#Machine Learning
2 articles on Machine Learning. Practical notes, patterns, and lessons from building software.
Integrating AI into Production Applications: A Practical Guide
A comprehensive guide to integrating LLMs and AI models into production applications, covering architecture patterns, cost optimization, fallback strategies, prompt engineering, RAG systems, monitoring, and critical considerations.
AIMachine LearningProduction
Deploying Machine Learning Models to Production with FastAPI
Training an ML model is the easy part. Serving it reliably in production — with proper input validation, versioning, monitoring, and scaling — is where the real engineering happens. Here's a battle-tested approach using FastAPI.
Machine LearningPythonFastAPI