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Kavinkumar M's picture
🤝 Open to Collab

Kavinkumar M

mkvn
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webbrain-one-378589's profile picture
·
  • m-kvn
  • mkvn

AI & ML interests

Researching and building systems in Large Language Models, Multimodal AI, Vision Language Models, LLM Quantization, Efficient Inference, RAG, Document Intelligence, Information Extraction, AI Agents, and Applied Generative AI. Interested in improving the efficiency, accuracy, and practical deployment of large AI models.

Organizations

Neural Metrics's profile picture

mkvn 's collections 1

MoE inference on commodity hardware
Quantization as cache amplification: expert offloading, sub-2-bit codecs and cache policy for MoE inference on a single laptop.
  • Running

    The Expert-Cache Cliff

    📉

    Why LRU hits exactly zero in mixture-of-experts inference

  • mkvn/quantization-cache-amplification

    Viewer • Updated Aug 9 • 1 • 78
  • allenai/OLMoE-1B-7B-0924

    Text Generation • 7B • Updated Oct 19, 2024 • 46k • 158
MoE inference on commodity hardware
Quantization as cache amplification: expert offloading, sub-2-bit codecs and cache policy for MoE inference on a single laptop.
  • Running

    The Expert-Cache Cliff

    📉

    Why LRU hits exactly zero in mixture-of-experts inference

  • mkvn/quantization-cache-amplification

    Viewer • Updated Aug 9 • 1 • 78
  • allenai/OLMoE-1B-7B-0924

    Text Generation • 7B • Updated Oct 19, 2024 • 46k • 158
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