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@mit-han-lab

MIT HAN Lab

Accelerating Deep Learning Computing

Pinned

  1. bevfusion Public

    BEVFusion: Multi-Task Multi-Sensor Fusion with Unified Bird's-Eye View Representation

    Python 918 159

  2. proxylessnas Public

    [ICLR 2019] ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware

    Python 1.4k 282

  3. once-for-all Public

    [ICLR 2020] Once for All: Train One Network and Specialize it for Efficient Deployment

    Python 1.6k 292

  4. temporal-shift-module Public

    [ICCV 2019] TSM: Temporal Shift Module for Efficient Video Understanding

    Python 1.8k 401

  5. data-efficient-gans Public

    [NeurIPS 2020] Differentiable Augmentation for Data-Efficient GAN Training

    Python 1.2k 167

  6. torchquantum Public

    A PyTorch-based framework for Quantum Simulation, Quantum Machine Learning, Quantum Neural Networks, Parameterized Quantum Circuits with support for easy deployments on real quantum computers.

    Jupyter Notebook 399 60

Repositories

  • iccad-tinyml-open Public

    [ICCAD'22 TinyML Contest] Efficient Heart Stroke Detection on Low-cost Microcontrollers

    Python 5 0 0 0 Updated Dec 24, 2022
  • smoothquant Public

    SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models

    Python 163 MIT 12 1 1 Updated Dec 23, 2022
  • tinyengine Public

    [NeurIPS 2020] MCUNet: Tiny Deep Learning on IoT Devices; [NeurIPS 2021] MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning; [NeurIPS 2022] MCUNetV3: On-Device Training Under 256KB Memory

    C 393 MIT 48 6 0 Updated Dec 20, 2022
  • mcunet Public

    [NeurIPS 2020] MCUNet: Tiny Deep Learning on IoT Devices; [NeurIPS 2021] MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning

    Python 179 MIT 36 8 1 Updated Dec 19, 2022
  • torchquantum Public

    A PyTorch-based framework for Quantum Simulation, Quantum Machine Learning, Quantum Neural Networks, Parameterized Quantum Circuits with support for easy deployments on real quantum computers.

    Jupyter Notebook 399 MIT 60 12 0 Updated Dec 16, 2022
  • 6s965-fall2022 Public
    Jupyter Notebook 40 MIT 37 0 1 Updated Dec 14, 2022
  • gan-compression Public

    [CVPR 2020] GAN Compression: Efficient Architectures for Interactive Conditional GANs

    Python 1,019 148 3 5 Updated Dec 8, 2022
  • bevfusion Public

    BEVFusion: Multi-Task Multi-Sensor Fusion with Unified Bird's-Eye View Representation

    Python 918 Apache-2.0 159 20 2 Updated Dec 5, 2022
  • tiny-training Public

    On-Device Training Under 256KB Memory [NeurIPS'22]

    Python 188 MIT 10 2 0 Updated Dec 3, 2022
  • torchsparse Public

    [MLSys'22] TorchSparse: Efficient Point Cloud Inference Engine

    Cuda 677 MIT 89 20 4 Updated Nov 27, 2022
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People

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