Neural Networks: Zero to Hero Certificate
Open a video or resource link, watch it, then check its box to track your progress and unlock what comes next.
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Standalone Mastery Certificate S09
A renowned-expert, code-first sequence that starts with backpropagation from scratch and builds through language modeling, MLPs, activation/gradient diagnostics, manual backprop, WaveNet-like networks, GPT and tokenization.
Benchmark: Andrej Karpathy - Neural Networks: Zero to Hero -- Zuyini certificate only; this expert-created public course does not issue an institutional credential. Its strength is depth, code, notebooks and exercises.
Learning Sequence
01
Build micrograd - scalar autograd + backprop
02
Build makemore - bigram language model
03
MLP language model + training/evaluation
04
Activations, gradients + BatchNorm
05
Manual tensor backprop - become a backprop ninja
06
Deeper hierarchical/WaveNet-style language model
07
Build GPT from scratch
08
Build a GPT tokenizer / BPE from scratch
Official Links
Karpathy - Zero to Hero official course page
Karpathy - official notebooks/repository
Proof / Capstone
Rebuild the code yourself rather than only watching. Deliver micrograd + a character language model + a small GPT/tokenizer implementation, with notebooks, experiments, debugging notes and an explanation of gradient flow/training dynamics in your own words.