TA5-WP2/WP5: Working meeting - neural networks on FPGAs

→ Europe/Berlin
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https://cern.zoom.us/j/63229680038?pwd=Y3VzTDZaUys5cmFnRExzS2V4bUx6QT09

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CERN FPGA Developers' Forum

 

ideas for hands-on:

 

  • ANN models for FPGA: frameworks (Tensor Flow, ...), ...
    • pipeline from idea to realisation in firmware
    • quantization aware training
  • OneAPI (replacement of HLS for Intel)
  • generic tool for FPGA machine learning: simple accelerator PC card (Alveo, ...)
    • ATLAS tracking
    • large data I/O possible between FPGAs
    • experience FPGA farm? 
    • hls4ml: from compiled network to FPGA implementation, data access, ...
  • Versal AI engines
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