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  • Mlops

MLOps Courses

MLOps courses can help you learn deployment strategies, model monitoring, and continuous integration and delivery for machine learning projects. You can build skills in automating workflows, managing data pipelines, and ensuring compliance with governance standards. Many courses introduce tools like TensorFlow, Kubernetes, and MLflow, that support operationalizing AI models and streamlining collaboration between data scientists and IT teams.


Popular MLOps Courses and Certifications


  • C

    Coursera

    Build & Evaluate Decision Trees for ML

    Skills you'll gain: Model Evaluation, Decision Tree Learning, Classification Algorithms, Model Training, Applied Machine Learning, Java, Java Programming, Model Optimization, Predictive Modeling, Machine Learning Software, Supervised Learning, Technical Communication, Fine-tuning, Tree Maps, MLOps (Machine Learning Operations), Machine Learning Algorithms, Algorithms

    Advanced · Course · 1 - 4 Weeks

  • C

    Coursera

    Automate, Optimize, and Maintain AI Systems

    Skills you'll gain: AI Security, Ansible, Patch Management, MLOps (Machine Learning Operations), Generative AI, System Monitoring, Incident Response, Incident Management, Continuous Monitoring, IT Automation, Disaster Recovery, Automation, Predictive Analytics

    Intermediate · Course · 1 - 4 Weeks

  • G

    Google Cloud

    Machine Learning in the Enterprise - Español

    Skills you'll gain: MLOps (Machine Learning Operations), Google Cloud Platform, Model Training, Model Deployment, AI Workflows, Workflow Management, Enterprise Modeling, Model Optimization, Data Pipelines, Data Preprocessing, Machine Learning Methods, Applied Machine Learning, Data Processing, Machine Learning, Predictive Modeling, Model Evaluation, Data Management, Metadata Management

    Intermediate · Course · 1 - 3 Months

  • C

    Coursera

    Validating and Safeguarding Production AI

    Skills you'll gain: Anomaly Detection, MLOps (Machine Learning Operations), AI Security, Software Engineering, Model Training, DevOps, Software Quality Assurance, Maintainability, CI/CD, Model Deployment, Performance Tuning, Security Testing, Model Evaluation, Secure Coding, Performance Testing, Continuous Monitoring, Integration Testing, Data Validation, Sampling (Statistics), Python Programming

    Intermediate · Course · 1 - 3 Months

  • C

    Coursera

    Optimize and Deploy Edge AI Models

    Skills you'll gain: Model Optimization, Model Deployment, MLOps (Machine Learning Operations), Tensorflow, Performance Analysis, Applied Machine Learning

    Intermediate · Course · 1 - 4 Weeks

  • G

    Google Cloud

    Introdução à IA e ao machine learning no Google Cloud

    Skills you'll gain: Google Cloud Platform, Google Gemini, Generative AI Agents, Generative AI, MLOps (Machine Learning Operations), Applied Machine Learning, AI Workflows, Artificial Intelligence, Model Training, Cloud Infrastructure, Big Data, Model Deployment, Data Infrastructure, Prompt Engineering, Large Language Modeling, Agentic Workflows, Natural Language Processing, Model Evaluation, Predictive Modeling, Cloud Storage

    Beginner · Course · 1 - 3 Months

  • G

    Google Cloud

    AI Infrastructure: Storage Options

    Skills you'll gain: Data Infrastructure, Model Training, Data Preprocessing, Model Deployment, Data Storage Technologies, Data Processing, Model Optimization, AI Workflows, Data Persistence, Data Pipelines, Data Access, File Systems

    Intermediate · Course · 1 - 3 Months

  • C

    Coursera

    Optimize AI: Build Reusable Model Pipelines

    Skills you'll gain: Model Optimization, Model Deployment, AI Workflows, Scikit Learn (Machine Learning Library), Model Evaluation, Data Preprocessing, Version Control

    Intermediate · Course · 1 - 4 Weeks

  • C

    Coursera

    Deploy, Evaluate and Create AI Systems

    Skills you'll gain: Model Deployment, MLOps (Machine Learning Operations), Application Deployment, Cloud Deployment, Continuous Deployment, Containerization, Docker (Software), DevOps, Release Management, Version Control, Continuous Delivery, Dependency Analysis, Performance Tuning, Performance Testing, Package and Software Management, Performance Analysis, Performance Metric, Application Performance Management, Application Development, Cost Benefit Analysis

    Intermediate · Course · 1 - 4 Weeks

  • C

    Coursera

    Optimizing AI System Operations and Costs

    Skills you'll gain: Cloud Management, Patch Management, MLOps (Machine Learning Operations), Data Governance, Incident Management, Ansible, IT Automation, Data Management, Metadata Management, Site Reliability Engineering, Automation, Compliance Management, Continuous Monitoring, Cost Management, System Monitoring, Predictive Modeling, Forecasting, Cloud Computing, Financial Management, Data Quality

    Intermediate · Course · 1 - 3 Months

  • C

    Coursera

    Optimize Vision Datasets: Augment and Analyze

    Skills you'll gain: Transfer Learning, Model Training, Model Optimization, Image Quality, Computer Vision, Image Analysis, Data Pipelines, Data Transformation, Data Manipulation, Exploratory Data Analysis, Artificial Intelligence and Machine Learning (AI/ML)

    Intermediate · Course · 1 - 4 Weeks

  • G

    Google Cloud

    Introduction to AI and Machine Learning on GC - 简体中文

    Skills you'll gain: Prompt Engineering, Generative AI, Generative AI Agents, Google Cloud Platform, MLOps (Machine Learning Operations), Cloud Infrastructure, AI Workflows, Artificial Intelligence and Machine Learning (AI/ML), Applied Machine Learning, Model Training, Artificial Intelligence, Model Deployment, Machine Learning, No-Code Development, Application Deployment

    Beginner · Course · 1 - 3 Months

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In summary, here are 10 of our most popular mlops courses

  • Build & Evaluate Decision Trees for ML: Coursera
  • Automate, Optimize, and Maintain AI Systems: Coursera
  • Machine Learning in the Enterprise - Español: Google Cloud
  • Validating and Safeguarding Production AI: Coursera
  • Optimize and Deploy Edge AI Models: Coursera
  • Introdução à IA e ao machine learning no Google Cloud: Google Cloud
  • AI Infrastructure: Storage Options: Google Cloud
  • Optimize AI: Build Reusable Model Pipelines: Coursera
  • Deploy, Evaluate and Create AI Systems: Coursera
  • Optimizing AI System Operations and Costs: Coursera

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