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aipy

Python机器学习、深度学习算法开发等学习资源分享

deepcgh

A Python/TensorFlow implementation of DeepCGH, a framework for unsupervised deep learning-based computer-generated holography.

dncnn

Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising (TIP, 2017)

drl

Deep Reinforcement Learning

easy-rl

强化学习中文教程（蘑菇书🍄），在线阅读地址：https://datawhalechina.github.io/easy-rl/

external-attention-pytorch

🍀 Pytorch implementation of various Attention Mechanisms, MLP, Re-parameter, Convolution, which is helpful to further understand papers.⭐⭐⭐

fastdvdnet

FastDVDnet: A Very Fast Deep Video Denoising algorithm

fourier-neural-operator

gedankennet

Codes and demo for the paper Self-supervised Learning of Hologram Reconstruction using Physics Consistency

gmmnlse-solver-final

Solves the GMMNLSE in MATLAB for pulse propagation in multimode fiber, with an efficient GPU implementation

gnlse-python

Generalized Nonlinear Schrodringer Equation solver

hust-invictus

华中科技大学研究生课程资料

implicit-stacked-autoregressive-model-for-video-prediction

Implicit Stacked Autoregressive Model for Video Prediction (official implementation)

informer2020

The GitHub repository for the paper "Informer" accepted by AAAI 2021.

laser-propagation

Simulation for propagating ultrashort laser pulses in freespace or in a gas-filled capillary

laser-simulations

Simulations of laser propogation

laserpulse

LaserPulse is a class for storing and handling time-frequency pulses, like for example femtosecond laser pulses

llm-action

本项目旨在分享大模型相关技术原理以及实战经验。

markov_neural_operator

mathnas

This is Official PyTorch implementation for 2023-NeurIPS-MathNAS: If Blocks Have a Role in Mathematical Architecture Design.

mimo-vp

An official code for "MIMO is all you need"

neuraloperators.jl

DeepONets, (Fourier) Neural Operators, Physics-Informed Neural Operators, and more in Julia

nlp-tutorial

Natural Language Processing Tutorial for Deep Learning Researchers

nlse-vector-solver

Code for modelling the Nonlinear Schrödinger Equation for optical fiber pulse propagation

openstl

OpenSTL: A Comprehensive Benchmark of Spatio-Temporal Predictive Learning

pinns

PyTorch Implementation of Physics-informed Neural Networks

pytorch-srgan

A modern PyTorch implementation of SRGAN

pytorchtutorial

sa-convlstm-pytorch

Pytorch implementation of Self-Attention ConvLSTM

shg-frog

Open source second harmonic generation frequency-resolved optical gating (SHG FROG) trace analysis code