MLOps Training and Skills

Learn MLOps through deployment, monitoring and pipelines. Develop skills to maintain machine learning systems in production, with training matched to your programming and model development experience.

MLOps courses to explore

MLOps courses for beginners

New to MLOps? Learn model deployment and monitoring through introductory courses before choosing more specialized training.

University programs with MLOps skills

Develop expertise in model deployment and monitoring through a broader university curriculum. Explore programs that connect MLOps to the responsibilities you want to take on.

McCombs School of Business at The University of Texas at Austin

Chief AI Officer Program

Skills: Agentic AI Governance & Control · AI & Machine Learning Foundations

28 weeks

University Certificate

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Find your right learning option

Choose how far you want to take your learning

From exploring a new skill to building professional expertise, choose the learning experience that matches your goal.

Explore

Free courses

Explore a new skill and build your foundations before choosing longer training.

Best forBeginners and learners exploring a topic

  • Self-paced introductory courses
  • Foundations and selected tools
  • Free learning; certificate fees may apply
MLOps skills and tools
MLOpsFlaskModel Deployment
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Model Deployment on Flask

What you getUnderstand the fundamentals

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For practical skill building Build

Pro+

Develop practical skills through paid courses and applied learning.

Best forLearners ready to put skills into practice

  • Professional skill development
  • Practice and projects in selected courses
  • Course content and subscription terms vary

What you getBuild and apply your skills

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Specialize

Certificate programs

Develop deeper expertise through structured university and institution programs.

Best forProfessionals seeking specialist training

  • Structured curriculum
  • Faculty and expert learning in selected programs
  • Credential and eligibility depend on the program
MLOps skills and tools
Advanced AI TrendsDistributed Training DeploymentHardware-Aware Programming
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Large Model TrainingParallel Algorithm DesignProduction MLOps Implementation

What you getDevelop professional expertise

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Advance

Degrees

Explore university degrees for broader academic study and long-term learning goals.

Best forLearners seeking a formal university qualification

  • In-depth academic curriculum
  • Admission and study requirements
  • Qualification awarded by the university

What you getEarn a university degree

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  1. ExploreUnderstand
  2. BuildApply
  3. Get certifiedDevelop expertise
  4. TransformEarn a degree
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Compare learning, practice, tools, guidance, and credentials. Features vary by course and program.
Learning experienceExplore
Free courses		Build
Pro+		Specialize
Certificate programs		Advance
Degrees
Learn
Foundational knowledge✓✓✓✓
Advanced curriculum—✓✓✓
Structured learning—✓✓✓
Curriculum designed and delivered by faculty——✓✓
Practice
Exercises✓✓✓✓
Hands-on projectsLimited✓✓✓
Capstone / advanced project—Selected✓✓
Tools, AI & agents
Learn industry-relevant toolsSelected✓✓✓
Hands-on tool practiceBasic✓✓✓
Use tools in projectsLimited✓✓✓
Generative AI toolsSelected✓✓✓
AI coding tools—SelectedSelectedSelected
Build with AI agents—SelectedSelectedSelected
Agent frameworks & SDKs—SelectedSelectedSelected
Example tools & technologiesChatGPT, Python, Excel, SQLChatGPT, Python, Power BI, Tableau, Gemini, ClaudeChatGPT, Claude, Gemini, LangGraph, CrewAI, OpenAI Agents SDK, Google ADK, DatabricksPython, PyTorch, Hugging Face, LangGraph, LlamaIndex, Databricks, Snowflake, dbt
Get guidance
AI learning support—✓SelectedSelected
Expert / industry mentors——✓✓
Faculty-led learning——✓✓
Prove your skills
Great Learning certificateOptional✓——
University / institution credential——✓—
University degree———✓
Advance your career
Career guidance—LimitedSelectedSelected
Interview / profile support——SelectedSelected
Peer network——✓✓

This comparison describes Great Learning's broader learning formats, not every course in this skill. Tools, technologies, projects, credentials, faculty access, and career services vary by course, program, specialization, and region. Check the program details for included features. Free course access does not include a free certificate.

How to choose your MLOps training

New to MLOps?

New to MLOps? Learn model deployment and monitoring through introductory courses before choosing more specialized training.

Explore free MLOps courses →

Want to develop practical MLOps skills?

Move machine learning models into production and build reliable deployment, monitoring, and maintenance workflows. Develop hands-on skills in model deployment and monitoring.

Find hands-on training →

Using MLOps at work?

Move machine learning models into production and build reliable deployment, monitoring, and maintenance workflows. Choose training that helps you use model deployment and monitoring in your role.

Explore MLOps for work →

Choosing a university certificate?

Develop expertise in model deployment and monitoring through a broader university curriculum. Explore programs that connect MLOps to the responsibilities you want to take on.

Explore university programs →

MLOps insights and learner experiences

Live Webinar: IIT Bombay’s Certificate in AI Engineering and MLOps

YouTube · Great Learning

Watch on the source platform