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Learn MLOps

22 expert-rated courses covering MLOps. Compared by rating, price, difficulty, and job relevance so you can pick the right one.

22
Courses
8.4/10
Avg Rating
6
Free Options
19
With Certificate

Top MLOps Courses

GenAIOps: Operationalize GenAI Applications
1

GenAIOps: Operationalize GenAI Applications

Microsoft
8.8/10Microsoft Learn (AI & Azure AI)IntermediateFreeCertCurrent

Master GenAIOps practices for deploying and operating generative AI applications in production with Azure AI.

Manage AI-Ready Infrastructure on Azure
2

Manage AI-Ready Infrastructure on Azure

Microsoft
8.7/10Microsoft Learn (AI & Azure AI)IntermediateFreeCertCurrent

Learn to manage GPU clusters, AI workload scheduling, and infrastructure for training and deploying AI models at scale on Azure.

IBM MLOps and AI DevOps Fundamentals
3

IBM MLOps and AI DevOps Fundamentals

IBM
8.7/10IBM Skills Network (watsonx)IntermediateFreeCertCurrent

Learn MLOps practices with IBM Cloud Pak and Watson. Cover model lifecycle management, CI/CD for ML, and AI governance.

AI Engineer Professional Certificate Course
4

AI Engineer Professional Certificate Course

School of AI
8.6/10UdemyAdvancedPaid (Udemy, variable pricing)CertCurrent

Advanced AI engineering course focused on deep learning architectures, transformers, AI agents, and MLOps workflows.

AI Engineer for Data Scientists Associate Certification
5

AI Engineer for Data Scientists Associate Certification

DataCamp
8.6/10DataCampIntermediate$25/month (included in Premium)CertCurrent

Associate certification validating practical AI engineering capabilities for data scientists, including governance and production development.

Machine Learning/AI Engineer
6

Machine Learning/AI Engineer

Codecademy
8.6/10CodecademyBeginnerSubscription (Pro)CertCurrent

Career path for end-to-end machine learning engineering, including model development, pipelines, and portfolio projects.

Weights & Biases 101
7

Weights & Biases 101

Weights & Biases
8.6/10Weights & BiasesIntermediateFreeCurrent

Introductory course on experiment tracking, visualization, collaboration, and optimization workflows in Weights & Biases.

5-Day Gen AI Intensive Course with Google
8

5-Day Gen AI Intensive Course with Google

Kaggle, Google
8.6/10Kaggle LearnIntermediateFreeCurrent

Self-paced five-day intensive covering LLM foundations, prompting, embeddings, agents, domain LLMs, and GenAI MLOps.

Learn the Foundations of Machine Learning and Artificial Intelligence
9

Learn the Foundations of Machine Learning and Artificial Intelligence

freeCodeCamp
8.6/10freeCodeCampBeginnerFreeCurrent

11-hour foundational ML/AI course with roadmap guidance, algorithm fundamentals, case studies, and career-oriented workshops.

Professional Machine Learning Engineer Certification
10

Professional Machine Learning Engineer Certification

Google Cloud
8.5/10Cloud certs (Google ML Engineer)Advanced$200 exam feeCertCurrent

Professional certification for designing, productionizing, scaling, and monitoring AI/ML solutions on Google Cloud, including generative AI task coverage.

PyTorch for Deep Learning
11

PyTorch for Deep Learning

DeepLearning.AI
8.3/10CourseraIntermediateSubscriptionCertCurrent

Professional Certificate by DeepLearning.AI covering PyTorch for deep learning, CNNs, transfer learning, and model deployment.

Hands-On MLOps Fundamentals for ML Engineers
12

Hands-On MLOps Fundamentals for ML Engineers

KodeKloud
8.2/10CourseraAdvancedSubscriptionCertCurrent

Learn MLOps with hands-on experience using Apache Airflow, Kafka, Spark, and CI/CD pipelines for model deployment.

MLOps | Machine Learning Operations (Duke University)
13

MLOps | Machine Learning Operations (Duke University)

Duke University
8.2/10CourseraIntermediateSubscriptionCertCurrent

Learn MLOps from Duke University. Cover model deployment, cloud platforms (AWS, Azure), containerization, and responsible AI.

Microsoft AI & ML Engineering Professional Certificate
14

Microsoft AI & ML Engineering Professional Certificate

Microsoft
8.2/10CourseraAdvancedSubscriptionCertCurrent

Professional certificate covering AI and ML engineering with Microsoft Azure, including model deployment, MLOps, and responsible AI.

Machine Learning on Google Cloud
15

Machine Learning on Google Cloud

Google Cloud
8.2/10CourseraIntermediateSubscriptionCertCurrent

Build ML models on Google Cloud with TensorFlow, covering feature engineering, model deployment, and MLOps best practices.

Machine Learning Operations (MLOps): Getting Started
16

Machine Learning Operations (MLOps): Getting Started

Google Cloud
8.2/10CourseraIntermediateSubscriptionCertCurrent

Learn MLOps fundamentals from Google Cloud covering model deployment, CI/CD, monitoring, and automation for ML systems.

Edge AI Fundamentals
17

Edge AI Fundamentals

Edge Impulse
8.2/10CourseraBeginnerSubscriptionCertCurrent

Learn the fundamentals of deploying AI on edge devices including model optimization, MLOps for edge, and IoT integration.

AI Engineer Professional
18

AI Engineer Professional

Packt
8.2/10CourseraAdvancedSubscriptionCertCurrent

Advanced specialization covering MLOps, CNNs, RNNs, generative AI agents, LangGraph, Keras, and production-ready AI systems.

AI Agents and MLOps for Production-Ready AI
19

AI Agents and MLOps for Production-Ready AI

Packt
8.2/10CourseraIntermediateSubscriptionCertCurrent

Learn AI agents and MLOps for production including LangGraph, CrewAI, Docker, Kubernetes, and cloud deployment on AWS/GCP/Azure.

Deploy ML Models to Production
20

Deploy ML Models to Production

KodeKloud
8.2/10CourseraIntermediateSubscriptionCertCurrent

Learn to deploy ML models to production with AWS SageMaker covering model governance, data security, and GDPR compliance.

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