FastAPI & Flask for LLMOps Engineers: A Beginner's Guide
Master Flask and FastAPI to build, deploy, and manage high-performance, scalable, and secure APIs essential for LLM operations.
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Foundational API Development with Flask for LLMOps
Unit 1: API Fundamentals for LLMOps
APIs: The LLM Gateway
HTTP: The Web's Language
RESTful Design for LLMs
Unit 2: Building LLM APIs with Flask
Your First Flask App
Serving LLM Inferences
Managing LLM Configs
Unit 3: Securing and Deploying Flask LLM APIs
Validating LLM Inputs
Securing Your LLM API
Dockerizing Flask for LLMs
Advanced Asynchronous API Development with FastAPI for LLMOps
Unit 1: Introduction to FastAPI and Asynchronous Programming
FastAPI vs. Flask
Async Python for FastAPI
Your First FastAPI App
Unit 2: Building Robust FastAPI Endpoints for LLMs
Request Validation with Pydantic
Error Handling & Responses
Securing FastAPI Endpoints
Unit 3: Advanced FastAPI Features and LLM Integration
Streaming LLM Responses
FastAPI & LLM Libraries
Unit 4: Deployment and Scalability
Dockerizing FastAPI