Table of Contents Integrating Streamlit with Snowflake for Live Cloud Data Apps (Part 2) Building the Main Driver Script Imports and Page Setup Connection Page: Detecting Environment Variables and Validating Configuration Run Query: Executing Read-Only SQL with Timing and Row…

Table of Contents Integrating Streamlit with Snowflake for Live Cloud Data Apps (Part 1) Introduction: Why Connect Streamlit to Snowflake What Is Snowflake (and Why It Matters) Configuring Your Development Environment Step 1: Create a Snowflake Trial Account Step 2:…

Table of Contents Building Your First Streamlit App: Uploads, Charts, and Filters (Part 2) Upload Page: Custom CSV Uploads Code Block Line-by-Line Explanation Teaching Points Profile Page: Descriptive Stats and Missingness Code Block Line-by-Line Explanation Why It Matters Visualize Page:…

Table of Contents Building Your First Streamlit App: Uploads, Charts, and Filters (Part 1) Introduction: Why This Lesson Matters and What You’ll Build Why a Data Explorer First? Target User Experience: What You’ll Build Configuring Your Development Environment Project Structure…

Table of Contents Getting Started with Streamlit: Learn Widgets, Layouts, and Caching Introduction What Is Streamlit? Why Developers Love Streamlit Real-World Example Under the Hood How Streamlit Works (Under the Hood) Step-by-Step Execution Cycle Why This Model Works Mental Model…

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 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 Building a Streamlit Python UI for LLaVA with OpenAI API Integration Why Streamlit Python for Multimodal Apps? What Is Streamlit Python? The Streamlit Python-Based UI We Will Build in This Lesson Why Not FastAPI or Django? Configuring…

Table of Contents Setting Up LLaVA/BakLLaVA with vLLM: Backend and API Integration Why vLLM for Multimodal Inference The Challenges of Serving Image + Text Prompts at Scale Why Vanilla Approaches Fall Short How vLLM Solves Real-World Production Workloads Configuring Your…