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quantization-efficient-network

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GiorgosXou / NeuralNetworks

A resource-conscious, header-only neural network library for microcontrollers, with partial bare-metal & native-os support.

arduino avr attiny microcontrollers neural-network simple tensorflow lstm gru mnist neural-networks rnn mnist-dataset mlp maths quantization mnist-model mnist-handwriting-recognition int8-quantization quantization-efficient-network

Updated Feb 24, 2026
C++

clovaai / frostnet

FrostNet: Towards Quantization-Aware Network Architecture Search

computer-vision deep-learning pytorch style-transfer classification object-detection quantization network-architecture semantic-segmentation optimizers quantization-aware-training int8-quantization post-quantization quantization-efficient-network

Updated May 3, 2024
Python

sylvesterkaczmarek / phisat2-trustworthy-onboard-ai

Trustworthy onboard satellite AI in PyTorch-ONNX-INT8 with calibration, telemetry, and a PhiSat-2 EO tile-filter demo.

space telemetry calibration esa satellites cubesat quantization earth-observation int8 onnx edge-ai onnxruntime quantization-efficient-network satellite-security onboard-ai phisat-2 phisat2

Updated Nov 10, 2025
Python

SHVleV9CYWkK / IoT-anomaly-detection

Leveraging advanced RNN with LSTM for efficient, real-time anomaly detection in IoT networks, optimized for performance in resource-constrained environments.

raspberry-pi iot python3 pytorch lstm-model fog-computing time-series-analysis mlp-classifier rnn-lstm quantization-efficient-network

Updated Nov 25, 2023
Jupyter Notebook

ShekharShwetank / Quantized_Neural_Network_on_RISC-V

Learning Path: RISC-V & Advanced Edge AI on SiFive FE310-G002 SoC | 32-bit RISC-V | 320 MHz | 16KB L1 Instruction Cache | 128Mbit (16MB) QSPI Flash | 4-stage pipeline

bare-metal risc-v bitnet edge-ai tensorflow-lite-micro quantization-efficient-network

Updated Sep 18, 2025
C++

densechen / eve-mli

eve-mli: making learning interesting

reinforcement-learning deep-learning pypi deep-reinforcement-learning pytorch pruning spiking-neural-networks network-architecture model-compression quantization-efficient-network eve-mli

Updated Mar 19, 2022
Python

elphinkuo / llamaqt.c

Clean C language version of quantizing llama2 model and running quantized llama2 model

quantization google-colab quantization-algorithms quantization-efficient-network large-language-models

Updated Sep 8, 2023
C

zysxmu / SARDFQ

Code for ICCV2025 paper 'Semantic Alignment and Reinforcement for Data-Free Quantization of Vision Transformers'

quantization model-compression quantization-efficient-network data-free-quantization zero-shot-quantization

Updated Jul 2, 2025
Python

JPsparks / APAI_ESP_MonocularDepthEstimation

I'm writing a white paper to help me successfully complete the "Architecture and Platform for Artificial Intelligence" exam for my master's degree. Stay tuned for updates!

quantization-efficient-network esp32-s3 microtflite

Updated Feb 14, 2026
C++

ShekharShwetank / VSD_EDGE_AI_RESEARCH_INTERNSHIP

Learning Path: RISC-V & Advanced Edge AI on SiFive FE310-G002 SoC | 32-bit RISC-V | 320 MHz | 16KB L1 Instruction Cache | 128Mbit (16MB) QSPI Flash | 4-stage pipeline

bare-metal risc-v bitnet edge-ai quantization-efficient-network

Updated Aug 8, 2025
C

AngelLagr / reduce-ml-cost-with-quantization-pruning

This project demonstrates the impact of model design choices on both energy consumption and economic cost. It analyzes the weight importance within a neural network, estimates the total FLOPs required for inference, and explores how quantization and pruning affect resource efficiency.

machine-learning neural-network efficiency neural-networks pruning quantization cost-optimization quantization-efficient-network

Updated Jul 8, 2025
Jupyter Notebook

maryamsoftdev / Quantization-in-Machine-Learning

A Tutorial Notebook to Quantization in Machine Learning

quantization quantization-aware-training quantization-efficient-network

Updated May 19, 2024
Jupyter Notebook

Abdelrahmanhatem2020 / phisat2-trustworthy-onboard-ai

space telemetry calibration esa satellites cubesat quantization earth-observation int8 onnx edge-ai onnxruntime quantization-efficient-network satellite-security onboard-ai phisat2

Updated Feb 26, 2026
Python

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