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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


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    Google Cloud

    Machine Learning in the Enterprise - Français

    Skills you'll gain: MLOps (Machine Learning Operations), Data Management, Data Governance, Enterprise Modeling, Model Deployment, AI Workflows, Google Cloud Platform, Predictive Modeling, Applied Machine Learning, Machine Learning, Data Pipelines, Model Evaluation

    Intermediate · Course · 1 - 3 Months

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    Coursera

    Monitor, Scale and Backup Your AI App

    Skills you'll gain: Site Reliability Engineering, Scalability, Performance Analysis, Data Maintenance, Analytics, Event Monitoring, Service Level Agreement, System Support, Performance Review

    Intermediate · Course · 1 - 4 Weeks

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    Google Cloud

    ML Pipelines on Google Cloud - 日本語版

    Skills you'll gain: Google Cloud Platform, CI/CD, Apache Airflow, MLOps (Machine Learning Operations), Data Pipelines, Tensorflow, Model Deployment, Metadata Management, AI Workflows, AI Orchestration, PyTorch (Machine Learning Library), Containerization

    Advanced · Course · 1 - 3 Months

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    Coursera

    Automate & Secure LLM Deployments

    Skills you'll gain: LLM Application, CI/CD, Amazon CloudWatch, Infrastructure as Code (IaC), Cloud Deployment, DevSecOps, Enterprise Security, DevOps, Docker (Software), Cloud Management, System Monitoring, Performance Testing

    Intermediate · Course · 1 - 4 Weeks

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    Google Cloud

    Machine Learning in the Enterprise - Português Brasileiro

    Skills you'll gain: MLOps (Machine Learning Operations), Model Deployment, Google Cloud Platform, Data Governance, Data Management, AI Workflows, Predictive Modeling, Machine Learning, Data Pipelines, Feature Engineering, Model Evaluation, Performance Tuning

    Intermediate · Course · 1 - 3 Months

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    Google Cloud

    生成式 AI:全面了解生成式 AI

    Skills you'll gain: Generative AI, Google Cloud Platform, Responsible AI, Gemini, AI Product Strategy, AI Enablement, Cloud Infrastructure, Artificial Intelligence, LLM Application, MLOps (Machine Learning Operations), Data Centers, Innovation

    Beginner · Course · 1 - 3 Months

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    Coursera

    Optimize AI: Build Reusable Model Pipelines

    Skills you'll gain: Model Deployment, Scikit Learn (Machine Learning Library), Model Evaluation, Data Preprocessing, Large Language Modeling, Version Control

    Intermediate · Course · 1 - 4 Weeks

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    Coursera

    Apply Test-Driven ML Code

    Skills you'll gain: Unit Testing, Test Driven Development (TDD), CI/CD, Software Testing, Model Deployment, Testability, MLOps (Machine Learning Operations), Tensorflow, Maintainability, Software Engineering, Machine Learning Methods, Python Programming

    Intermediate · Course · 1 - 4 Weeks

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    Coursera

    Automate, Analyze, and Evaluate ML Experiments

    Skills you'll gain: MLOps (Machine Learning Operations), Model Evaluation, Key Performance Indicators (KPIs), Business Metrics, Performance Analysis, Performance Measurement, Responsible AI, Test Execution Engine, Performance Metric, Test Automation, Feature Engineering, Verification And Validation, Content Performance Analysis, Machine Learning, Data Ethics, Quality Assessment, Gap Analysis, Cost Benefit Analysis, Research Design, Quantitative Research

    Intermediate · Course · 1 - 4 Weeks

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    Coursera

    Analyze & Deploy Scalable LLM Architectures

    Skills you'll gain: Retrieval-Augmented Generation, Model Deployment, Kubernetes, Containerization, LLM Application, Application Deployment, Large Language Modeling, Release Management, MLOps (Machine Learning Operations), Cloud Deployment, Configuration Management, Continuous Delivery, Scalability, Application Performance Management, Performance Tuning, Performance Analysis, Infrastructure as Code (IaC), Performance Testing, Systems Analysis, Analysis

    Intermediate · Course · 1 - 4 Weeks

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    Google Cloud

    Introduction to AI and Machine Learning on GC - Deutsch

    Skills you'll gain: Generative AI, Google Cloud Platform, Artificial Intelligence and Machine Learning (AI/ML), MLOps (Machine Learning Operations), Prompt Engineering, Cloud Infrastructure, Tensorflow, AI Workflows, Big Data, Model Deployment, Data Preprocessing, Natural Language Processing, Model Evaluation

    Beginner · Course · 1 - 3 Months

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    Google Cloud

    Production Machine Learning Systems - Français

    Skills you'll gain: Google Cloud Platform, MLOps (Machine Learning Operations), Model Deployment, Tensorflow, Model Evaluation, Systems Architecture, Data Validation, Machine Learning, Distributed Computing, Performance Tuning, Data Pipelines, Scalability

    Advanced · Course · 1 - 3 Months

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

  • Machine Learning in the Enterprise - Français: Google Cloud
  • Monitor, Scale and Backup Your AI App: Coursera
  • ML Pipelines on Google Cloud - 日本語版: Google Cloud
  • Automate & Secure LLM Deployments: Coursera
  • Machine Learning in the Enterprise - Português Brasileiro: Google Cloud
  • 生成式 AI:全面了解生成式 AI: Google Cloud
  • Optimize AI: Build Reusable Model Pipelines: Coursera
  • Apply Test-Driven ML Code: Coursera
  • Automate, Analyze, and Evaluate ML Experiments: Coursera
  • Analyze & Deploy Scalable LLM Architectures: Coursera

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