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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:

226 - Machine Learning in Production 的 250 个评论(共 579 个)

创建者 Ivan O C

Dec 11, 2021

An amanzing and useful introduction to start any ML project in a industrial context...

创建者 Alejandro C

Jun 4, 2022

All the concepts are explained clearly and the best practices exposed are well useful

创建者 Juan J M B

Mar 29, 2024

Its a great course to get started on conceptualization of a machine learning project

创建者 Kanav K

Feb 26, 2024

basic but good introduction and reminder of key metrics when applying ML practically

创建者 Arian N

Feb 10, 2022

Invaluable guidance on how to approach production-grade projects. Loved the course!

创建者 Nitin M

May 30, 2021

Very useful and complex material made easy to understand by an excellent instructor!

创建者 Susanna H

Oct 17, 2024

Explained so clearly and well! I learned a great deal. Very thoughtfully created!

创建者 Max K

Jul 26, 2022

Instructor provide easy-to-understand concepts and shows actual results concretely!

创建者 Nikolina K

Jun 1, 2021

Very useful topics covered! Andrew explains in a clear way, with a lot of examples.

创建者 Sunwaee

May 17, 2021

Excellent course, as always. That's a really good introduction to ML in production.

创建者 manish d

Jul 15, 2024

One of the best courses for MLOps, easily understandable, begineer friendly course

创建者 Bryan L

Sep 17, 2022

very helpful content! it gives a holistic view on the whole ML project lifecycle.

创建者 AserGarcia

Jun 7, 2021

Great introductory course on the operations to keep a system afloat in production.

创建者 Eddie M

Apr 2, 2022

Very clear and concise, incredibly valuable knowledge and techniques. Thank you.

创建者 Endre H

Feb 6, 2022

The optional lecture was realy a good additional value of this course. Thank you!

创建者 Steven I

Sep 28, 2021

The flow of this course and explanation with examples, made learning quite easy,

创建者 Cuong T M

Jul 17, 2024

Very useful course with best practice for the problem in production environment

创建者 Susan M

Jul 25, 2021

Have not yet competed labs - course in progress. Request for review premature.

创建者 Gaurav P

Aug 30, 2021

extremely helpful course, gave a deep insight of data-centric machine learning

创建者 Nikhil K

Jun 3, 2021

Awesome course. Got to learn a lot of new things related to ML in Production.

创建者 MohammadReza L

Jun 12, 2022

I like this course, it help me to have vision about ML development process.

创建者 paul b

Mar 12, 2022

Yet another excellent well structured and informative course from Andrew!!!

创建者 Shawn L

Dec 14, 2021

Indeed a great course. It changes your way of thinking in Machine Learning.

创建者 Shubham S

Aug 22, 2021

Learnt a lot new and applicable concepts and practices. Highly recommended.

创建者 Pradeep N

Mar 17, 2024

Even though intro, it introduces some very practical and advanced concepts