CFU-Playground

ML accelerator framework

A framework for designing and evaluating custom processor instructions to accelerate machine learning tasks on FPGAs.

Want a faster ML processor? Do it yourself! -- A framework for playing with custom opcodes to accelerate TensorFlow Lite for Microcontrollers (TFLM). . . . . . Online tutorial: https://google.github.io/CFU-Playground/ For reference docs, see the link below.

GitHub

476 stars
28 watching
125 forks
Language: Verilog
last commit: almost 2 years ago
Linked from 1 awesome list

tensorflowtflitetflm

Backlinks from these awesome lists:

Related projects:

RepositoryDescriptionStars
ml-gde/e2e-tflite-tutorialsTutorials and projects on building, deploying, and using TensorFlow Lite models for mobile applications133
tensorflow/tfjsAn open-source JavaScript library for training and deploying machine learning models using WebGL acceleration.18,533
tensorflow/tfxAn end-to-end platform for deploying production machine learning pipelines2,121
tensorflow/tensorflowAn end-to-end platform for building and deploying machine learning applications186,822
jedld/tensor_streamA Ruby-based framework for building and deploying machine learning models on various hardware platforms.506
intel/intel-extension-for-tensorflowEnables heterogeneous high-performance computing on Intel CPUs and GPUs for deep learning workloads323
tensorflow/tflite-supportA toolkit to deploy machine learning models on mobile devices using the TensorFlow Lite framework381
quantumliu/matdlA lightweight MATLAB deeplearning toolbox for efficient neural network training and prediction.54
radi-cho/create-tf-appA streamlined tool for setting up and managing machine learning projects with TensorFlow.4
google-research/tf-slimA lightweight library for defining and training neural networks in TensorFlow.373
am15h/tflite_flutter_pluginProvides an interface to TensorFlow Lite interpreter for machine learning inference in Flutter apps513
google/praxisA library designed to be usable by other JAX-based ML projects, providing optimized layers for machine learning at scale.178
terryum/tensorflow_exercisesA collection of TensorFlow examples and exercises practiced by the author while learning various machine learning concepts.617
mlreef/mlreefA platform for collaboration, data management, and reproducibility in machine learning development1,440
tensorflow/meshA library that enables distributed deep learning by partitioning tensors across processors in a mesh topology.1,597