Vikram Singh

Table of Contents YOLO26 Open-Vocabulary Object Detection with YOLOE-26 Understanding Closed-Set YOLO Object Detection Where YOLO Fits Among Object Detection Models Why Open-Vocabulary and Zero-Shot Object Detection Matter What YOLOE Introduced How YOLOE-26 Extends Open-Vocabulary Detection to YOLO26 How the…

Table of Contents Make a Chrome Extension to Digest Webpages with Manifest V3 and Groq API Meet the Project Configuring Your Development Environment Project Structure The Chrome Extension Mental Model Walking Through manifest.json Understanding popup.html Understanding styles.css Reading README.md the…

Table of Contents Scaling, Optimizing, and Exporting Transformers with PyTorch Lightning Introduction to Scaling PyTorch Lightning Transformer Training Configuring Your Development Environment Preparing PyTorch Lightning Models for Scalable Multi-GPU Training Revisiting the Code Architecture Enabling Mixed Precision Training with PyTorch…

Table of Contents Training with PyTorch Lightning: Structured MLOps Development Why PyTorch Lightning Improves Reproducible MLOps Training Pipelines Configuring Your Development Environment Project Structure PyTorch LightningDataModule Explained: Building Efficient Data Pipelines PyTorch LightningModule Explained: Building Modular Deep Learning Models Using…

Table of Contents RAG Observability with Langfuse, vLLM, and FAISS Introduction to Production-Grade RAG and LLM Observability RAG Observability Architecture with Langfuse, vLLM, and FAISS Project Setup Building a Langfuse-Traced Retriever with FAISS Building a Traced LLM Wrapper for vLLM…

Table of Contents Run an Apache Airflow DAG with Docker Compose and PostgreSQL Project Structure PDF Parsing and Text Chunking Logic for Airflow DAG Docker Orchestration and Runtime for Airflow and FastAPI Running the Apache Airflow and FastAPI Document Ingestion…

Table of Contents Apache Airflow Document Ingestion Pipeline for RAG Systems Introduction to Production-Grade Document Ingestion Pipelines Why Airflow Instead of Cron Jobs or Celery? Apache Airflow Document Ingestion Pipeline Architecture Component 1: FastAPI Ingestion Service Component 2: Apache Airflow…

Table of Contents Manual Tracing, Scores, and Evaluation with Langfuse (Self-Hosted) Why Manual Tracing Matters for LLM Observability Decorator vs Manual Tracing: When to Use Which Manual Tracing with the Langfuse Low-Level API Why Manual Tracing Matters (Even If You…

Table of Contents LLM Observability with Self-Hosted Langfuse and vLLM Introduction to LLM Observability with Langfuse How Langfuse Fits into an LLM Observability Stack Langfuse Architecture for LLM Observability Why Understanding LLM Observability Architecture Matters Setting Up a Self-Hosted Langfuse…