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…

Table of Contents Preparing the BLIP Backend for Deployment with Redis Caching and FastAPI Introduction What We’re Building in This Lesson Why Redis Caching Matters for Inference What Is Caching? What Is Redis? Configuring Your Development Environment Running a Local…

Table of Contents Build a Search Engine: Deploy Models and Index Data in AWS OpenSearch Introduction What Will We Do in This Blog? Why Are We Using Vector Embeddings? What’s Coming Next? Configuring Your Development Environment Installing Docker (Required for…

Table of Contents FastAPI Meets OpenAI CLIP: Build and Deploy with Docker Building on FastAPI Foundations What’s Next? What Is OpenAI CLIP? How OpenAI CLIP Works: Understanding Text-Image Matching and Contrastive Learning Contrastive Pre-Training: Aligning Text and Image Embeddings Shared…

Table of Contents FastAPI with GitHub Actions and GHCR: Continuous Delivery Made Simple Transition to Continuous Deployment (CD) Why Continuous Deployment Matters for FastAPI Projects Configuring Your Development Environment Project Directory Structure for Following Lessons What Is GitHub Container Registry…

Table of Contents No Module Named ‘tensorflow’ What Is TensorFlow 2? Prerequisites and Operating System TensorFlow Installation Steps Alternative TensorFlow Installation Methods Using Docker for TensorFlow Installing TensorFlow with Conda Learn TensorFlow Hands-On Summary Citation Information No Module Named ‘tensorflow’…