Ecosyste.ms: Awesome

An open API service indexing awesome lists of open source software.

Awesome Lists | Featured Topics | Projects

Keras

Keras is an open source, cross platform, and user friendly neural network library written in Python. It is capable of running on top of TensorFlow, Microsoft Cognitive Toolkit, R, Theano, and PlaidML.

https://github.com/kamakshi4023/brain-tumour-detection

ML based project which uses various techniques to build a hybrid model for identifying brain tumour in MRI images

jupyter-notebook keras machine-learning ml numpy python seaborn sklearn sklearn-metrics tensorflow

Last synced: 09 Feb 2025

https://github.com/headless-start/data-augmentation-impact

This repository contains effect of Data Augmentation of Training Set during Model Training.

augmented-images cuda data gpu keras matplotlib mnist opencv-python python3 tensorflow training-data

Last synced: 08 Feb 2025

https://github.com/sandeepnmenon/generative-adverserial-networks

Research paper implementations of different GAN models

artificial-images dcgan gan keras keras-dcgan unsupervised-learning

Last synced: 30 Jan 2025

https://github.com/saranshmanu/transfer-learning-dog-breed-classifier

Given an image of a dog, algorithm will identify an estimate of the canine’s breed. If supplied an image of a human, the code will identify the resembling dog breed.

cnn dog-breed-classifier keras opencv transfer-learning

Last synced: 01 Feb 2025

https://github.com/nemeslaszlo/lending-club-analysis

Lending Club analysis, with a model that can predict whether or nor a borrower will pay back their loan.

binary-classification classification data-visualization keras matplotlib numpy pandas seaborn tensorflow

Last synced: 29 Jan 2025

https://github.com/saranshmanu/cifar-image-classification

This project was to create a model that can classify and predict the object in the image from the open source dataset CIFAR 10. The dataset is divided into five training batches and one test batch, each with 10000 images.

cifar-10 cnn convolutional-neural-networks deep-learning keras keras-neural-networks machine-learning python

Last synced: 01 Feb 2025

https://github.com/r21gh/gan_maps

a Pix2Pix GAN for Image-to-Image Translation

gan keras neural-network python ten tensorflow

Last synced: 01 Feb 2025

https://github.com/ondrejhruby/fashion-mnist-cnn

Deep Learning Project: Image classification with Fashion MNIST using Convolutional Neural Networks (CNN).

classification cnn computer-vision data-preprocessing deep-learning fashion-mnist image-classification keras machine-learning neural-networks python tensorflow

Last synced: 22 Jan 2025

https://github.com/pvlbzn/deep-sentiment

Sentiment analysis (binary classification) of IMDB reviews using deep learning

deep-learning keras sentiment-classification tensorflow

Last synced: 11 Jan 2025

https://github.com/sayannath/mask-detection

Mask Detection model deployed using Flutter App

cnn-keras deeplearning flutter keras tensorflow2 tflite

Last synced: 05 Feb 2025

https://github.com/elcaiseri/digit-recognizer-mnist

Implement deep learning (CNN Network) and machine learning (Random Forest, KNN and Naive Bayes) to recognize digits from (0~9)

convolutional-neural-networks digit-recognition kaggle keras knn mnist naive-bayes random-forest

Last synced: 01 Jan 2025

https://github.com/mehassanhmood/deep_learning-and-bitcoin

Applying LSTM model to a time series data that has categorical target values.

deep-learning keras machine-learning

Last synced: 01 Feb 2025

https://github.com/miroslav-reiter/pevs-pani-kontrolling

⚙️ Zdrojové kódy a projekty z predmetu Kontrolling na DNN na PEVS/PANI

deep-learning dnn keras kontrolling pani pevs python reiter tensorflow uns

Last synced: 22 Dec 2024

https://github.com/gauravtrivedi967/mask_detection

In the present scenario due to Covid-19, there is no efficient face mask detection applications which are now in high demand for transportation means, densely populated areas, residential districts, large-scale manufacturers and other enterprises to ensure safety. Also, the absence of large datasets of ‘with_mask’ images has made this task more cumbersome and challenging.

cv2 keras numpy os

Last synced: 23 Jan 2025

https://github.com/aryansk/mnist-deep-learning-exploration

This repository contains implementation of various deep learning approaches for the MNIST handwritten digit classification task, using both scikit-learn and Keras frameworks.

keras machine-learning machine-learning-algorithms mnist-classification numpy python scikit-learn tensorflow

Last synced: 01 Feb 2025

https://github.com/debugger404/earlystoping-torch-keras

PyTorch and TensorFlow-Keras Training - 🧠🛠️ Utilizes CIFAR-10 dataset for PyTorch and MNIST for TensorFlow-Keras. Implements early-stopping to prevent overfitting during training. Provides code snippets for early-stopping implementation in both PyTorch and TensorFlow-Keras.

cifar10 early-stopping image-classification keras mnist-classification python pytorch tensorflow training

Last synced: 22 Dec 2024

https://github.com/chaitanyac22/multi-input-multi-output-mnist-image-digit-and-summed-output-classification

The goal of this project is to build a neural network that takes an MNIST handwritten digit (0-9) image and a random number (digit 0-9) as inputs and returns the predicted class label (0-9) for the input image and its addition (sum) with the input random number as summed output (range 0-18) label as outputs.

cnn-classification data-visualization deep-neural-networks exploratory-data-analysis functional-api image-data-generator image-processing keras mnist-classification model-building model-evaluation multi-inputs multi-outputs python3 tensorflow

Last synced: 01 Feb 2025

https://github.com/noeyislearning/pneumonia-detection-model

This repository contains code and a trained Keras model for detecting pneumonia in chest X-ray images using TensorFlow. The model was trained on a dataset of chest X-rays from the NIH Chest X-ray Dataset. It can be used to classify chest X-rays as either pneumonia-positive or pneumonia-negative.

convolutional-neural-networks deep-learning keras machine-learning opencv teachable-machine tensorflow

Last synced: 01 Feb 2025

https://github.com/zabir-nabil/kerasic-park

Keras Model Zoo, A compilation of links to pre-trained weights of keras models for CV, NLP, Signal, Speech, etc. domain from all possible sources.

keras keras-model keras-model-zoo keras-pre-trained keras-weights

Last synced: 29 Jan 2025

https://github.com/andr3w03/news-classification-nlp

Machine Learning Development - News Classification NLP

dicoding keras machine-learning news-classification nlp nltk python tensorflow tokenizer

Last synced: 29 Jan 2025

https://github.com/haoruilee/2020_seu_practical_training

2020东南大学数学学院 深度学习实训

keras tensorflow

Last synced: 01 Feb 2025

https://github.com/lovesaroha/digits-classification-training

Training a keras model to do classification using MNIST, a data set containing items of handwriting digits (0 to 9).

convolutional-neural-network keras machine-learning mnist-dataset python

Last synced: 12 Jan 2025

https://github.com/yishun99/dqn

DQN + keras + OpenAI Gym

ddqn dqn gym keras

Last synced: 23 Jan 2025

https://github.com/eduribeiro00/artworkrecognition-feup-vcom

Code and projects developed in the VCOM subject throughout the semester (MIEIC 4th year, 2nd semester).

bagofwords cnn cnn-classification cnn-keras computervision jupyter-notebook keras opencv opencv-python python

Last synced: 29 Jan 2025

https://github.com/ralgond/deepreco

Deep Recommendation Algorithms: LR, FM, DeepFM, DCN, DCNv2

deepfm fm keras lr tensorflow2

Last synced: 09 Jan 2025

https://github.com/abhiramdodda/skindiseasedetection

Skin diseases can be detected and classified through Deep Learning techniques. In this project Deep CNN network is built on top of EfficientNetB3 for image classification.

cnn efficientnetb3 image-classification image-processing keras matplotlib python3 sampling-methods tensorflow

Last synced: 12 Jan 2025

https://github.com/pedro-r-marques/keras-list-mapper

A Keras layer that performs a map operation over a ragged tensor

keras keras-layer keras-tensorflow

Last synced: 09 Jan 2025

https://github.com/sadmansakib93/petals-to-the-metal-flower-classification-kaggle

This notebook is the solution for Kaggle's Petals to the Metal - Flower Classification on TPU challenge: https://www.kaggle.com/c/tpu-getting-started

artificial-intelligence classification deep-learning deep-neural-networks densenet flower-classification kaggle kaggle-competition kaggle-petals keras keras-neural-networks notebook tpu-challenge transfer-learning

Last synced: 12 Jan 2025

https://github.com/nazli-d/binary-classification-using-cnn

This project utilizes a CNN model to classify cat and dog images through training and testing processes. The model is created using the Keras library on the TensorFlow backend.

binary-classification cat-and-dog-classifier cnn convolutional-neural-networks flatten keras max-pooling numpy opencv python relu-activation sigmoid-function tensorflow

Last synced: 02 Jan 2025

https://github.com/abhiramdodda/eye_disease_oct

Eye diseases can be detected using Retinal Optical Coherence Tomography(OCT). The project aims at building CNN on Retinal OCT images dataset.

keras keras-neural-networks sklearn streamlit vgg16

Last synced: 12 Jan 2025

https://github.com/usamafayaz/machinelearning

This repository contains exercises developed during a one-month training workshop on machine learning, image processing, and natural language processing. The workshop, covered various topics including cv2 for image processing, Flask for web development, and deep learning techniques using Keras with datasets such as MNIST, Reuters, and IMDB.

artificial-intelligence convolutional-neural-networks cv2 flask image-processing keras machine matplotlib video-processing

Last synced: 12 Jan 2025

https://github.com/awrsha/nndl-course-university-of-tehran

This repository contains materials for the "Neural Networks and Deep Learning" course taught by Ahmad Kalhor at the University of Tehran in Spring 2023.

convolutional-neural-networks deep-generative-models fully-connected-neural-network keras pytorch recurrent-neural-networks region-based-cnns tensorflow transformers

Last synced: 12 Jan 2025

https://github.com/bhattbhavesh91/batch-normalization-demo

In this tutorial, I'll show how Batch normalization can be used for improving the speed, performance, and stability for Neural Networks.

advantages batch-normalization keras keras-tensorflow neural-networks

Last synced: 16 Nov 2024

https://github.com/shashvatshah9/eeg_image_recall

Classifying image recall on user's EEG data who performed forced choice memory test on Country flag images.

eeg keras lstm python3

Last synced: 10 Jan 2025

https://github.com/anish202020/real-time-emotion-face-detection

The primary purpose of this website is to detect emotions in real-time using facial expressions captured via a camera.

fer keras numpy opencv python streamlit tensorflow

Last synced: 08 Feb 2025

https://github.com/anish202020/data-analysis-and-machine-learning-basic-programs

Basic programs on data analysis and machine learning for students. It includes a variety of tutorials, examples, and models to help students understand and apply these concepts.

keras matplotlib numpy pandas python sklearn tensorflow

Last synced: 08 Feb 2025

https://github.com/subpic/ku

Training management utilities for TensorFlow Keras.

deep-learning hdf5 image-processing keras keras-generators tensorflow

Last synced: 17 Dec 2024

https://github.com/rajsoni03/deme-net

A CNN architecture to Diagnosis of Dermatology Melanoma Skin Cancer using parallel convolution.

classification cnn dermatology keras melanoma parallel-algorithm skin-cancer tendorflow

Last synced: 22 Jan 2025

https://github.com/nafisalawalidris/building-a-cnn-to-classify-handwritten-characters

Building a CNN to Classify Handwritten Characters" is a proof-of-concept project using Python, TensorFlow, and Keras. It demonstrates how a Convolutional Neural Network (CNN) can identify scanned characters in the MNIST database. The goal is to convert historical documents into searchable databases, improving ancestry search services.

data-science database handwritten-characters image-recognition jupyter-notebook keras machine-learning proof-of-concept python tensorflow

Last synced: 23 Jan 2025

https://github.com/bendavidaaron/dumb-calculator

Webapp simulating a one-function calculator, powered by Keras

calculator ironically-shitty keras keras-tensorflow neural-network webapp

Last synced: 18 Jan 2025

https://github.com/sid911/tensorflowbasics

Just some basics of tensorflow using keras api and subclassing api

keras python tensorflow-examples tensorflow2

Last synced: 18 Jan 2025

https://github.com/gaizkiaadeline/text-classification-model-using-lstm-and-word2vec-vectorization

This repository contains a text classification model using LSTM, Word2Vec embeddings, and the Adam optimizer for efficient training and classification of textual data. The model classifies textual data based on pre-trained word vectors and is built with TensorFlow and Keras.

adam-optimizer keras lstm tensorflow word2vec

Last synced: 06 Feb 2025

https://github.com/andr3w03/chicago-weather-time-series

Machine Learning Development - Chicago Weather Time Series

dicoding keras lstm machine-learning mae python tensorflow time-series

Last synced: 29 Jan 2025

https://github.com/cyberzhg/keras-succ-reg-wrapper

A wrapper that slows down the updates of trainable weights.

keras regularization wrapper

Last synced: 25 Jan 2025

https://github.com/vishal815/customer-churn-prediction-using-artificial-neural-network

This project involves building an Artificial Neural Network (ANN) for predicting customer churn. The dataset used contains various customer attributes, and the ANN is trained to predict whether a customer is likely to leave the bank.

accuracy activation-functions binary-crossentropy churn-prediction classification dataset deep-learning keras keras-tensorflow machine-learning nuralnetwork optimizer tensorflow

Last synced: 30 Jan 2025

https://github.com/florensadimer/snoring_detector_deep_learning

Este projeto contém um modelo de deep learning baseado em um tutorial do TensorFlow para identificar sons de ronco (snoring) e não ronco (not snoring). Desenvolvido como parte de um projeto de pesquisa na PUCRS, que visa auxiliar na análise de distúrbios do sono.

deep-learning health keras python snoring spectrogram tensorflow

Last synced: 06 Feb 2025

https://github.com/rishikesh-jadhav/autonomous_car_using_applied_deep_learning_and_udacity_simulator

Developed a deep learning model from the scratch, trained it on the dataset gathered from the Udacity simulator, fine-tuned the model for predicting steering angles, and conducted testing on the vehicle in adverse environments.

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

Last synced: 22 Jan 2025

https://github.com/xlisp/jim-emacs-fun-hylisp-keras

将哲学保存到每一个Lisp原子里面

compute-code functional-programming hack hylang keras lisp

Last synced: 26 Dec 2024

https://github.com/adamvvu/tf_compactprogbar

A simple and compact one-line progress bar for TensorFlow 2 Keras.

keras keras-callback tensorflow tensorflow-addons tensorflow2

Last synced: 06 Feb 2025

https://github.com/prakashjha1/stock-trend-prediction

Deep learning for predicting stock market prices and trends has become even more popular than before. I have used yahoo finance to collect the data and LSTM to build the stock trend model.

deep-learning keras lstm lstm-neural-networks machine-learning numpy pandas pandas-datareader prediction python rnn tensorflow

Last synced: 16 Jan 2025

https://github.com/vishal-v/tiny-imagenet-challenge

Code and final submission for the Tiny ImageNet Challenge. Trained on Google colab and finished top 5 among 1072 participants

cnn-classification deep-learning imaug keras tensorflow tiny-imagenet tiny-imagenet-challenge

Last synced: 08 Feb 2025

https://github.com/antonio-f/generating-names-with-rnn

Generating names with recurrent neural networks test (from Coursera's Advanced Machine Learning - Intro to Deep Learning course).

deep-learning keras name-generation nlp recurrent-neural-networks rnn sequence-models

Last synced: 06 Feb 2025

https://github.com/shwetajoshi601/datacamp-deep-learning-in-python

Implementation to challenges in the Course Deep Learning in Python offered by DataCamp.

datacamp-course deep-learning keras neural-network python3

Last synced: 17 Jan 2025

https://github.com/rezaafaisal/shrimp-detection

By applying object detection techniques using EfficientDet, this model can detect and count the number of shrimp on an image.

efficientdet keras object-detection opencv python tensorflow

Last synced: 24 Dec 2024

https://github.com/touhi99/generate-music

A sample music generation exercise

charlstm deep-learning keras music music-generation pytorch

Last synced: 17 Jan 2025

https://github.com/nguyen-hanhnong/cs2-golang-hacker-analyzer

Python and Golang based tool that can be used to determine if a player is cheating in the game Counter-Strike: 2 The tool uses machine learning models to analyze the player's statistics and determine if they are cheating.

cs2 demo-parser go golang keras matplotlib pandas python tensorflow

Last synced: 23 Dec 2024

https://github.com/adzialocha/notebook

Jupyter notebooks for random experiments with audio processing, data analysis and machine learning

jupyter-notebook keras learning librosa music21 scikit-learn

Last synced: 22 Dec 2024

https://github.com/andr3w03/rock-paper-scissors-classification

Machine Learning For Beginners - Rock, Paper, dan Scissors Image Classification

convolutional-neural-networks dicoding image-classification keras machine-learning max-pooling python tensorflow

Last synced: 29 Jan 2025

https://github.com/fatma-moanes/deep-learning-labs

My implementation for the labs of the Neural Networks and Deep Learning course that I studied at my university, Zewail City.

classification cnn data-science deep-learning gan keras matplotlib neural-network-architectures neural-networks numpy pandas preprocessing python regression-models regularization seaborn tensorflow time-series-analysis

Last synced: 02 Jan 2025

https://github.com/manik2000/deep-learning-portfolio

Portfolio of deep learning projects

cnn deep-learning gan keras pytorch

Last synced: 30 Jan 2025

https://github.com/jeonghunyoon/jupyter-notebooks

Machine learning, deep learning python notebooks (Tensorflow, keras, sklearn)

deep-learning keras machine-learning tensorflow

Last synced: 24 Jan 2025

https://github.com/mohd-faizy/tf01_introduction-to-tensorflow-for-ai-ml-and-dl

TensorFlow for building basic neural network for computer vision and use convolutions to improve your neural network.

artificial-intelligence deep-learning keras keras-tensorflow machine-learning mnist neural-network sequential-api sequential-models

Last synced: 12 Jan 2025

https://github.com/tritonix711/digitvision-number-predictor

"DigitVision: Number Predictor" is a deep learning project that uses a Convolutional Neural Network (CNN) to classify handwritten digits (0-9) from images. Built with Python and TensorFlow, it supports dataset preprocessing, model training, evaluation, and predictions, offering a scalable and accurate solution for digit recognition tasks.

cnn keras matplotlib numpy os pillow plt python tensorflow tkinter

Last synced: 17 Jan 2025

https://github.com/grantgasser/neural-network-mnist-keras

Simple neural network for the MNIST dataset

jupyter-notebook keras mnist neural-network python

Last synced: 08 Feb 2025

https://github.com/prem07a/dog_cat

Build and train a deep learning model to classify cat and dog images, with model performance analysis.

cnn deep-learning dog-cat-classification keras python3 streamlit-webapp tensorflow

Last synced: 05 Feb 2025

https://github.com/vaasudevans/deeplearning

Works done during Fall'19 term at UNB in DeepLearning field for Adv Remote Sensing course

artificial-intelligence cnn deeplearning keras movie-review-classifier python36 resnet-50 rnn

Last synced: 06 Feb 2025

https://github.com/fabiangroeger96/wandb-callbacks

Additional Callbacks for Weights & Biases to monitor your models even better :mag_right:

callback experiment-track hyperparameter-search keras machine-learning tensorflow weights-and-biases

Last synced: 05 Feb 2025

https://github.com/kaushalprajapatikp/ann_classification_churn_modelling

This project utilizes an Artificial Neural Network (ANN) to predict customer churn for a bank, based on various customer attributes like demographics, financial details, and account behavior. The model performs binary classification to identify whether a customer is likely to leave the bank (churn) or stay.

artificial-neural-networks deep-learning keras keras-tensorflow machine-learning neural-network python sklearn tensorboard-visualizations tensorflow

Last synced: 22 Dec 2024

https://github.com/einstellung/gender_conversion

This repository can realize the feminization of male characters in pictures and the masculinization of female characters in picture.

cyclegan keras opencv pyqt5 pytorch

Last synced: 23 Jan 2025

https://github.com/arif-miad/image-classification

pre-trained image classification models use prior knowledge to recognize patterns in images, speeding up training and improving accuracy.

computer-vision deep-neural-networks kaggle-dataset keras python pytorch resnet-50 tensorflow transfiterlearning vgg19

Last synced: 06 Feb 2025

https://github.com/keidrun/boilerplate-machine-learning-dockerfiles-for-miniconda

Boilerplate of Dockerfiles for Jupyter Notebook, Tensorflow, Keras and so on with Miniconda.

deep-learning docker docker-compse dockerfile jupyter-notebook keras machine-lerning miniconda tensorflow

Last synced: 23 Jan 2025

https://github.com/somjit101/mnist-classification-keras

A simple study on the use of Keras framework (with Tensorflow background) for a simple handwritten number image classification task with Deep Neural Networks.

adam-optimizer batch-normalization deep-learning dropout-keras grid-search hyperparameter-tuning image-classification keras mnist mnist-classification neural-network sgd-optimizer tensorflow

Last synced: 16 Jan 2025

https://github.com/sneha1012/multimodal-chest-x-ray-image-generation-using-conditional-gans

This repository presents a sophisticated Conditional Generative Adversarial Network (cGAN) designed to synthesize chest X-ray images, representative of six distinct medical conditions. The overarching ambition is to harness these synthetic images to augment authentic datasets.

deep-learning generative-adversarial-network keras medical-imaging tensorflow

Last synced: 29 Jan 2025

https://github.com/sayannath/noise-reduction-using-auto-encoders

Noise Reduction of Images using Auto Encoders.

autoencoder-mnist autoencoders keras tensorflow tflite

Last synced: 05 Feb 2025