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Duke University

DevOps, DataOps, MLOps

Learn how to apply Machine Learning Operations (MLOps) to solve real-world problems. The course covers end-to-end solutions with Artificial Intelligence (AI) pair programming using technologies like GitHub Copilot to build solutions for machine learning (ML) and AI applications. This course is for people working (or seeking to work) as data scientists, software engineers or developers, data analysts, or other roles that use ML. By the end of the course, you will be able to use web frameworks (e.g., Gradio and Hugging Face) for ML solutions, build a command-line tool using the Click framework, and leverage Rust for GPU-accelerated ML tasks. Week 1: Explore MLOps technologies and pre-trained models to solve problems for customers. Week 2: Apply ML and AI in practice through optimization, heuristics, and simulations. Week 3: Develop operations pipelines, including DevOps, DataOps, and MLOps, with Github. Week 4: Build containers for ML and package solutions in a uniformed manner to enable deployment in Cloud systems that accept containers. Week 5: Switch from Python to Rust to build solutions for Kubernetes, Docker, Serverless, Data Engineering, Data Science, and MLOps.

状态:Machine Learning
状态:Docker (Software)
高级设置课程小时

精选评论

SM

4.0评论日期:Dec 22, 2025

A slightly shorter duration could have been better.

RR

5.0评论日期:Jun 24, 2024

Very well explained and great step by step examples

RV

5.0评论日期:Jun 23, 2024

Extremely usefull to understand concepts of MLOps, containers, CI/CD

ND

5.0评论日期:Aug 21, 2024

Great learning resources, concise presentations, and clear explanations of all topics

所有审阅

显示:20/49

Georgi Kolev
1.0
评论日期:Nov 5, 2023
Ramzi Rebai
1.0
评论日期:Aug 2, 2023
Minja Belić
2.0
评论日期:Nov 24, 2023
Mihai Berbec
2.0
评论日期:Apr 22, 2024
Jędrzej Rybczyński
3.0
评论日期:Jun 5, 2023
Jarosław Mąka
2.0
评论日期:Sep 5, 2024
Ray
1.0
评论日期:Jul 20, 2023
Leela Manikanta Siraparapu
1.0
评论日期:Sep 16, 2024
KANJAR DE
3.0
评论日期:Aug 22, 2023
Tobias Cincarek
1.0
评论日期:Jul 13, 2023
AG Santiago
1.0
评论日期:Aug 13, 2023
Raul Vazquez
5.0
评论日期:Jun 24, 2024
riccardo
5.0
评论日期:Jun 25, 2024
Michel Chauvin
2.0
评论日期:Feb 3, 2025
Tomas Bastys
2.0
评论日期:Dec 6, 2024
Nao Awai
2.0
评论日期:Jul 29, 2023
Jacques L. Chereau
2.0
评论日期:Dec 11, 2024
Lars Ditzel
2.0
评论日期:Feb 10, 2025
Andrew Perry
1.0
评论日期:Sep 27, 2023
Nicole D
5.0
评论日期:Aug 22, 2024