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fpga-acceleration

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FPGA HFT trading system with inline AI inference, transformer attention, Avellaneda-Stoikov market making, and full-stack SmartNIC. 19 SystemVerilog modules targeting AMD Alveo UL3524 at 644 MHz. Sub-50ns tick-to-trade WITH neural network in the critical path.

  • Updated Jun 17, 2026
  • SystemVerilog

A practical comparision demonstrating: RT-IoT-2022 usage for binary (malicious or benign) and multi-class classification, ML (ensemble-based) and DL (CNN-based) models for training and comparison, and deployment trade-offs at the edge on an FPGA-equipped device - Kria KV260

  • Updated May 30, 2026
  • Jupyter Notebook

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