On-Device Training Under 256KB Memory [NeurIPS'22]
☆528Mar 29, 2024Updated 2 years ago
Alternatives and similar repositories for tiny-training
Users that are interested in tiny-training are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [NeurIPS 2020] MCUNet: Tiny Deep Learning on IoT Devices; [NeurIPS 2021] MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep L…☆967Nov 27, 2024Updated last year
- [NeurIPS 2020] MCUNet: Tiny Deep Learning on IoT Devices; [NeurIPS 2021] MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep L…☆722Mar 29, 2024Updated 2 years ago
- Code for paper "ElasticTrainer: Speeding Up On-Device Training with Runtime Elastic Tensor Selection" (MobiSys'23)☆14Nov 1, 2023Updated 2 years ago
- [ICCAD'22 TinyML Contest] Efficient Heart Stroke Detection on Low-cost Microcontrollers☆15Jan 12, 2023Updated 3 years ago
- Experimental deep learning framework written in Rust☆15Nov 2, 2022Updated 3 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- ☆1,232Nov 29, 2023Updated 2 years ago
- ML model training for edge devices☆169Sep 29, 2023Updated 3 years ago
- [ICLR 2020] Once for All: Train One Network and Specialize it for Efficient Deployment☆1,954Dec 14, 2023Updated 2 years ago
- TinyChatEngine: On-Device LLM Inference Library☆970Jul 4, 2024Updated 2 years ago
- ☆180Aug 9, 2023Updated 3 years ago
- [NeurIPS 2023] MCUFormer: Deploying Vision Transformers on Microcontrollers with Limited Memory☆77Oct 31, 2023Updated 2 years ago
- Materials of public talks given By SJTU X-LANCE members☆14Dec 3, 2022Updated 3 years ago
- [ICCV-2023] EMQ: Evolving Training-free Proxies for Automated Mixed Precision Quantization☆29Dec 6, 2023Updated 2 years ago
- ☆13Jul 14, 2025Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- ACL 2023☆38Jun 6, 2023Updated 3 years ago
- source code of the paper: Robust Quantization: One Model to Rule Them All☆42Mar 24, 2023Updated 3 years ago
- [MLSys 2024 Best Paper Award] AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration☆3,656Jul 17, 2025Updated last year
- TinyMaix is a tiny inference library for microcontrollers (TinyML).☆1,077Feb 5, 2025Updated last year
- Code for ICML 2022 paper "SPDY: Accurate Pruning with Speedup Guarantees"☆20May 3, 2023Updated 3 years ago
- This is a list of interesting papers and projects about TinyML.☆1,035Dec 8, 2025Updated 10 months ago
- ☆30Feb 7, 2020Updated 6 years ago
- Deep Compression for PyTorch Model Deployment on Microcontrollers☆20Mar 26, 2021Updated 5 years ago
- [ICML 2023] SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models☆1,700Jul 12, 2024Updated 2 years ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- μNAS is a neural architecture search (NAS) system that designs small-yet-powerful microcontroller-compatible neural networks.☆84Jan 26, 2021Updated 5 years ago
- A DNN inference latency prediction toolkit for accurately modeling and predicting the latency on diverse edge devices.☆365Jul 30, 2024Updated 2 years ago
- llama INT4 cuda inference with AWQ☆55Jan 20, 2025Updated last year
- The official implementation of TinyTrain [ICML '24]☆28Jul 19, 2024Updated 2 years ago
- Infrastructure to enable deployment of ML models to low-power resource-constrained embedded targets (including microcontrollers and digit…☆3,132Updated this week
- ☆158Jun 22, 2023Updated 3 years ago
- The official PyTorch implementation of the NeurIPS2022 (spotlight) paper, Outlier Suppression: Pushing the Limit of Low-bit Transformer L…☆50Oct 5, 2022Updated 4 years ago
- ☆15Aug 6, 2023Updated 3 years ago
- ☆79Nov 5, 2024Updated last year
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Offsite-Tuning: Transfer Learning without Full Model☆387Nov 27, 2023Updated 2 years ago
- PyTorch compilation tutorial covering TorchScript, torch.fx, and Slapo☆17Mar 13, 2023Updated 3 years ago
- [FPGA-2022] N3H-Core: Neuron-designed Neural Network Accelerator via FPGA-based Heterogeneous Computing Cores☆11Dec 16, 2021Updated 4 years ago
- ☆20Dec 3, 2019Updated 6 years ago
- A scheme for privacy-preserving learning on Tiny Devices.☆48Jan 12, 2022Updated 4 years ago
- CMSIS-NN Library☆452Oct 21, 2026Updated last week
- [ICLR 2022 Oral] F8Net: Fixed-Point 8-bit Only Multiplication for Network Quantization☆93May 5, 2022Updated 4 years ago