FPGA Neural Network

This page summarizes the projects mentioned and recommended in the original post on /r/FPGA

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  • hls4ml

    Machine learning on FPGAs using HLS

  • We've been building an open-source system to do the translation from Keras/PyTorch/TensorFlow/ONNX to FPGA firmware (through HLS) for low-latency inference called hls4ml: https://github.com/fastmachinelearning/hls4ml

  • qkeras

    QKeras: a quantization deep learning library for Tensorflow Keras

  • For quantization-aware training, there's also a tool we integrate with called qkeras: https://github.com/google/qkeras/tree/master/qkeras

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

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