5 results found Sort:

mit-han-lab
proxylessnas mit-han-lab
286
1.4k
mit
70
[ICLR 2019] ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware
automl acceleration on-device-ai hardware-aware specialization efficient-model
Created 2018-12-01
67 commits to master branch, last one 6 months ago
Zhen-Dong
HAWQ Zhen-Dong
82
422
mit
15
Quantization library for PyTorch. Support low-precision and mixed-precision quantization, with hardware implementation through TVM.
tvm 4-bit 8-bit hessian pytorch tensorcore distillation quantization hardware-aware mixed-precision model-compression efficient-neural-networks quantized-neural-networks
Created 2020-11-24
48 commits to main branch, last one about a year ago
mit-han-lab
hardware-aware-transformers mit-han-lab
53
332
other
14
[ACL'20] HAT: Hardware-Aware Transformers for Efficient Natural Language Processing
transformer hardware-aware specialization efficient-model machine-translation natural-language-processing
Created 2020-05-01
18 commits to master branch, last one 6 months ago
HayeonLee
HELP HayeonLee
7
60
mit
4
Official PyTorch Implementation of HELP: Hardware-adaptive Efficient Latency Prediction for NAS via Meta-Learning (NeurIPS 2021 Spotlight)
deep-learning meta-learning hardware-aware machine-learning efficient-deep-learning neural-architecture-search
Created 2021-10-20
4 commits to main branch, last one 5 months ago
nesl
tinyodom nesl
7
47
bsd-3-clause
7
TinyOdom: Hardware-Aware Efficient Neural Inertial Navigation
uav uuv tinyml odometry robotics barometer localization dead-reckoning hardware-aware neural-network pressure-sensor inertial-sensors machine-learning inertial-odometry bayesian-optimization tensorflow-lite-micro pedestrian-dead-reckoning neural-architecture-search inertial-navigation-systems temporal-convolutional-network
Created 2021-09-30
38 commits to main branch, last one about a year ago