last_modified_at: 2026-09-04

Complete navigation index with summaries of all site pages

Last updated: 2026-09-04.

Sitemap — All Pages

Product

Computer Vision

• 3D Vision & Multi-Camera — Real-time 3D point cloud generation, depth sensing, multi-camera sync with OpenCV, GStreamer, and C++
• Optical Flow — Challenges and solutions: illumination, occlusions, fast motion, textureless regions, GPU acceleration
• Multi-Camera Systems — Architecture guide for scaling to 100+ cameras: sync, GPU/NPU, USB/DMA
• CV Overview — Computer vision research and overview
• CV Coaching — Computer vision teaching and coaching services

AI & LLMs

• Advanced LLM Concepts — RAG, embeddings, knowledge graphs, multimodal models, production deployment
• Orchestrating Agents — Multi-agent systems, task decomposition, LLM orchestration
• Blog: AI & LLMs — RAG vs CAG, multi-agent architectures, AI’s impact
• Avatar Generator — Local video avatar with Ollama + Wav2Lip (no cloud)

CUDA & GPU

• Numba JIT — Python 10-100x speedup with @jit(nopython=True)
• PyCUDA Kernels — CUDA C kernels from Python with GPU memory management
• CUDA in VS Code — Dev environment setup on Windows
• MLX, CoreML & Metal — Apple Silicon ML frameworks

Solution

Courses

• All Topics — Complete topics index
• ML Specialization — Coursera ML notes
• Full Stack DL — ML production, data lifecycle
• FSDL 2022 — Continual learning, data management, testing
• MLOps — ML engineering for production
• ROS — Robot Operating System
• Parallel Programming — Python parallel CV
• Modern C++ — C++29 for image processing
• Cloud-Native — Docker & Kubernetes
• TF Deployment — TF.js, TF Lite, mobile ML
• RISC-V — Open-source processor architecture
• Edge AI Summit — TinyML, neuromorphic, edge inference
• Embedded IoT — Embedded systems
• Tesla AI — Autonomous driving
• AI Hardware — Accelerators & NPUs
• OpenVINO — Intel inference optimization
• Metaverse — XR & spatial computing
• Book Summaries — Knowledge management, PKM
• IoT Scholarship — OpenVINO edge AI, object detection

Business

• Startup Guide — Edge AI business plans, fundraising in Germany, pitch decks
• SEO for LLMs — Structured data, AI-friendly content optimization
• Top LinkedIn Posts — Top posts: camera calibration, C++, robotics
• 10 Years of Bug Fixing — Lessons from fixing bugs in CV systems
• Solutions — Industry solutions and business
• Connect — Get in touch

Atlas

About

• Crypto — Support the site with crypto donations (ETH, BTC, SOL, Base, BNB)
• MetaMask — Connect a crypto wallet and test send/receive
• Game — Play Snake, Flappy Bird and 2048 in your browser
• QR Codes — Scan QR codes to open referral & join links (OpenCode, Trade Republic, Scalable, Wise, eToro)
• Solana Games — Simple Solana games and on-chain mini-games
• Shop — Digital downloads: branded PDF guides and ebooks
• Book — Computer Vision & AI Engineer’s Guide (free PDF)

Research

• Patents — 3 patents: face augmentation, vehicle detection, facial analysis
• Papers — 11 conference papers: camera calibration, license plates, thresholding
• Journals — 6 journals: PSNR, SLAM, ant colony, character recognition
• Books — 7 books: optical flow, camera calibration, OpenCV 5 chapters, CV meets LLM
• Keynotes — LLMs meet Computer Vision
• CV — Full curriculum vitae

Programming

• C++ Reference — Memory (stack/heap), STL, debugging, Linux essentials
• Python Config — ConfigParser, argparse, pydantic, hydra, pybind11, Cython
• Developer Tools — Docker, GitHub tricks, CLI tools
• Shell & Vim — Terminal essentials, vim basics

Optimization

• CV/DL/ML Optimization — Quantization, pruning, TensorRT, ONNX, frameworks
• Prompts — Reusable LLM prompt templates

Knowledge

• Wiki — Wikipedia-style index of all pages
• Sitemap — Complete page listing
• Presentations — Token reduction in AI-assisted development
• Portfolio — Publications, patents, books, journals, papers, keynotes
• Resources — Patents, books, papers, projects
• Curated Links — Tools, tutorials, reading, YouTube
• Content Hub — All content categories