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Show Your Work: Gemma2 Process Rewards

Google Tunix hackathon submission. GRPO and hybrid process rewards so Gemma2 2B shows its reasoning.

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Qwen-style LM from scratch

Decoder-only transformer in PyTorch with GQA, RoPE, RMSNorm, and SwiGLU. Trained on Tiny Shakespeare.

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ViT Image Classifier

Vision Transformer trained from scratch on CIFAR-10. Train, eval, inference, Gradio demo, Hub push.

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BPE in Go

Byte-Pair Encoding from first principles: character tokens, pair counts, merges, and a growing subword vocab.

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© 2026 Sanjay J.

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