 Daniel A

Dec 28, 2022

I found the concepts learned from this course very valuable as one begins and iterates through a machine learning operationalization project.

创建者 Kin L K L

Jan 1, 2022

An excellent high level overview of the lifecycle of machine learning model development and deployment with a focus on business applications.

创建者 Tyler G

Jun 11, 2021

Andrew's insights are gold. He explains with clarity and has the foresight to disseminate the knowledge the community needs when we need it.

创建者 Tim T

Mar 16, 2023

Excellent Course! Everyone was right about Andrew! Its the way he breaks everything down! This was just the beginning course! Lets continue!

创建者 Himanshu S

Jan 1, 2023

It is very nice and it is also beginner friendly. Hope you find what you are looking for. This course helped me a lot in improving my skill.

创建者 Fernanda P G

Oct 2, 2021

Este curso pode abrir minha mente sobre várias possibilidades em IA, estou ansiosa para o próximo. Obrigada pela oportunidade de aprender.

创建者 naveen r

Dec 3, 2022

Excellent introductory course helped a lot with my current project with deciding on the right metrics for error and performance analysis

创建者 KIPNGENO K

Jul 23, 2022

This is the best introduction to MLOps that I could find. Thank you Andrew for making these concepts as simple as possible to understand.

创建者 Alessio M

Mar 13, 2023

Amazing course! Andrew explains everything in a super clear way, showing a lot of concrete examples. It's just easy to learn with him.

创建者 Segun U

Nov 8, 2024

This is a wonderful content to behold and it has really shaped my understanding of MLOps, and its application to real-world problems.

创建者 Pegasus金鼎

Jun 6, 2023

Adding practical courses on the basis of the existing ML, the lecturer has very rich work experience and has benefited a lot.

~Albert