Table of Contents The Rise of Multimodal LLMs and Efficient Serving with vLLM Introduction to Multimodal LLMs What Are Multimodal LLMs? Milestones in Multimodal LLM Evolution Flamingo (DeepMind, 2022) GPT-4V (OpenAI, 2023) LLaVA (Large Language and Vision Assistant, 2023) BakLLaVA…

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 People Tracker with YOLOv12 and Centroid Tracker Introduction Why People Tracker Monitoring Matters How YOLOv12 Enables Real-Time Applications Configuring Your Development Environment Downloading the Input Video Install gdown Download the Video Visualizing the Inference and Tracking Pipeline…

Table of Contents Getting Started with Python and FastAPI: A Complete Beginner’s Guide Introduction to FastAPI Python What Is FastAPI? Core Features Key Benefits of FastAPI High Performance Reduced Development Time Fewer Bugs Scalability Ease of Use Setting Up FastAPI…

Table of Contents Introduction to Gradio for Building Interactive Applications What Is Gradio? High-Impact Projects Powered by Gradio AUTOMATIC1111’s Stable Diffusion Web UI oobabooga’s Text Generation Web UI The Next Generation of Gradio: What’s New in Version 5 Performance Improvements…

Table of Contents Enhancing GitHub Actions CI for FastAPI: Build, Test, and Publish What Readers Will Learn in This Post Configuring Your Development Environment Can You Test a CI Pipeline Locally? Project Directory Structure for Following Lessons Building and Testing…

Table of Contents Setting Up GitHub Actions CI for FastAPI: Intro to Taskfile and Pre-Jobs Brief Overview of What We’ve Covered So Far The Importance of CI in Modern Software Development What Readers Will Learn in This Post Configuring Your…

Table of Contents Introduction to GitHub Actions for Python Projects Introduction What Is CICD? Continuous Integration (CI) Continuous Delivery (CD) Continuous Deployment (CD) Why Is CICD Important? Key Components of CI/CD The Tale of DevCity: How CI/CD Transformed the Way…

Table of Contents How to Use ‘tf.GradientTape’ Configuring Your Development Environment Introduction What Is tf.GradienTape? Simple Example of tf.GradienTape Image Classification with the COCO Dataset Prepare the Dataset Define the Model Train the Model Using model.fit Custom Training Loop with…