25 min
Numerical Sensitivity: Why FP16 Breaks NAdam and How to Fix It
Visual exploration of floating-point arithmetic and numerical stability. Learn why NAdam fails in FP16 and how machine epsilon affects deep learning.
Technical Articles & Blog
Deep dive into machine learning, computer vision, and software engineering. Expert insights on AI, local LLMs, quantization, and practical implementation details from real-world projects.
All Articles
12 min read
SAM's Multi-Mask Ambiguity: A Visual Deep Dive
Deep dive into how SAM resolves point prompt ambiguity through three-mask output design, IoU prediction, and intelligent mode switching.
15 min read
YOLOv11 Loss Functions Explained: Interactive Visual Guide
Understand YOLOv11's loss functions through interactive visualizations. Compare IoU variants (GIoU, DIoU, CIoU), explore Distribution Focal Loss (DFL), and see why anchor-free detection matters.
15 min read
H.264 Implementation & Real-World Applications: From Theory to Practice (Part 3 of 3)
H.264 Part 3: Implementation guide covering profiles, levels, hardware vs software encoding, and real-world video compression applications.
12 min read
H.264 Transform & Quantization: The Mathematical Heart of Compression (Part 2 of 3)
H.264 Part 2: Dive into DCT transforms, quantization strategies, rate-distortion optimization, and entropy coding at the mathematical heart of compression.
10 min read
H.264 Fundamentals: Understanding the Core Pipeline (Part 1 of 3)
H.264 Part 1: Explore video compression fundamentals, core pipeline architecture, block-based processing, and motion estimation with interactive demos.
Showing 1-6 of 24 articles