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channel-estimation-ofdm-

-Investigated the efficiency of different estimators to estimate and track channel parameters based on the Mean Squared Error (MSE) performance. The estimators employed in the simulation are LS and MMSE estimators and their performance in the transfer domain was evaluated. MATLAB was used for the simulation of the communication link and analyzing the error between the estimated channel parameters and actual modeled channel parameters.

channelnet

Implementation of the paper "Deep Learning-Based Channel Estimation"

complexpytorch

A high-level toolbox for using complex valued neural networks in PyTorch

cosimo

deep-learning-with-tensorflow-book

深度学习入门开源书，基于TensorFlow 2.0案例实战。Open source Deep Learning book, based on TensorFlow 2.0 framework.

deepsc

Pytorch implementation of the DeepSC

dnn_detection_via_keras

This is the simplest implementation of Power of Deep Learning for Channel Estimation and Signal Detection in OFDM Systems using keras.

end-to-end-learning-of-communications-systems-without-a-channel-model

Implementation of research paper: End-to-End Learning of Communications Systems Without a Channel Model

fate

An Industrial Grade Federated Learning Framework

few-shot

Repository for few-shot learning machine learning projects

ib_cnn

Evaluating Capability of Deep Neural Networks for Image Classification via Information Plane (ECCV2018)

information-bottleneck-for-deep-learning

Implementation of MLP (python) and CNN (PyTorch) with Information Plane visualization.

mae-pytorch

Unofficial PyTorch implementation of Masked Autoencoders Are Scalable Vision Learners

maml

Pytorch Maml Implementation and Demo

ofdm-system-implementation-in-python

An end to end general OFDM system implementation on Python. It is modualrized for better understanding. Also written a function for LSE Channel Estimation and MMSE Channel Estimation.

paper-with-code-of-wireless-communication-based-on-dl

无线与深度学习结合的论文代码整理/Paper-with-Code-of-Wireless-communication-Based-on-DL

plotneuralnet

Latex code for making neural networks diagrams

pytorch-tutorial

PyTorch Tutorial for Deep Learning Researchers

resunet

Pytorch implementation of ResUnet and ResUnet ++

tensorflow

An Open Source Machine Learning Framework for Everyone