# Chain Rule and Backpropagation: Build a Mini-Autograd from Scratch (Karpathy micrograd in Turkish)

> Source: https://sukruyusufkaya.com/en/learn/llm-muhendisligi/chain-rule-backpropagation-mini-autograd
> Updated: 2026-05-13T13:00:22.922Z
> Category: LLM Mühendisliği
> Module: Module 1: The AI Engineer's Mathematical Arsenal
**TLDR:** Build Karpathy's micrograd from scratch in Turkish — a 200-line PyTorch-like automatic differentiation engine. Computational graph, topological sort, operator overloading, _backward closures, gradient accumulation. Train an MLP at the end.