Vikram Singh

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…

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 Meet BLIP: The Vision-Language Model Powering Image Captioning What Is Image Captioning and Why Is It Challenging? Why It’s Challenging Why Traditional Vision Tasks Aren’t Enough Configuring Your Development Environment A Brief History of Image Captioning Models…

Table of Contents Run YOLO Model in the Browser with ONNX, WebAssembly, and Next.js What Is Browser-Based Inference and Why Does It Matter? Why Run YOLO in the Browser? No Server Required Instant Demos and Prototypes Low Latency and High…

Table of Contents Training YOLOv12 for Detecting Pothole Severity Using a Custom Dataset Introduction Dataset and Task Overview About the Dataset What Are We Detecting? Defining Pothole Severity Can the Pothole Severity Logic Be Improved? Configuring Your Development Environment Training…

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 Breaking the CNN Mold: YOLOv12 Brings Attention to Real-Time Object Detection The YOLO Evolution (Quick Recap) YOLOv8: Introducing the C2f Module and OBB Support YOLOv9: Programmable Gradient Information and GELAN YOLOv10: NMS-Free Training and Dual Assignments YOLOv11:…