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Deep neural networks

Deep neural networks (DNNs) are a class of artificial neural networks (ANNs) that are deep in the sense that they have many layers of hidden units between the input and output layers. Deep neural networks are a type of deep learning, which is a type of machine learning. Deep neural networks are used in a variety of applications, including speech recognition, computer vision, and natural language processing. Deep neural networks are used in a variety of applications, including speech recognition, computer vision, and natural language processing.

https://github.com/mravanelli/pytorch_MLP_for_ASR

This code implements a basic MLP for speech recognition. The MLP is trained with pytorch, while feature extraction, alignments, and decoding are performed with Kaldi. The current implementation supports dropout and batch normalization. An example for phoneme recognition using the standard TIMIT dataset is provided.

asr cuda deep-learning deep-neural-networks feedforward-neural-network kaldi kaldi-asr mlp multilayer-perceptron neural-networks python pytorch speech-recognition timit

Last synced: 27 Nov 2024

https://github.com/vita-group/usaid

[Preprint] "Segmentation-Aware Image Denoising without Knowing True Segmentation"

deep-neural-networks denoising pytorch segmentation-aware unsupervised-learning

Last synced: 19 Apr 2025

https://github.com/corochann/chainer-pointnet

Chainer implementation of PointNet, PointNet++, KD-Network and 3DContextNework

chainer classification cupy deep-learning deep-neural-networks pointnet segmentation

Last synced: 14 Apr 2025

https://github.com/prudhvignv/speech-emotion-recognization

Speech Emotion Detection using SVM, Decision Tree, Random Forest, MLP, CNN with different architectures

cnn deep-learning deep-neural-networks ipynb machine-learning-algorithms mlp ravdass speech-emotion-detection svm

Last synced: 13 Feb 2025

https://github.com/SafeAILab/zkDL

zkDL, an open source toolkit for zero-knowledge proofs of deep learning powered by CUDA

cuda deep-neural-networks gpu-acceleration privacy-enhancing-technologies zero-knowledge-proof

Last synced: 01 May 2025

https://github.com/mzguntalan/zephyr

Zephyr is a declarative neural network library on top of JAX allowing for easy and fast neural network designing, creation, and manipulation

deep-learning deep-neural-networks jax machine-learning neural-network

Last synced: 10 Feb 2025

https://github.com/alexandra-chron/ntua-slp-wassa-iest2018

Deep-learning Transfer Learning models of NTUA-SLP team submitted at the IEST of WASSA 2018 at EMNLP 2018.

deep-learning deep-neural-networks emotion-analysis language-models lstm python pytorch sentiment-analysis transfer-learning twitter

Last synced: 06 Apr 2025

https://github.com/andreasmazur/geoconv

A Python library for end-to-end learning on surfaces. It implements pre-processing functions that include geodesic algorithms, neural network layers that operate on surfaces, visualization tools and benchmarking functionalities.

benchmarking convolutional-neural-networks deep-learning deep-neural-networks geodesic-algorithm geometric-deep-learning geometry-processing keras machine-learning neural-network neural-networks tensorflow visualization

Last synced: 10 Apr 2025

https://github.com/mravanelli/theano-kaldi-rnn

THEANO-KALDI-RNNs is a project implementing various Recurrent Neural Networks (RNNs) for RNN-HMM speech recognition. The Theano Code is coupled with the Kaldi decoder.

deep-learning deep-neural-networks gated-recurrent-units gru kaldi recurrent-neural-networks rnn theano theano-kaldi-rnns timit

Last synced: 02 Dec 2024

https://github.com/memo/py-msa-kdenlive

Python script to load a Kdenlive (OSS NLE video editor) project file, and conform the edit on video or numpy arrays.

deep-learning deep-neural-networks generative-adversarial-network generative-art generative-model human-computer-interaction machine-learning video-editing video-editor

Last synced: 09 Apr 2025

https://github.com/charmve/transparent-object-segmentation

đź’Ž Transparent objects such as windows and bottles made by glass widely exist in the real world. Segmenting transparent objects is challenging because these objects have diverse appearance inherited from the image background, making them had similar appearance with their surroundings.

cvpr deep-learning deep-neural-networks eccv glasses object-detection paper semantic-segmentation transparent

Last synced: 05 Mar 2025

https://github.com/louisyuzhe/MachineLearning_NILM

Undergraduate research by Yuzhe Lim in Spring 2019. Field of research: Deep Neural Networks application on NILM (Nonintrusive load monitoring) for Energy Disaggregation

deep deep-neural-networks denoising-autoencoders energy-disaggregation lstm-neural-networks machine-learning nilm resnet

Last synced: 06 Apr 2025

https://github.com/tikam02/crowdestimation

Crowd Density Estimation Using - DeepLearning

deep-neural-networks

Last synced: 18 Mar 2025

https://github.com/soumik12345/nearest-celebrity-face

Tensorflow Implementation of FaceNet: A Unified Embedding for Face Recognition and Clustering to find the celebrity whose face matches the closest to yours.

deep-learning deep-neural-networks deeplearning face face-recognition facenet facenet-model inception inception-resnet-v2 inceptionv2 keras keras-neural-networks keras-tensorflow machine-learning machinelearning meta-learning one-shot-learning python python3 tensorflow

Last synced: 13 Jan 2025

https://github.com/galliot-us/models

Neuralet edge deep learning models library. Neuralet is an open-source platform for edge deep learning models on GPU, TPU, and more.

coral-tpu deep-learning deep-neural-networks edge-ai edge-computing edgetpu jetson-nano

Last synced: 07 Apr 2025

https://github.com/pengyanghua/dl2

a deep learning-driven scheduler for elastic training in deep learning clusters

cluster-scheduler deep-neural-networks

Last synced: 30 Apr 2025

https://github.com/podgorskiy/tensor4

tensor4 - pytorch to C++ convertor using lightweight templated tensor library

cpp deep-learning deep-neural-networks generator python pytorch tensor

Last synced: 13 Apr 2025

https://github.com/yu4u/imgcrop

Simple image augmentation library focusing on random geometric cropping

augmentation convolutional-neural-networks deep-learning deep-neural-networks image-processing python segmentation

Last synced: 25 Mar 2025

https://github.com/dnlcrl/pyfunt

Pythonic Deep Learning Framework Inspired by Torch's Neural Network package

convolutional-neural-networks cython deep-learning deep-neural-networks deeplearning neural-network numpy pyfunt python torch

Last synced: 20 Nov 2024

https://github.com/IBM/MAX-Text-Summarizer

Generate a summarized description of a body of text

deep-neural-networks docker-image machine-learning tensorflow-models

Last synced: 18 Nov 2024

https://github.com/ibm/max-text-summarizer

Generate a summarized description of a body of text

deep-neural-networks docker-image machine-learning tensorflow-models

Last synced: 02 May 2025

https://github.com/altanai/ramudroid

Ramudroid, autonomous solar-powered robot to clean roads, realtime object detection and webrtc based streaming

arduino computer-vision deep-learning deep-neural-networks deep-reinforcement-learning garbage-classification garbage-collection machinelearning motors opencv raspberry-pi robot streaming

Last synced: 01 Apr 2025

https://github.com/fabprezja/keras-gpt-copilot

Integrate an LLM copilot within your Keras model development workflow

deep-learning deep-neural-networks gpt keras llms openai skynet

Last synced: 13 Apr 2025

https://github.com/justanhduc/neuralnet-pytorch

A high level framework for general purpose neural networks in Pytorch.

convolutional-neural-networks deep-learning deep-neural-networks neuralnet-pytorch pytorch sympy theano

Last synced: 13 Apr 2025

https://github.com/yaricom/timeserieslearning

The project aimed to implement Deep NN / RNN based solution in order to develop flexible methods that are able to adaptively fillin, backfill, and predict time-series using a large number of heterogeneous training datasets.

adagrad adam-optimizer adamax deep-learning deep-neural-networks leaky-relu pca-analysis random-forest-regressor recurrent-neural-networks rmsprop rnn time-series

Last synced: 05 Apr 2025

https://github.com/zhenye-na/gcn-spp

Shortest Path prediction using Graph Convolutional Networks

deep-neural-networks graph-convolutional-networks shortest-path

Last synced: 02 May 2025

https://github.com/sovit-123/image-deblurring-using-deep-learning

PyTorch implementation of image deblurring using deep learning. Use a simple convolutional autoencoder neural network to deblur Gaussian blurred images.

computer-vision computer-vision-neural-networks convolutional-neural-networks deep-learning deep-neural-networks deeplearning-image-deblur image-deblur image-deblurring machine-learning neural-networks pytorch

Last synced: 11 Apr 2025

https://github.com/Zhenye-Na/gcn-spp

Shortest Path prediction using Graph Convolutional Networks

deep-neural-networks graph-convolutional-networks shortest-path

Last synced: 02 Apr 2025

https://github.com/warvito/normative-modelling-using-deep-autoencoders

Normative modelling using deep autoencoders: a multi-cohort study on mild cognitive impairment and Alzheimer’s disease

autoencoder autoencoders deep-autoencoders deep-learning deep-neural-networks neuroimaging normative-modelling

Last synced: 19 Apr 2025

https://github.com/tadpole/DRNE

The Implementation of "Deep Recursive Network Embedding with Regular Equivalence"(KDD 2018)

centrality deep-neural-networks network-embedding network-representation-learning

Last synced: 29 Apr 2025

https://github.com/annamalai-nr/subgraph2vec_tf

This repository contains the TensorFlow implemtation of subgraph2vec (KDD MLG 2016) paper

deep-learning deep-neural-networks graph-kernels kdd kernel-methods skipgram tensorflow

Last synced: 27 Mar 2025

https://github.com/orestis-z/facial-beauty-predictor

Deep learning model to predict a beauty score for faces in images. Outperforms the state-of-the-art by up to 18% (2019).

computer-vision deep-learning deep-neural-networks facial-beauty-prediction scikit-learn tensorflow

Last synced: 11 Jan 2025

https://github.com/hako/dissertation

:mortar_board: :scroll: This repository holds my final year and dissertation project during my time at the University of Lincoln titled 'Deep Learning for Emotion Recognition in Cartoons'.

cartoons convolutional-neural-networks deep-learning deep-neural-networks dissertation emotion emotion-recognition haar-features machine-learning python tex

Last synced: 12 Apr 2025

https://github.com/liuruoze/hiernet-sc2

(AAAI'2019) The codes, models, logs, and data for an extended paper of the original paper "On Reinforcement Learning for Full-length Game of StarCraft". AAAI = AAAI Conference on Artificial Intelligence.

deep-learning deep-neural-networks deep-reinforcement-learning hierarchical-reinforcement-learning reinforcement-learning starcraft-ii starcraft2 starcraft2-agents starcraft2-ai

Last synced: 12 Apr 2025

https://github.com/kleinyuan/tensorflow-yolo-ios

Real time object detection demo App with Yolo on iOS based on tensorflow framework

darknet deep-learning deep-neural-networks deepbelief ios real-time swift tensorflow tiny-yolo yolo

Last synced: 12 Apr 2025

https://github.com/changwoolee/wgan-gp-tensorflow

Tensorflow Implementation of Paper "Improved Training of Wasserstein GANs"

deep-learning deep-neural-networks gan generative-adversarial-network python tensorflow wgan wgan-gp

Last synced: 30 Apr 2025

https://github.com/avhirupc/semantic-image-completion

Implementation of : Semantic Image Inpainting with Perceptual and Contextual Losses Raymond

computer-vision deep-learning deep-neural-networks image-inpainting machine-learning python tensorflow-experiments

Last synced: 09 Feb 2025

https://github.com/trykatchup/password-similarity-nlp

Password Similarity Detection Using Deep Neural Networks. This project was the case study of my bachelor's thesis.

deep-neural-networks fasttext machine-learning nlp-machine-learning password password-similarity privacy privacy-protection word-embeddings

Last synced: 10 Apr 2025

https://github.com/durner/storn-keras

This is a STORN (Stochastical Recurrent Neural Network) implementation for keras!

deep-learning deep-neural-networks keras machine-learning recurrent-neural-networks stochastic tensorflow theano

Last synced: 13 Apr 2025

https://github.com/skblaz/san

Attention-based feature ranking for propositional data.

attention-mechanism deep-neural-networks feature-ranking machine-learning

Last synced: 17 Dec 2024

https://github.com/ma7555/nndpi

High performance deep packet inspection AI model using neural networks with an embedding layer, 1D Convolution layers and bidirectional gated recurrent unit.

deep-learning deep-neural-networks deep-packet-inspection keras-tensorflow network-security tensorflow tensorflow2

Last synced: 11 Mar 2025

https://github.com/liuruoze/HierNet-SC2

(AAAI'2019) The codes, models, logs, and data for an extended paper of the original paper "On Reinforcement Learning for Full-length Game of StarCraft". AAAI = AAAI Conference on Artificial Intelligence.

deep-learning deep-neural-networks deep-reinforcement-learning hierarchical-reinforcement-learning reinforcement-learning starcraft-ii starcraft2 starcraft2-agents starcraft2-ai

Last synced: 29 Apr 2025

https://github.com/e1evenn/shinnosuke

A keras-like API deep learning framework,realized by Numpy only.Support CNN, RNN, LSTM, Dense, etc.

deep-learning deep-learning-algorithms deep-learning-framework deep-learning-library deep-learning-tutorial deep-neural-networks

Last synced: 12 Apr 2025

https://github.com/arianhosseini/question-answering

Exploration of various deep neural networks for Question Answering and Reading Comprehension

attention deep-neural-networks question-answering reading-comprehension seq2seq-model squad

Last synced: 15 Mar 2025