Fast Machine Learning Lab

Real-time and accelerated ML for fundamental sciences

Pinned Repositories

AFM-training
Training models for Atomic Force Microscopy
Language:Jupyter Notebook6 16 03
example-models
Language:Python16 17 49
hls4ml
Machine learning on FPGAs using HLS
Language:C++1.2k 55 397388
hls4ml-live-demo
Live demo of hls4ml on embedded platforms such as the Pynq-Z2
Language:VHDL8 14 14
hls4ml-tutorial
Tutorial notebooks for hls4ml
Language:Jupyter Notebook270 16 33123
keras-training
jet classification and regression training in keras
Language:Python9 10 216
models
Models and examples built with hls4ml
Language:C++12 15 23
qonnx
QONNX: Arbitrary-Precision Quantized Neural Networks in ONNX
Language:Python110 20 2035
qonnx_model_zoo
Model zoo for the Quantized ONNX (QONNX) model format
7 14 22
SonicCMS
Services for Optimized Network Inference on Coprocessors (for CMS)
Language:C++8 14 158

Fast Machine Learning Lab's Repositories

fastmachinelearning/hls4ml
Machine learning on FPGAs using HLS
Language:C++1.2k 55 397388
fastmachinelearning/hls4ml-tutorial
Tutorial notebooks for hls4ml
Language:Jupyter Notebook270 16 33123
fastmachinelearning/qonnx
QONNX: Arbitrary-Precision Quantized Neural Networks in ONNX
Language:Python110 20 2035
fastmachinelearning/example-models
Language:Python16 17 49
fastmachinelearning/keras-training
jet classification and regression training in keras
Language:Python9 10 216
fastmachinelearning/hls4ml-live-demo
Live demo of hls4ml on embedded platforms such as the Pynq-Z2
Language:VHDL8 14 14
fastmachinelearning/qonnx_model_zoo
Model zoo for the Quantized ONNX (QONNX) model format
7 14 22
fastmachinelearning/fastml-science
Implementations of the fastml-science bechmark models, including a standard Keras (float) and QKeras (quantized) implementations.
Language:Python5 3 11
fastmachinelearning/ml4quantum-release
Repository for the paper "Neural network accelerator for quantum control" https://arxiv.org/abs/2208.02645
Language:Ada4 1 01
fastmachinelearning/bnn_pynq
Language:Python3 1 12
fastmachinelearning/fastmachinelearning.github.io
Language:HTML3 14 04
fastmachinelearning/l1-jet-id
Code for Level-1 jet tagging
Language:Ada3 17 02
fastmachinelearning/sonic-workflows
Language:Python3 15 09
fastmachinelearning/gw-iaas
Deep learning inference-as-a-service tools and pipelines for gravitational wave physics
Language:Python2 14 94
fastmachinelearning/hawq-jet-tagging
Language:Jupyter Notebook2 1 0
fastmachinelearning/hls4ml-catapult-framework
A framework for developing the hls4ml Catapult backend. The C++ part of the backend is included as well
Language:C2 15 11
fastmachinelearning/SR_Mobile_Quantization
Winner solution of mobile AI (CVPRW 2021).
Language:Python2 0 01
fastmachinelearning/hls4ml-catapult
Machine learning on FPGAs using HLS
Language:C++1 1 0
fastmachinelearning/nrp_u55c_benchmark
NRP U55C Benchmarks
Language:C1 0 01
fastmachinelearning/sciml_benchmarks
A3D3 Graph
Language:Python1 0 01
fastmachinelearning/keras-surgeon
Pruning and other network surgery for trained Keras models.
Language:Python0 0 00
fastmachinelearning/cmssw
CMS Offline Software
Language:C++3 01
fastmachinelearning/db4hls
Language:Python1 0
fastmachinelearning/iccad2023
Fast Machine Learning for Science Workshop @ ICCAD 2023
Language:HTML1 0
fastmachinelearning/pose
11ty static site
Language:SCSS1 0
fastmachinelearning/RecoBTag-Combined
RecoBTag-Combined
1 0
fastmachinelearning/smart-pixels
Language:CSS14 01
fastmachinelearning/smart-pixels-ml
Language:Python16 0
fastmachinelearning/sonic-models
Model repository for SONIC
Language:Python17 07
fastmachinelearning/sonic_gantt
Gantt chart for SONIC project in CMS
Language:HTML16 01