MLOps Courses and Certifications

Krish Naik

End to End MLOPS Data Science Project Implementation With Deployment

Learn to implement end-to-end data science projects with MLflow and deploy on AWS EC2 using GitHub action in a 2-3 hour program by Krish Naik.

• YouTube
• 2 hours 33 minutes
• On-Demand
• Free Online Course

Machine Learning Operations (MLOps): Getting Started

This course introduces participants to MLOps tools and best practices for deploying, evaluating, monitoring and operating production ML systems on Google Cloud.

• Pluralsight
• 1 hour 3 minutes
• On-Demand
• Free Trial Available

Machine Learning Operations (MLOps) for Generative AI

This course is dedicated to equipping you with the knowledge and tools needed to uncover the unique challenges faced by MLOps teams when deploying and managing Generative AI models, and exploring how Vertex AI empowers AI teams to streamline MLOps proces…

• Google Cloud Skills Boost
• 30 minutes
• On-Demand
• Free Online Course

End-to-end machine learning operations (MLOps) with Azure Machine Learning

Module 1: MLOps, machine learning operationsIn this module, you'll learn how to: Convert notebook to scripts. Work with YAML to define a command or pipeline job. Run scripts as a job with the CLI v2. Module 2: MLOps, machine learning operationsIn this…

• Microsoft Learn
• 3 hours 27 minutes
• On-Demand
• Free Online Course

Introduction to machine learning operations (MLOps)

Module 1: Learn about DevOps for machine learning, machine learning operations, and MLOps.In this module, you'll learn: Why DevOps is useful for machine learning projects. Which DevOps principles can be applied to machine learning projects. How to conne…

• Microsoft Learn
• 1 hour 58 minutes
• On-Demand
• Free Online Course

Machine Learning Operations (MLOps) with Vertex AI: Manage Features

This course introduces participants to MLOps tools and best practices for deploying, evaluating, monitoring and operating production ML systems on Google Cloud. MLOps is a discipline focused on the deployment, testing, monitoring, and automation of ML sy…

• Google Cloud Skills Boost
• 8 hours
• On-Demand
• Paid Course

Machine Learning Operations (MLOps): Getting Started - Português Brasileiro

Learn MLOps tools and best practices for deploying, evaluating, and operating ML systems on Google Cloud in this 9-week course by Google Cloud.

• Coursera
• 3 hours 56 minutes
• On-Demand
• Free Online Course (Audit)

Machine Learning Operations (MLOps): Getting Started - Français

Learn MLOps best practices with Google Cloud in this 9-week French course, covering deployment, evaluation, monitoring, and operation of ML systems in production.

• Coursera
• 3 hours 22 minutes
• On-Demand
• Free Online Course (Audit)

Machine Learning Operations (MLOps): Getting Started - Español

Learn MLOps best practices with Google Cloud in this 9-week course. Master implementing, testing, monitoring, and automating machine learning systems in production.

• Coursera
• 4 hours 22 minutes
• On-Demand
• Free Online Course (Audit)

Machine Learning Operations (MLOps): Getting Started - 한국어

이 과정에서는 Google Cloud에서 프로덕션 ML 시스템 배포, 평가, 모니터링, 운영을 위한 MLOps 도구와 권장사항을 소개합니다. MLOps는 프로덕션에서 ML 시스템을 배포, 테스트, 모니터링, 자동화하는 방법론입니다. 머신러닝 엔지니어링 전문가들은 배포된 모델의 지속적인 개선과 평가를 위해 도구를 사용합니다. 이들이 협력하거나 때론 그 역할을 하는 데이터 과학자는 고성능 모델을 빠르고 정밀하게 배포할 수 있도록 모델을 개발합니다.

• Coursera
• 3 hours 51 minutes
• On-Demand
• Free Online Course (Audit)

Machine Learning Operations (MLOps): Getting Started - 日本語版

このコースでは、Google Cloud 上で本番環境の ML システムをデプロイ、評価、モニタリング、運用するための MLOps ツールとベスト プラクティスについて説明します。MLOps は、本番環境 ML システムのデプロイ、テスト、モニタリング、自動化に重点を置いた規範です。機械学習エンジニアリングの担当者は、ツールを活用して、デプロイしたモデルの継続的な改善と評価を行います。また、データ サイエンティストと協力して、あるいは自らがデータ サイエンティストとして、最も効果的なモデルを迅速かつ正確…

• Coursera
• 3 hours 56 minutes
• On-Demand
• Free Online Course (Audit)

DevOps, DataOps, MLOps

58 ratings at Coursera

Duke University's 5-week course teaches MLOps application to solve real-world problems, using AI pair programming, web frameworks, and Rust for GPU-accelerated ML tasks.

• Coursera
• 1 day 20 hours 38 minutes
• On-Demand
• Free Online Course (Audit)

Open Source Platforms for MLOps

Duke University's 4-week course on open source platforms for MLOps, covering MLflow and Hugging Face, with focus on model operations, dataset handling, and cloud deployment.

• Coursera
• 4 weeks
• Finished
• Free Online Course (Audit)

MLOps Fundamentals - Learn MLOps Concepts with Azure demo

4196 ratings at Udemy

Learn MLOps basics of Continuous Integration, Delivery using Azure DevOps and Azure ML. Create MLOps pipeline in Azure.

• Udemy
• 2 hours 54 minutes
• On-Demand
• Paid Course

Azure Machine Learning & MLOps : Beginner to Advance

3098 ratings at Udemy

The most compressive course covering MLOps and machine learning on Azure | Zero to Hero

• Udemy
• 19 hours 18 minutes
• On-Demand
• Paid Course