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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/minitechy/betavae_variants

beta-VAE variants trained using deep neural networks on the dSprites dataset with PyTorch

beta-vae deep-neural-networks disentanglement dsprites mig mutual-information pytorch sap

Last synced: 22 Jan 2025

https://github.com/george-nyamao/keras-cnn-mnist-tuning

This repository illustrates model tuning using the Keras MNIST dataset with CNN.

convolutional-neural-networks deep-learning deep-neural-networks keras-tensorflow mnist-dataset

Last synced: 01 Feb 2025

https://github.com/arpan132002/fitness-tracker-using-smart-watches

This repository contains the code for a full machine learning project that tracks fitness activities. The project demonstrates the process of building a fitness tracker using Python and machine learning techniques

deep-neural-networks machine-learning outlier-detection

Last synced: 30 Jan 2025

https://github.com/gauravcodepro/expression-neural-network

a deep neural expression based classifier demonstrated to fit a unbalanced dataset, expression datasets across the samples

deep-neural-networks deeplearning expression-evaluator machine-learning machine-learning-algorithms neural-network neural-networks

Last synced: 02 Jan 2025

https://github.com/aryansinghiiit/imagedetection

A generic image detection program that uses Google's Machine Learning library, Tensorflow and a pre-trained Deep Learning Convolutional Neural Network model called Inception. Topics

convolutional-neural-networks deep-learning deep-neural-networks image-detection tensorflow

Last synced: 24 Jan 2025

https://github.com/kalfasyan/regular_irregular_shapeselectivity

Repository for my paper with title "Shape Selectivity of Middle Superior Temporal Sulcus Body Patch Neurons."

convolutional-neural-networks deep-neural-networks models neuroscience research-paper vision vision-science

Last synced: 17 Jan 2025

https://github.com/himudigonda/digits-recognition

This project uses ML and keras modules to recognise digits from the given dataset.

deep-learning deep-neural-networks digit-recognizer jupyter-notebook keras tensorflow

Last synced: 15 Nov 2024

https://github.com/troublete/go-qndnn

quick 'n' dirty neural network (for practical use)

ai deep-neural-networks go machine-learning relu sigmoid tanh

Last synced: 03 Jan 2025

https://github.com/pthmhatre/stylescribe-using-generative-adversarial-network

A fashion AI-based model capable of generating images from textual descriptions. The model should take natural language text as input and generate images that visually represent the given text. This text-to-image generation system bridges the gap between textual descriptions and visual content.

deep-neural-networks flask-application generative-adversarial-network generative-ai googlecloudplatform hyperparameter-tuning keras-tensorflow neural-networks nlp os pillow rdp-connection scipy sklearn-metrics spacy-nlp texttoimage tfidf-vectorizer

Last synced: 01 Feb 2025

https://github.com/codewithdark-git/melanoma-skin-cancer-cnn

This repository provides a demonstration of a deep learning-based system for detecting melanoma from grayscale images. The model predicts whether an input image is classified as "BENIGN" or "MELANOMA," along with a confidence score. Please note that this application is for educational purposes only and should not be used for real medical diagnosis.

cancer-detection cnn cnn-classification convolutional-neural-networks deep-neural-networks dl llm machine-learning melanoma-detection ml neural-networks nn python python-script torch torchvision

Last synced: 25 Jan 2025

https://github.com/andersonjesusvital/speech-recognition-rnn

Deep learning-based subtitle generation model that processes audio datasets to generate accurate text transcriptions. Includes audio feature extraction, encoder-decoder architecture, training pipelines, and evaluation metrics for subtitle alignment.

deep-neural-networks dnn gated-recurrent-units gru lstm online-speech-recognition recurrent-neural-networks rnn rnn-tensorflow rnnt sequence-to-sequence speech-to-text tensorflow transformer-transducer

Last synced: 01 Feb 2025

https://github.com/athari22/sentiment-analysis-web-app

In this project, I created a Sentiment Analysis Web App using PyTorch and SageMaker. This project is part of the deep learning nanodegree program at udacity. Project Overview In this project, I constructed a recurrent neural network for the purpose of determining the sentiment of a movie review using the IMDB data set. Used Amazon's SageMaker service. In addition, created a simple web app that will interact with the deployed model.

amazon amazon-web-services deep-learning deep-neural-networks machine-learning neural-network python pytorch sagemaker sentiment-analysis

Last synced: 30 Dec 2024

https://github.com/athari22/tv-script-generation

In this project, I generated Seinfeld TV scripts using RNNs.This project is part of udacity deep learning nanodegree program. The Neural Network will generate a new, "fake" TV script, based on patterns it recognizes in this training data.

deep-learning deep-neural-networks machine-learning neural-network python pytorch rnn rnn-encoder-decoder rnn-model rnn-pytorch

Last synced: 30 Dec 2024

https://github.com/pritz69/wine_quality_prediction_ml

Neural Networks and Deep Learning Project ,developing a Machine Learning Model .

artificial-intelligence deep-learning deep-neural-networks machine-learning neural-networks

Last synced: 11 Jan 2025

https://github.com/ztrimus/digit-recognition-from-scratch-neural-network

Avoided use of Built-in Models, function in Pytorch. Used Pytorch API and MNIST Dataset.

deep-learning deep-neural-networks machine-learning neural-network python

Last synced: 22 Jan 2025

https://github.com/lbp2563/glasses-detection-from-human-face-images

This project uses TensorFlow and Keras to develop a deep learning model for detecting glasses on human faces in images. It employs convolutional neural networks (CNNs) to classify images into "with glasses" and "without glasses" categories, offering a versatile tool for applications like facial recognition and virtual try-on experiences.

deep-neural-networks glass-detection keras keras-neural-network neural-network

Last synced: 21 Jan 2025

https://github.com/onome-joseph/nlp_cnn_classification

This project implements accurate tags or specifications to problems, or user complaints based on input text. The model is designed using neural networks to process data quickly and deliver high-performance results.

cnn-classification data-science deep-neural-networks multi-class-classification natural-language-processing

Last synced: 12 Feb 2025

https://github.com/quarkgluant/deeplearning_tf

the "hello world" of the Deep Learning, MNIST dataset with tensorflow

deep-neural-networks python3 tensorflow-examples

Last synced: 07 Jan 2025

https://github.com/aaleksandraristic/intelligent-ecg-diagnostic-system-based-on-cnn-models

Implement an intelligent diagnostic system capable of accurately classifying cardiac activity. By analyzing ECG images or electronic readings, the system aims to detect various abnormalities, including distinguishing normal vs. abnormal heartbeats, identifying myocardial infarction (MI) and its history, and assessing the impact of COVID-19.

classification-algorithm cnn-keras cnn-model convolutional-neural-networks deep-learning deep-neural-networks ecg-classification ecg-signal image-classification image-preprocessing machine-learning resnet resnet-50 vgg16 vgg16-model

Last synced: 16 Jan 2025

https://github.com/donmaruko/sentiment-analysis-api

Flask-based API for sentiment analysis using deep learning models and includes endpoints for text and file input, database storage, and integrated Swagger documentation.

api deep-learning deep-neural-networks flask keras lstm machine-learning neural-network rnn scikit-learn scikitlearn-machine-learning sklearn sqlite3 swagger swagger-ui tensorflow

Last synced: 04 Jan 2025

https://github.com/alandoescs/ml-reading-group

The GitHub Page of the Bavarian International School Machine Learning Reading Group

deep-learning deep-neural-networks machine-learning neural-networks reading-list

Last synced: 29 Dec 2024

https://github.com/shubhamahobia/ann-classification

The project involves developing a machine learning model to predict customer churn using Artificial Neural Networks (ANN). Customer churn refers to the loss of clients or subscribers. Accurately predicting churn helps businesses implement strategies to retain customers, thereby increasing profitability.

aritificial-intelligence artificial-neural-networks churn-prediction churn-rates classification deep-learning deep-neural-networks machine-learning

Last synced: 27 Dec 2024

https://github.com/rsn601kri/quantum_reservoir_modeling

Quantum Reservoir Computing (QRC) algorithm to address credit risk modeling use any quantum software development kit (SDK) or quantum processing unit (QPU).

deep-neural-networks python quantum-computing random-generation reservoir-computing

Last synced: 27 Dec 2024

https://github.com/es7/the-ai-orchestra

In this repository I have explained about how we can generate music via LSTMs.

deep-neural-networks gru lstm music-generation-deep-learning rnn

Last synced: 11 Jan 2025

https://github.com/alex-lechner/carnd-behavioralcloning-p3

Driving a car around a track in Udacity's car simulator only with image data and neural networks. Project 3 of Udacity's Self-Driving Car Engineer Nanodegree Program.

autonomous-vehicles behavioral-cloning convolutional-neural-networks deep-learning deep-neural-networks keras keras-neural-networks self-driving-car udacity-self-driving-car

Last synced: 22 Jan 2025

https://github.com/frgfm/pytorch-mnist

Implementation of various basic architectures (training on MNIST, Visdom visualization)

computer-vision deep-learning deep-neural-networks lenet mnist python3 pytorch pytorch-cnn visdom

Last synced: 29 Dec 2024

https://github.com/shivamgupta92/retinacare_by_team_bigfootisreal

Diabetic Retinopathy Predictor System, a Django-based web app, uses machine learning to assess diabetic retinopathy risk. Input your health data and get results within seconds: Ranging from ['Mild', 'Moderate', 'Severe', 'No_DR']

cnn-keras css3 deep-neural-networks diabetic-retinopathy-detection flask html5 inception-resnet-v2 javascript tensorflow

Last synced: 11 Jan 2025

https://github.com/t-mohamed-shafeek/vgg16-for-malware-classification

This is a Research project which introduces an AI approach which is Deep Neural Networks in this case, to detect and classify different malwares belonging to various families represented as images.

classification cnn deep-learning deep-neural-networks fine-tuning hyperparameter-tuning malware-research supervised-learning transfer-learning vgg16

Last synced: 07 Feb 2025

https://github.com/0xdaksh/loanclassifier

A Dead Accurate Deep Learning Algorithm that Can classify if you'll take loan or not.

classifier deep-learning deep-neural-networks keras neural-network python python35

Last synced: 18 Jan 2025

https://github.com/alex-lechner/carnd-semanticsegmentation-p12

An approach for pixel-based classification of drivable parts of the road (known as Semantic Segmentation). Project 12 of Udacity's Self-Driving Car Engineer Nanodegree Program.

autonomous-vehicles deep-learning deep-neural-networks deeplearning fully-convolutional-networks self-driving-car semantic-segmentation tensorflow

Last synced: 22 Jan 2025

https://github.com/bilalhameed248/nlp-fake-news-classification

Fake News Classification using Naive Bayes, Passive-Aggressive (PA) Classifier and Artificia Neural Network (ANN)

artificial-neural-networks deep-learning deep-neural-networks embeddings machine-learning naive-bayes-classifier nlp nlp-basic passive-aggressive-classifier

Last synced: 16 Jan 2025

https://github.com/quarkgluant/deep_learning_a_z

french Udemy course based on the Kirill Eremenko's course on deep learning with Python

deep-learning deep-learning-tutorial deep-neural-networks python3 pytorch tensorflow

Last synced: 07 Jan 2025

https://github.com/barbarpotato/deeplearning.ai-tensorflow-developer-professional-certificate

TensorFlow Developer Professional Certificate program teaches you applied machine learning skills with TensorFlow so you can build and train powerful models.

convolutional-neural-networks deep-learning deep-neural-networks natural-language-processing neural-network tensorflow tensorflow2 time-series

Last synced: 11 Jan 2025

https://github.com/mzguntalan/red

A place for code to relax in happiness without the pressure of maintenance. Mostly related to Machine Learning and Deep Learning

deep-learning deep-neural-networks haiku jax linear-transformer neural-networks optax

Last synced: 01 Feb 2025

https://github.com/data-pioneer/mlops-name-entity-recognition-end-to-end-main

Implementation of MLops pipeline for Named Entity Recognition (NER) using pretrained Huggingface BERT transformer based model, further use CircleCI CI/CD tool for deployment on google cloud platform by using Docker image, Flask front end interface.

artifact-registry bert-fine-tuning circleci deep-neural-networks docker-image flask-application google-cloud huggingface-transformers pythin3

Last synced: 18 Jan 2025

https://github.com/enheragu/mnist-learning-playground

Just repository with code to play MNIST dataset and different learning models

deep-learning deep-neural-networks mnist mnist-classification python pytorch

Last synced: 29 Dec 2024

https://github.com/phyulwin/machine-learning-with-python-projects

Projects for Machine Learning with Python freeCodeCamp (Updated Solution in Progress... 🌿)

deep-neural-networks google-colab machine-learning python tensorflow

Last synced: 30 Dec 2024

https://github.com/kaocc/nerf_2d

Experiments of 2D NeRF (Neural Radiance Fields)

deep-neural-networks nerf

Last synced: 14 Jan 2025

https://github.com/justanhduc/improved-wgan

A Theano implementation of Improved WGAN

deep-learning deep-neural-networks gan

Last synced: 04 Feb 2025

https://github.com/bismillah-jan/deep-neural-network

A demonstration of Deep Neural Network implementation using TensorFlow.

adaline-learning-algorithm deep-neural-networks keras tensorflow

Last synced: 16 Jan 2025

https://github.com/utility-code/sprintdl

pytorch wrapper for easier experimentation

deep-learning deep-neural-networks pytorch

Last synced: 21 Jan 2025

https://github.com/danhenriquex/data_science_and_machine_learning

A.I, Data Science & Machine Learning and Deep Learning with Tensorflow

deep-learning deep-neural-networks machine-learning matplotlib numpy pandas tensorflow

Last synced: 14 Jan 2025

https://github.com/sanchariii/cifar-10-object-recognition-using-resnet50

CIFAR-10 dataset has 60,000 32x32 rgb images and those images are recognized using ResNet50 deep learning model with an accuracy of 71%.

colab-notebook deep-neural-networks neural-networks resnet-50

Last synced: 12 Jan 2025

https://github.com/hackintoshrao/blog-posts

Markdown of my blog posts at medium.com/@hackintoshrao and hackintoshrao.com

artificial-intelligence deep-learning deep-neural-networks technical-writing

Last synced: 07 Feb 2025

https://github.com/guiferviz/aidictive

Addictive Artificial Intelligence library! SOTA models made easy :)

artificial-intelligence deep-learning deep-neural-networks easy-to-use machine-learning

Last synced: 12 Jan 2025

https://github.com/shivamgupta92/sih1477_project_smartindiahackathon

Deploying human soldiers in hazardous environments comes with significant risks, including injuries, fatalities, and potential loss of critical military intelligence due to human errors.

deep-neural-networks figma fusion-360 html-css-javascript lidar raspberry-pi

Last synced: 11 Jan 2025

https://github.com/vyomshm/tenseemotion

Emotion recognition using deep learning - project at AngelHack Global Hackathon Series : New Delhi. WON the Govtech challenge!!!!

deep-neural-networks hackathon opencv3 tensorflow

Last synced: 27 Jan 2025

https://github.com/ajithvcoder/epai

Contains assignments of EPAi course from The School of AI (https://theschoolof.ai/)

deep-neural-networks python pytorch

Last synced: 12 Jan 2025

https://github.com/sushantdhumak/dog-breed-classifier

Deep Learning Nanodegree Project : Given an image of a dog, the algorithm will identify an estimate of the canine’s breed. If supplied with an image of a human, the code will identify the resembling dog breed.

accuracy bottleneck-features categorical-cross-entropy cnn-architecture convolutional-neural-network deep-neural-networks detect-faces dog-breed dog-breed-classifier keras keras-neural-networks preprocessing resnet-50 rmsprop transfer-learning validation-loss vgg16 xception-model

Last synced: 30 Jan 2025

https://github.com/bottomsnode/plateai-indian-license-plate-detection-master

PlateAI is a state-of-the-art ALPR system employing AI and machine learning to detect and recognize license plates from images or video streams in real-time. It offers robust, efficient, and scalable performance, catering to diverse applications with high accuracy and reliability.

artificial-intelligence-algorithms artificial-neural-networks deep-learning deep-neural-networks image-processing machine-learning

Last synced: 18 Jan 2025

https://github.com/justanhduc/sngan

A Theano implementation of Spectral Normalized GAN

deep-learning deep-neural-networks gan theano

Last synced: 04 Feb 2025

https://github.com/akashash01/artificial_neural_network

It is an network of neurons that make up a human brain, so that machine can able to learn things and make decision like humans. This deep learning model is more flexible for regression and classification problems(linear & non-linear), susceptible to overfitting.

data-science datavisualization deep-learning deep-neural-networks python

Last synced: 07 Feb 2025

https://github.com/akashash01/convolutional_neural_network

Is a deep neural network, most commonly applied to analyze visual images.

cnn-for-visual-recognition data-science deep-learning deep-neural-networks python

Last synced: 07 Feb 2025

https://github.com/kedhareswer/pdfchatbot

The Following Project is just me trying to understand a way to make PDF Chat bot this is not the final work

css deep-learning deep-neural-networks html machine-learning pdfjs python

Last synced: 21 Jan 2025

https://github.com/unikraft/lib-dnnl

Unikraft port of Intel Math Kernel Library for DNNs

deep-neural-networks intel library math-library unikernel unikraft

Last synced: 19 Jan 2025

https://github.com/saravanabalagi/deep_learning

My solutions for Deep Learning by Google MOOC on Udacity

deep-learning deep-neural-networks solutions udacity

Last synced: 25 Dec 2024

https://github.com/chaitanyak77/optimal-detection-of-diabetic-retinopathy-severity-using-attention-based-cnn-and-vision-transformers

This repository contains the implementation of a hybrid model combining Attention-Based Convolutional Neural Networks (CNNs) and Vision Transformers (ViT) to classify the severity levels of diabetic retinopathy.

cnn-classification deep-neural-networks diabetic-retinopathy-detection image-processing transformers vision-transformer

Last synced: 16 Jan 2025

https://github.com/debasish-dutta/handwritten-digit-classifier

A web-app based on a handwritten digit recognizer TF model and its neural network created from scratch and is deployed using a web-app with tensorflow.js

deep-neural-networks tensorboard-mnist-digit tensorflow2

Last synced: 19 Jan 2025