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Notes on AI engineering, LLMs, RAG systems, and lessons from building production AI.

Computer VisionJuly 30, 2026 15 min read

The Complete Computer Vision Learning Roadmap: From Fundamentals to MLOps

A comprehensive, step-by-step roadmap to mastering Computer Vision — covering mathematics, image processing, deep learning, Vision Transformers, 3D CV, MLOps, and portfolio projects.

Computer Vision Roadmap Deep Learning PyTorch OpenCV

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Git & DevOpsJuly 30, 2026 10 min read

How Git Actually Works: A Complete Guide from Basics to Advanced Workflows

A practical, end-to-end guide to Git and GitHub — from your very first config to rebasing, stashing, cherry-picking, and CI/CD with GitHub Actions.

git github version control developer tools ci/cd

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PyTorchJuly 24, 2026 5 min read

How 3 Lines of PyTorch Code Made My Training ~5× Faster

Discover how enabling pin_memory, non_blocking GPU transfers, and DataLoader workers can dramatically reduce PyTorch training time by overlapping CPU data loading with GPU computation.

PyTorch Deep Learning Machine Learning AI CUDA

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Occasional deep-dives on LLMs, RAG, and production AI engineering.