Machine Learning Operations (MLOps)

A collection of resources, tutorials, and articles about Machine Learning Operations (MLOps).

Articles

• Deploying DeepSeek R1 on Databricks: A Step-by-Step Guide
• 7 MLOPs Projects for Beginners
• How to Deploy Llama 3.3 70B on the Cloud: A Hands-On Guide
• How to Deploy LLMs with BentoML: A Step-by-Step Guide
• A Simple Guide to GitOps
• 7 Essential Python Libraries for MLOps
• Introduction to Podman for Machine Learning: Streamlining MLOps Workflows
• Jenkins for MLOps: A Complete CI/CD Tutorial
• Using FastAPI for Building ML-Powered Web Apps
• DeepChecks Tutorial: Automating Machine Learning Testing
• Beginner’s Guide to Machine Learning Testing With DeepChecks
• 5 Best End-to-End Open Source MLOps Tools
• GitHub Actions and MakeFile: A Hands-on Introduction
• 7 End-to-End MLOps Platforms You Must Try in 2024
• Everything You Need to Know About MLOps: A KDnuggets Tech Brief
• 7 Steps to Mastering MLOPs
• Using Prefect for Machine Learning Workflows
• Top 7 Model Deployment and Serving Tools
• GitHub Actions For Machine Learning Beginners
• A Beginner’s Guide to CI/CD for Machine Learning
• The Only Free Course You Need To Become a MLOps Engineer
• Overview of PEFT: State-of-the-art Parameter-Efficient Fine-Tuning
• Deploying Your First Machine Learning Model
• Build AI Chatbot in 5 Minutes with Hugging Face and Gradio

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