Computer Vision Study Notes

My archive of CS231n course assignments, backpropagation derivations, and reading notes on the YOLO series of papers.

Title / Description Format Date Action
Lecture 01: Convolutional Neural Network Basics
Illustrated CNN architectures, convolution and pooling formulas.
PDF 2026-01-10
Backpropagation Derivation Notes
Handwritten gradient descent derivations, organized in LaTeX.
MD 2026-01-12 Read Online
Object Detection (YOLO Series) Survey
A summary of the evolution from YOLOv1 to YOLOv8.
PDF 2026-01-15 Download / Preview