Versioned model
Train a model, version data and parameters, and reproduce an old result exactly.
All pathsDiscover Coursera PlusAfter step 2 After step 3 After step 4
Data & AI · 41Intermediate
MLOps Engineer
Developers who put AI into production.
Solid Python, machine learning, Rust for data, DevOps and LLMOps, and the software lifecycle.
398hours of coursework
40weeks at 10 h
4steps
17courses
4universities
Target skills
Software DesignSoftware EngineeringRestful APILarge Language ModelingGenerative AIApplication DeploymentCode ReusabilityUnified Modeling LanguageTest Script DevelopmentData ProcessingObject Oriented Programming (OOP)Debugging
Skill labels as listed on Coursera.
Target jobs
- MLOps engineer
- Machine learning engineer
- Data platform engineer
Progression
- 1University of MichiganBeginnerPython, Jupyter, Pillow, pytesseract, OpenCV
Show the 5 courses
Course Level Length Rating (reviews) Python Basics Beginner 27 h 4.8 (18,462) Python Functions, Files, and Dictionaries Beginner 42 h 4.8 (5,448) Data Collection and Processing with Python Intermediate 21 h 4.7 (4,056) Python Classes and Inheritance Intermediate 20 h 4.7 (3,733) Python Project: Software Engineering and Image Manipulation Intermediate 8 h 4.2 (1,533) - 2University of Colorado BoulderIntermediatePython
Show the 3 courses
Course Level Length Rating (reviews) Introduction to Machine Learning: Supervised Learning Intermediate 23 h 4.5 (67) Introduction to Machine Learning: Unsupervised Learning Intermediate 15 h 4.6 (24) Introduction to Deep Learning Intermediate 18 h 4.5 (24) - 3Duke UniversityBeginnerRust, Python, Cargo, Docker, Jenkins, Prometheus, Hugging Face
Show the 5 courses
Course Level Length Rating (reviews) Rust Fundamentals Beginner 40 h 4.0 (255) Data Engineering with Rust Intermediate 64 h 3.5 (72) Rust for DevOps Intermediate 19 h 4.1 (19) Python and Rust with Linux Command Line Tools Intermediate 21 h 5.0 (16) Rust for Large Language Model Operations (LLMOps) Intermediate 17 h 4.3 (15) - 4University of MinnesotaIntermediate
Show the 4 courses
Course Level Length Rating (reviews) Software Development Processes and Methodologies Beginner 21 h 4.7 (2,135) Agile Software Development Intermediate 13 h 4.7 (7,485) Lean Software Development Beginner 11 h 4.6 (433) Engineering Practices for Building Quality Software Intermediate 18 h 4.5 (476)
With Coursera Plus
This path takes 398 hours, about 9 months at 10 hours a week. A Coursera Plus subscription gives access to most of its courses during that time.
Projects to build
Inference service
Serve a model through a fast Rust API, containerised with Docker.
Production monitoring
Detect drift in incoming data and trigger an alert and retraining.
Free textbooks
Think Python, 3rd ed.Allen B. DowneyFree, CC BY-NC-SA 4.0
An Introduction to Statistical Learning (Python)G. James, D. Witten, T. Hastie, R. Tibshirani, J. TaylorFree PDF
The Rust Programming LanguageS. Klabnik, C. Nichols, C. KrychoFree online
Software Engineering at GoogleT. Winters, T. Manshreck, H. Wright (eds.)Free online, CC BY-NC-ND 4.0