Machine Learning Operations (MLOps)

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

Articles

• How to Deploy Your First App on FastAPI Cloud KDnuggets

• Train, Serve, and Deploy a Scikit-learn Model with FastAPI Machinelearningmastery

• Top 7 Docker Compose Templates Every Developer Should Use KDnuggets

• Top 5 Self Hosting Platform Alternative to Vercel, Heroku & Netlify KDnuggets

• 10 GitHub Repositories to Master Machine Learning Deployment KDnuggets

• Building Machine Learning Application with Django KDnuggets

• Stress Testing FastAPI Application KDnuggets

• Top 7 Continuous Integration and Continuous Delivery Tools for 2025 KDnuggets

• A Guide to Mastering Serverless Machine Learning KDnuggets

• Securing Machine Learning Applications with Authentication and User Management KDnuggets

• Accelerate Machine Learning Model Serving with FastAPI and Redis Caching KDnuggets

• 10 GitHub Repositories to Master Cloud Computing KDnuggets

• Securing Your FastAPI ML Application Nexusml

• Image Classification Inference with FastAPI Nexusml

• Top 5 MLOps Tools Nexusml

• Driving Efficiency in Business with Proactive MLOps & AI Solutions Nexusml

• Demand for MLOps Solutions in the World of Large Language Models Nexusml

• Top 12 Docker Container Images for Machine Learning and AI DataCamp

• BentoML: MLOps for Beginners KDnuggets

• Deploying DeepSeek R1 on Databricks: A Step-by-Step Guide DataCamp

• 7 MLOPs Projects for Beginners KDnuggets

• How to Deploy Llama 3.3 70B on the Cloud: A Hands-On Guide DataCamp

• How to Deploy LLMs with BentoML: A Step-by-Step Guide DataCamp

• A Simple Guide to GitOps DataCamp

• 7 Essential Python Libraries for MLOps KDnuggets

• Introduction to Podman for Machine Learning: Streamlining MLOps Workflows DataCamp

• Jenkins for MLOps: A Complete CI/CD Tutorial DataCamp

• Using FastAPI for Building ML-Powered Web Apps KDnuggets

• DeepChecks Tutorial: Automating Machine Learning Testing DataCamp

• Beginner’s Guide to Machine Learning Testing With DeepChecks KDnuggets

• 5 Best End-to-End Open Source MLOps Tools KDnuggets

• GitHub Actions and MakeFile: A Hands-on Introduction DataCamp

• 7 End-to-End MLOps Platforms You Must Try in 2024 KDnuggets

• Everything You Need to Know About MLOps: A KDnuggets Tech Brief KDnuggets

• 7 Steps to Mastering MLOPs KDnuggets

• Using Prefect for Machine Learning Workflows DataCamp

• Top 7 Model Deployment and Serving Tools KDnuggets

• GitHub Actions For Machine Learning Beginners KDnuggets

• A Beginner's Guide to CI/CD for Machine Learning DataCamp

• The Only Free Course You Need To Become a MLOps Engineer KDnuggets

• Overview of PEFT: State-of-the-art Parameter-Efficient Fine-Tuning KDnuggets

• Deploying Your First Machine Learning Model KDnuggets

• Build AI Chatbot in 5 Minutes with Hugging Face and Gradio KDnuggets

• Learn MLOps with This Free Course KDnuggets

• The Machine Learning Lifecycle KDnuggets

• A Beginner's Guide to Get Productive With FastDS! Analytics Vidhya

• A Guide to Machine Learning Pipelines and Orchest Analytics Vidhya

• A Guide to DVC and DAGsHub for Machine Learning Experiments Analytics Vidhya

• A Guide to DVC and DAGsHub for Machine Learning Experiments Towards Data Science

• Deploying Your First Machine Learning API Towards Data Science

• Deploying Gradio App on Spaces Using DagsHub: A Beginner's Tutorial Medium

• Tips & Tricks of Deploying Deep Learning Webapp on Heroku Cloud Medium