AWS Lambda

Table of Contents Pushing Docker App to AWS ECR for Lambda Deployment Using AWS CLI Setting Up AWS CLI and Pushing the FastAPI AI App to AWS ECR for Lambda Deployment What Is AWS CLI and Why Do We Need…

Table of Contents FastAPI Docker Deployment: Preparing ONNX AI Models for AWS Lambda Introduction Why Do We Need an API for AI Inference? Why Use Python FastAPI + Docker Before AWS Lambda Deployment? Configuring Your Development Environment Setting Up Docker…

Table of Contents Converting a PyTorch Model to ONNX for FastAPI (Docker) Deployment Introduction Recap of the Previous Lesson Why This Step Matters What You’ll Learn in This Lesson Technologies Used Configuring Your Development Environment Project Structure Converting ResNetV2-50 (TIMM)…

Table of Contents Introduction to Serverless Model Deployment with AWS Lambda and ONNX What Is Serverless Model Deployment? How Does Serverless Deployment Work? Why Use AWS Lambda for AI Model Inference? Limitations of AWS Lambda for AI Inference How Serverless…