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AI: Python Fundamentals for MLOps

Master Python for Seamless MLOps: From Fundamentals to Automation and Workflow Efficiency.

Python Fundamentals for MLOps
5 weeks
3–6 hours per week
Self-paced
Progress at your own speed
Free
Optional upgrade available

There is one session available:

After a course session ends, it will be archivedOpens in a new tab.
Starts May 17

About this course

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Master Python for efficient Machine Learning Operations by building strong programming foundations, creating MLOps automation, and gaining applicable experience.

  • Fundamentals of Python programming: Data types, functions, modules
  • Testing techniques
  • Data manipulation and analysis
  • Work with datasets using Pandas
  • Leveraging NumPy for data science
  • Hands-on coding exercises
  • Apply Python in MLOps workflows

This comprehensive course covers the essential Python skills for succeeding in MLOps roles. Through hands-on exercises, you'll learn:

  • Core Python programming concepts
  • Data manipulation and analysis
  • Containerization of ML models
  • GitHub Actions for automation

Whether you're new to MLOps or an experienced professional, this course equips you with the foundational Python skills to excel in machine learning operations roles.

At a glance

What you'll learn

Skip What you'll learn
  • Interact with APIs and SDKs to build command-line tools and HTTP APIs to solve and automate Machine Learning problems.
  • Work with logic in Python, assigning variables and using different data structures.
  • Write, run and debug tests using Pytest to validate your work.

Who can take this course?

Unfortunately, learners residing in one or more of the following countries or regions will not be able to register for this course: Iran, Cuba and the Crimea region of Ukraine. While edX has sought licenses from the U.S. Office of Foreign Assets Control (OFAC) to offer our courses to learners in these countries and regions, the licenses we have received are not broad enough to allow us to offer this course in all locations. edX truly regrets that U.S. sanctions prevent us from offering all of our courses to everyone, no matter where they live.

This course is part of Machine Learning Operations Professional Certificate Program

Learn more 
Expert instruction
4 skill-building courses
Self-paced
Progress at your own speed
4 months
3 - 6 hours per week

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