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[🔥updating ...] AI 自动量化交易机器人 AI-powered Quantitative Investment Research Platform. 📃 online docs: https://ufund-me.github.io/Qbot ✨ :news: qbot-mini: https://github.com/Charmve/iQuant

Distiller ⭐ 4,312

Neural Network Distiller by Intel AI Lab: a Python package for neural network compression research. https://intellabs.github.io/distiller

Compress Fasttext ⭐ 153

Tools for shrinking fastText models (in gensim format)

Adventures In Tensorflow Lite ⭐ 143

This repository contains notebooks that show the usage of TensorFlow Lite for quantizing deep neural networks.

Tf2deepfloorplan ⭐ 107

TF2 Deep FloorPlan Recognition using a Multi-task Network with Room-boundary-Guided Attention. Enable tensorboard, quantization, flask, tflite, docker, github actions and google colab.

Multi Resolution Texture Synthesis ⭐ 97

Based on “Fast Texture Synthesis using Tree-structured Vector Quantization” and “Multiresolution Sampling Procedure for Analysis and Synthesis of Texture Images” papers

Trained Ternary Quantization ⭐ 87

Reducing the size of convolutional neural networks

Stochastic Quantization ⭐ 67

Training Low-bits DNNs with Stochastic Quantization

Image Classification Caltech 256 ⭐ 50

Exploring CNNs and model quantization on Caltech-256 dataset

Roy: A lightweight, model-agnostic framework for crafting advanced multi-agent systems using large language models.

Benchmark Fp32 Fp16 Int8 With Tensorrt ⭐ 46

Benchmark inference speed of CNNs with various quantization methods in Pytorch+TensorRT with Jetson Nano/Xavier

Adsp_tutorials ⭐ 41

Advanced Signal Processing Notebooks and Tutorials

Tutorials on Quantized Neural Network using Tensorflow Lite

Adsp_tutorials ⭐ 39

Advanced Digital Signal Processing Notebooks and Tutorials

Lsquantization ⭐ 31

The PyTorch implementation of Learned Step size Quantization (LSQ) in ICLR2020 (unofficial)

Incremental Network Quantization, Kmeans quantization, Iterative Pruning, Dynamic Network Surgery

Neurips Micronet ⭐ 29

[JMLR 2020] NeurIPS 2019 MicroNet Challenge Efficient Language Modeling, Champion

Gptq_for_langchain ⭐ 28

A guide about how to use GPTQ models with langchain

Caffe Quantization ⭐ 21

Added quantization layer into caffe (support a coarse level fixed point simulation)

Python Implementation for Linde-Buzo-Gray / Generalized Lloyd Algorithm for vector quantization.

Cnn_on_mcu ⭐ 16

Code for paper: 'Multi-Component Optimization and Efficient Deployment of Neural-Networks on Resource-Constrained IoT Hardware'

Analyticalscaleforintegerquantization ⭐ 16

Example for applying Gaussian and Laplace clipping on activations of CNN.

Tflite Tutorials ⭐ 16

End-to-end tutorials on how to create TensorFlow Lite (TFLite) models!

Tflite Tester ⭐ 15

Example project showing how we can compare TensorFlow and TensorFlow Lite models

Model Compression Made Easy

Master_thesis ⭐ 12

Repo for my Master Thesis at ULiège in 2019 (Machine learning under resource constraints)

Quantized_meanfield ⭐ 9

This repository provides code source used in the paper: A Mean Field Theory of Quantized Deep Networks: The Quantization-Depth Trade-Off

Quantized Tensorflow Estimator for Google EdgeTpu Accelerator, Dev Board and Intel Neural Compute Stick 2

Integer-only Zero-shot Quantization for Efficient Speech Recognition

Compression Techniques For Deep Neural Networks ⭐ 8

Compression of Deep Neural Networks LeNet-300-100 and LeNet-5 trained on MNIST and CIFAR-10 using Quantization, Knowledge Distillation & Pruning.

Comprehensive LLMs repo, where I cover both theoretical and practical aspects of LLMs.

Something in the middle of Karpathy's mingpt model and video lectures, BabyGPT is an easy to use model on a much smaller scale (16 and 256 out channels , 5 heads, fine tuned). To be made useful on low powered devices.

Craft_tflite ⭐ 7

This is the github repository for converting craft pretrained model to tflite version

Edge_tpu_mnist ⭐ 6

Create Edge TPU Model (MNIST fully_connected_feed example)

Nn Polar Decoder ⭐ 6

Low-complexity Recurrent Neural Network-based Polar Decoder with Weight Quantization Mechanism

Circllhist Paper ⭐ 6

Analysis of non-dynamic log-linear quantization in histograms

Hsi Toolbox ⭐ 6

Hyperspectral CNN compression and band selection

PyTorch Code for the paper "NUQSGD: Provably Communication-efficient Data-parallel SGD via Nonuniform Quantization"

Jpeg Reconstruction ⭐ 5

Improve JPEG reconstruction using deep learning.

Tensor_edge_converter ⭐ 5

Jupyter notebooks for Tensorflow models conversion for Tensorflow Lite, TensorRT and EdgeTPU

News Article Vector Search ⭐ 5

Blazing fast real-time NRC search empowered with multilingual LLM and Qdrant

Compressed_object_detection ⭐ 5

Extension of pruning and quantization to the task of object detection

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