GitHub topics: neural-nets
GhostSamurai28/Math_Tools
Original math functions developed by Sourceduty.
Size: 7.81 KB - Last synced at: about 1 hour ago - Pushed at: about 2 hours ago - Stars: 0 - Forks: 0

Atcold/NYU-DLSP20
NYU Deep Learning Spring 2020
Language: Jupyter Notebook - Size: 185 MB - Last synced at: 17 minutes ago - Pushed at: about 1 month ago - Stars: 6,758 - Forks: 2,235

Lenny4/DeepFaceLabClient
Just an app to use DeepFaceLab with a user interface.
Language: Dart - Size: 754 KB - Last synced at: 2 days ago - Pushed at: 7 months ago - Stars: 143 - Forks: 22

deepfakes/faceswap
Deepfakes Software For All
Language: Python - Size: 194 MB - Last synced at: 4 days ago - Pushed at: 2 months ago - Stars: 53,832 - Forks: 13,379

deeplearning4j/deeplearning4j
Suite of tools for deploying and training deep learning models using the JVM. Highlights include model import for keras, tensorflow, and onnx/pytorch, a modular and tiny c++ library for running math code and a java based math library on top of the core c++ library. Also includes samediff: a pytorch/tensorflow like library for running deep learn...
Language: Java - Size: 719 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 13,948 - Forks: 3,852

thoughtworksarts/EmoPy
A deep neural net toolkit for emotion analysis via Facial Expression Recognition (FER)
Language: Python - Size: 150 MB - Last synced at: 2 days ago - Pushed at: almost 3 years ago - Stars: 951 - Forks: 263

mdabros/SharpLearning
Machine learning for C# .Net
Language: C# - Size: 4.04 MB - Last synced at: 7 days ago - Pushed at: about 2 months ago - Stars: 394 - Forks: 86

jolibrain/deepdetect
Deep Learning API and Server in C++14 support for PyTorch,TensorRT, Dlib, NCNN, Tensorflow, XGBoost and TSNE
Language: C++ - Size: 103 MB - Last synced at: about 1 month ago - Pushed at: 2 months ago - Stars: 2,529 - Forks: 560

logancyang/loss-landscape-anim
Create animations for the optimization trajectory of neural nets
Language: Python - Size: 71.6 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 149 - Forks: 24

The-Swarm-Corporation/Cookbook
Examples and guides for using Swarms Framework
Language: Jupyter Notebook - Size: 2.49 MB - Last synced at: about 1 month ago - Pushed at: 3 months ago - Stars: 36 - Forks: 7

MorvanZhou/Evolutionary-Algorithm
Evolutionary Algorithm using Python, 莫烦Python 中文AI教学
Language: Python - Size: 2.21 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 1,220 - Forks: 635

buteops/nn
Neural Network to Inference, but only from Papers & Books
Language: Jupyter Notebook - Size: 65.9 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 1 - Forks: 0

norkator/open-intelligence 📦
Creepy stalking tool to process security camera motion triggered images and sort seen objects in different categories, detect license plates and faces. Has PWA ready web front end. Meant to make property monitoring faster without need to watch video recordings.
Language: TypeScript - Size: 78 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 168 - Forks: 38

kyegomez/Hedgehog
Implementation of the model "Hedgehog" from the paper: "The Hedgehog & the Porcupine: Expressive Linear Attentions with Softmax Mimicry"
Language: Python - Size: 2.16 MB - Last synced at: 4 days ago - Pushed at: about 1 year ago - Stars: 13 - Forks: 0

justinmeiners/neural-nets-sim
McCulloch & Pitts neural net simulator.
Language: JavaScript - Size: 10.2 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 18 - Forks: 2

kyegomez/PaLM2-VAdapter
Implementation of "PaLM2-VAdapter:" from the multi-modal model paper: "PaLM2-VAdapter: Progressively Aligned Language Model Makes a Strong Vision-language Adapter"
Language: Python - Size: 2.17 MB - Last synced at: 4 days ago - Pushed at: 6 months ago - Stars: 17 - Forks: 0

akosiorek/hart
Hierarchical Attentive Recurrent Tracking
Language: Python - Size: 23.8 MB - Last synced at: 6 days ago - Pushed at: over 6 years ago - Stars: 146 - Forks: 47

000x999/Neural_Net
C++ Neural Network with Training Visualizer and Data Generation Tool
Language: C++ - Size: 12.1 MB - Last synced at: 3 months ago - Pushed at: 4 months ago - Stars: 1 - Forks: 0

alexbie98/bietorch
neural nets with numpy
Language: Python - Size: 6.84 KB - Last synced at: about 1 month ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

yoch/sparse-som
Efficient Self-Organizing Map for Sparse Data
Language: C++ - Size: 4.76 MB - Last synced at: 18 days ago - Pushed at: over 4 years ago - Stars: 19 - Forks: 6

SolarSupremacy/Neural
Evolution Simulator with Neural Networks
Language: Lua - Size: 10.7 KB - Last synced at: 9 months ago - Pushed at: almost 8 years ago - Stars: 2 - Forks: 0

lpapailiou/neuralnetwork
A java library providing a configurable neural network. Supports supervised learning and genetic algorithm.
Language: Java - Size: 107 MB - Last synced at: 29 days ago - Pushed at: over 2 years ago - Stars: 3 - Forks: 1

gurvanrenault/color-recognition
Recognize color with a neural network
Language: Python - Size: 77.1 KB - Last synced at: 10 months ago - Pushed at: about 3 years ago - Stars: 6 - Forks: 4

kretash/BasicNeuralNet
Trying to understand neural nets by building a simple one from scratch
Language: C++ - Size: 273 KB - Last synced at: 8 months ago - Pushed at: over 7 years ago - Stars: 33 - Forks: 3

atse0612/R-Bootcamp
Language: HTML - Size: 3.62 MB - Last synced at: about 1 year ago - Pushed at: over 8 years ago - Stars: 0 - Forks: 4

bmr549/neural-network-style-transfer-utility
Language: Python - Size: 2.7 MB - Last synced at: about 1 year ago - Pushed at: over 5 years ago - Stars: 0 - Forks: 3

dorajam/Neural-Nets
Neural nets 101 for digit recognition + optimizations
Language: Python - Size: 27.4 MB - Last synced at: about 1 year ago - Pushed at: about 9 years ago - Stars: 0 - Forks: 1

mhliu0419/R_Machine_Learning
A comprehensive repository of R Machine Learning, including Linear Regression, Logistic Regression, KNN, Decision Trees, SVM, K Means Clustering, Neural Nets
Language: R - Size: 2.58 MB - Last synced at: about 1 year ago - Pushed at: almost 5 years ago - Stars: 0 - Forks: 0

proxyanon/DeePY
Implementação do algoritmo de redes neurais em python usando o numpy
Language: Python - Size: 51.8 KB - Last synced at: about 1 year ago - Pushed at: over 6 years ago - Stars: 0 - Forks: 0

codez266/pos-tagger-neural
POS-Tagging using Neural Networks in Keras
Language: Python - Size: 4.88 KB - Last synced at: about 1 year ago - Pushed at: about 8 years ago - Stars: 1 - Forks: 0

umangrmehta/image-orientation-classifier
Identifying Image Orientation using Supervised Machine Learning Models of k-Nearest Neighbors, Adaboost and Multi-Layer Feed-Forward Neural Network trained using Back-Propagation Learning Algorithm
Language: Python - Size: 6.83 MB - Last synced at: about 1 year ago - Pushed at: over 7 years ago - Stars: 0 - Forks: 1

goessl/NeuralNetwork
Very basic neural network implementation.
Language: Java - Size: 16.6 KB - Last synced at: 18 days ago - Pushed at: over 5 years ago - Stars: 16 - Forks: 3

vishnukanduri/Air-quality-index-prediction-using-LSTM
I predict air quality index of a city in China using a Long Short Term Memory (LSTM) neural network. for a year. Executed time series analysis
Language: Jupyter Notebook - Size: 8.06 MB - Last synced at: over 1 year ago - Pushed at: about 5 years ago - Stars: 20 - Forks: 10

tostenzel/edugrad
Understanding neural network libraries and the automatic gradient computations (autograd) in the backward pass
Language: Python - Size: 12.6 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

ParikhKadam/bidaf-keras 📦
Bidirectional Attention Flow for Machine Comprehension implemented in Keras 2
Language: Python - Size: 218 KB - Last synced at: 22 days ago - Pushed at: over 2 years ago - Stars: 64 - Forks: 21

dlsys-course/assignment2-2017
(Spring 2017) Assignment 2: GPU Executor
Language: Python - Size: 29.3 KB - Last synced at: about 1 year ago - Pushed at: about 8 years ago - Stars: 62 - Forks: 43

benisalla/MyTorcha
MyTorcha is a small framework designed to construct and train neural networks from scratch without relying on any external libraries. Originally built to operate in C++, I have currently opted for Python due to its simplicity :)
Language: Python - Size: 18.9 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

shashankkotyan/RobustArchitectureSearch
This github repository contains the official code for the paper, "Evolving Robust Neural Architectures to Defend from Adversarial Attacks"
Language: Python - Size: 25.4 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 18 - Forks: 1

the-lans/NeuroRepository
Фреймворк для построения нейронных сетей, комитетов, создания агентов с параллельными вычислениями.
Language: C++ - Size: 72.3 MB - Last synced at: about 1 year ago - Pushed at: over 4 years ago - Stars: 11 - Forks: 8

gksoriginals/Neuralnet_in_java
Implementaion of a neural network with one hidden layer.
Language: Java - Size: 12.7 KB - Last synced at: over 1 year ago - Pushed at: almost 8 years ago - Stars: 0 - Forks: 1

angetato/Optimizers-for-Tensorflow
Adam, NAdam and AAdam optimizers
Language: Python - Size: 1.5 MB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 22 - Forks: 6

yitong91/SyncNet
Targeting EEG/LFP synchrony with neural nets
Language: Python - Size: 19.5 KB - Last synced at: over 1 year ago - Pushed at: about 6 years ago - Stars: 16 - Forks: 3

AntixK/NeuralBlocks
Easy to use Neural Net blocks for fast prototyping.
Language: Jupyter Notebook - Size: 335 MB - Last synced at: 28 days ago - Pushed at: over 5 years ago - Stars: 5 - Forks: 1

rishabh01solanki/core-models_python
Custom core models with updatable layers for on device learning
Language: Jupyter Notebook - Size: 14.2 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

carlospuenteg/Neural-Network-from-Scratch
Neural Network build from scratch in Python that can identify a polynomial from a point in the plane
Language: Python - Size: 261 KB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0

dstallenberg/NormalFeedForwardNeuralNet
Easy to use neural network library in java
Language: Java - Size: 344 KB - Last synced at: over 1 year ago - Pushed at: almost 6 years ago - Stars: 3 - Forks: 1

cebeery/extended_neato_soccer
Language: Python - Size: 50.1 MB - Last synced at: over 1 year ago - Pushed at: about 8 years ago - Stars: 0 - Forks: 0

chroteus/EvoNet
Neural networks with dynamic topologies trained using a genetic algorithm
Language: Python - Size: 22.5 KB - Last synced at: over 1 year ago - Pushed at: almost 7 years ago - Stars: 3 - Forks: 0

kalDima1218/LayerFlow
Neural network library wrote in C++
Language: C++ - Size: 41 KB - Last synced at: almost 2 years ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 0

nickspencer2/Neural-Network
This is a Neural Network class I created in Python along with some test data.
Language: Python - Size: 15.8 MB - Last synced at: almost 2 years ago - Pushed at: about 8 years ago - Stars: 0 - Forks: 0

SaganRitual/Arkonia
A hobbyist's toy, under construction--actually, more like somewhere between "on hiatus" and "abandoned". An evolution and natural selection simulator. Creatures whose brains and bodies evolve genetically to make them better at eating each other.
Language: Swift - Size: 99.1 MB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 3 - Forks: 0

TennisGazelle/CUDA-CapsuleNetwork-Methods
A clean, pure C++/CUDA implementation of Capsule Networks, no cuDNN, TF, Keras, or libraries.
Language: C++ - Size: 24.1 MB - Last synced at: almost 2 years ago - Pushed at: about 5 years ago - Stars: 3 - Forks: 1

JanVargovsky/masters-thesis
Language: Vue - Size: 647 KB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 4 - Forks: 0

pniedzwiedzinski/isthis
Demo app for learning keras
Language: JavaScript - Size: 6.23 MB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0

shadmanshaikh/ml_algo_from_scratch
All standard machine learning algorithms from scratch in python 🐍
Language: Jupyter Notebook - Size: 9.77 KB - Last synced at: about 2 months ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

rileynwong/lstm-jazz
generate jazz using lstm neural network
Language: Python - Size: 87 MB - Last synced at: 29 days ago - Pushed at: about 6 years ago - Stars: 9 - Forks: 5

xtremista89/ANN.Net
C# implementation of standart deep neural network, with different types of neuro activation functions.
Language: C# - Size: 96.7 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 3 - Forks: 2

raymelon/TrafficLightNeuralNetwork
:traffic_light: An Artificial Neural Network based Traffic Light Controller for intersections. Computational Intelligence class final project.
Language: C# - Size: 560 KB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 13 - Forks: 7

aditya9211/Blur-and-Clear-Classification
Classifying the Blur and Clear Images
Language: Python - Size: 51.8 KB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 98 - Forks: 24

NIDCD/lsnm_in_python 📦
Large Scale Neural Modeling (LSNM) simulator in Python
Language: CWeb - Size: 196 MB - Last synced at: about 2 years ago - Pushed at: over 7 years ago - Stars: 2 - Forks: 5

Insulince/jnet
A Go library for creating, training, and using multilayer perceptron neural networks.
Language: Go - Size: 203 KB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0

DatomicsGroup/deepbio
This is a curated list of tutorials, projects, libraries, videos, papers, books and anything related to applications of Deep Learning to biomedicine. Feel free to make a pull request to contribute to this list.
Size: 87.9 KB - Last synced at: about 2 years ago - Pushed at: about 5 years ago - Stars: 12 - Forks: 2

kiecodes/intro-neural-nets
The repository for the tutorial series on neural networks by Kie Codes. (https://www.youtube.com/watch?v=51EoNgwoaTo&list=PLuZkwckxno0roLi1l4FoxxQiHmTd5DKn7)
Language: Python - Size: 5.86 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 12 - Forks: 3

pg020196/Neural-Network-Translator
This repository contains a neural network translator which can translate neural network models to native code.
Language: Python - Size: 2.34 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 7 - Forks: 3

icivann/ivann
Visual tool for building neural networks with PyTorch, and generating code in Python in order to train and test them.
Language: TypeScript - Size: 18.8 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 15 - Forks: 1

jhole89/classifying-cancer
A Python-Tensorflow neural network for classifying cancer data
Language: Python - Size: 1.48 MB - Last synced at: about 2 years ago - Pushed at: almost 8 years ago - Stars: 30 - Forks: 16

JulesGM/DeepNeuro
Detection of autism through the machine learning and deep learning analysis of Magnetoencephalography scans.
Language: Jupyter Notebook - Size: 20.8 MB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 0

JackRossProjects/Neural-Nets-From-Scratch
Learn how to build neural nets from scratch. Simple perceptron to predict if a person has diabetes.
Language: Jupyter Notebook - Size: 448 KB - Last synced at: about 2 years ago - Pushed at: about 5 years ago - Stars: 2 - Forks: 2

claudio-bon/sparse-net
In this project I have implemented the forward function of a Neural Network composed of sparsely connected layers. In order to parallelize the forward function I have built two implementation: one uses OpenMP and the other uses CUDA.
Language: C++ - Size: 191 KB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0

breskos/gopher-neural Fork of NOX73/go-neural
Neural network + training framework in Golang
Language: Go - Size: 6.38 MB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 20 - Forks: 2

yashpatel5400/neuropath
A neural branch predictor tested using CPU emulator, testing both supervised learning and reinforcement learning (for COS 583: Great Moments in Computing at Princeton University)
Language: HTML - Size: 3.09 MB - Last synced at: about 2 years ago - Pushed at: almost 8 years ago - Stars: 13 - Forks: 2

GrgoMariani/mmNN
micro managed NEURAL NETWORK (c++11 / Python)
Language: C++ - Size: 212 KB - Last synced at: 17 days ago - Pushed at: almost 6 years ago - Stars: 3 - Forks: 1

aditya9211/MNIST-Classification-with-NeuralNet
MNIST Handwritten Digits Classification using 3 Layer Neural Net 98.7% Accuracy
Language: Python - Size: 9.77 KB - Last synced at: about 2 years ago - Pushed at: about 7 years ago - Stars: 2 - Forks: 3

t0kk35/d373c7
Some Deep Learning for Financial Crime Experiments
Language: Jupyter Notebook - Size: 18.1 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 2 - Forks: 0

ultradian/julia_notebooks
Jupyter notebooks on Julia programming
Language: Jupyter Notebook - Size: 19.3 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 7 - Forks: 3

chaitanya2334/WLP-Parser
This repository contains a collection of neural network models that we used to demonstrate the utility of our dataset.
Language: Python - Size: 678 KB - Last synced at: about 2 years ago - Pushed at: over 6 years ago - Stars: 8 - Forks: 5

ivan-tymoshenko/neural-network
Toy neural network
Language: Python - Size: 17.6 KB - Last synced at: 2 months ago - Pushed at: over 5 years ago - Stars: 0 - Forks: 0

stefanoteso/calimocho
Explanatory Interactive Machine Learning with Self-explaining Neural Networks
Language: Python - Size: 9.32 MB - Last synced at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 5 - Forks: 3

tatianabarbone/food-bot
food-bot is a NLP Discord chatbot that suggests recipes to cook based on your preferences through using conversational AI.
Language: Python - Size: 7.96 MB - Last synced at: about 2 months ago - Pushed at: over 4 years ago - Stars: 2 - Forks: 1

eflegara/NN-Made-Accessible
A list of awesome and easy-to-read NN articles
Size: 6.84 KB - Last synced at: about 2 years ago - Pushed at: about 8 years ago - Stars: 5 - Forks: 0

rishab-partha/Neural-Networks
Repo for all neural nets stuff from my 10th grade neural nets class
Language: Python - Size: 1.77 MB - Last synced at: almost 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

ishaan007/Machine-Learning
Implementation of all standard unsupervised & supervised learning algos from scratch
Language: Jupyter Notebook - Size: 2.79 MB - Last synced at: about 2 years ago - Pushed at: over 8 years ago - Stars: 0 - Forks: 1

McHarold404/Hand-Digit-Recognition
A project to compare the performances of a CNN, A Residual Net, and an Artifical Neural Net on MNSIT dataset to classify images
Language: Jupyter Notebook - Size: 184 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

RScicomp/Neural-Nets-Computer-Vision
Pytorch implementation of MLP, Convnet, AlexNet to predict on CIFAR dataset.
Language: Jupyter Notebook - Size: 1.18 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

potrepka/deeptone
Generate music with deep neural networks
Language: Python - Size: 22.5 KB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 0 - Forks: 1

Kshitizzz/neural-nets-from-scratch-oops-style
In pursuit of learning Object Oriented programming and neural-nets, here I will try to implement a neural net from scratch using numpy only, in object-oriented style.
Language: Python - Size: 3.91 KB - Last synced at: 4 months ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

elijah-tai/gp-notes
Notes on Gaussian processes
Language: HTML - Size: 22.4 MB - Last synced at: 6 days ago - Pushed at: over 6 years ago - Stars: 0 - Forks: 1

NOOXY-research/NodeNet
NodeNet is an neural network research project(library) belongs to NOOXY
Language: Python - Size: 3.76 MB - Last synced at: about 2 years ago - Pushed at: over 6 years ago - Stars: 1 - Forks: 0

wbrc/neuralnet
Create simple neural networks in Go
Language: Go - Size: 882 KB - Last synced at: 11 months ago - Pushed at: almost 7 years ago - Stars: 2 - Forks: 0

MatthewWolff/PokeNet
Using a deep neural network to predict the outcome of a statistic-based combat system
Language: R - Size: 6.87 MB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 1 - Forks: 0

liyinnbw/ML
A collection of projects/studies related to machine learning including neural nets.
Language: Jupyter Notebook - Size: 17.1 MB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 0 - Forks: 0

Lauri1010/NeuralNetworkML
Multilayered backpropagation neural network using c++
Language: C++ - Size: 6.53 MB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 0 - Forks: 0

rileynwong/pytorch-seq2seq-joke2punchline
PyTorch seq2seq implementation. Includes pretrained models for jokes<>punchlines and english<>french.
Language: Python - Size: 41.2 MB - Last synced at: about 2 months ago - Pushed at: about 6 years ago - Stars: 2 - Forks: 1

StefanieJaeger/NeuralNet
Language: Java - Size: 188 KB - Last synced at: about 2 years ago - Pushed at: over 6 years ago - Stars: 3 - Forks: 0

danielholmes/smart-sweepers-scala
Neural Network driven MineSweeper that interacts with mines and rocks
Language: Scala - Size: 85 KB - Last synced at: about 1 month ago - Pushed at: over 8 years ago - Stars: 0 - Forks: 0

slowjazz/ML-Projects
Main repo of ML projects including general EDA, openAI experiments, and basic deep learning
Language: HTML - Size: 1.97 MB - Last synced at: about 2 years ago - Pushed at: over 7 years ago - Stars: 0 - Forks: 0

WestlakeAPC/NeuralKit
A Swift skeleton for neural nets and other important models in deep learning.
Language: Swift - Size: 12.7 KB - Last synced at: about 1 year ago - Pushed at: over 8 years ago - Stars: 1 - Forks: 0
