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Keras

68 projects

Showing 32 of 68 projects

Deep-Reinforcement-Stock-Trading
Deep-Reinforcement-Stock-TradingJupyter Notebook

A modular deep reinforcement learning framework for portfolio management, enabling algorithmic stock trading with DQN and DDPG agents.

#algorithmic-trading#financial-ai#portfolio-management
Stars692
Forks157
Last commit
Food-Recipe-CNN
Food-Recipe-CNNJupyter Notebook

A deep learning system that classifies food images into 230 categories and retrieves matching recipes using convolutional neural networks.

#inceptionv3#transfer-learning#food-recognition
Stars586
Forks131
Last commit
qkeras
qkerasPython

A quantization extension for Keras that provides drop-in replacement layers for creating quantized deep learning models in TensorFlow.

#fpga#deep-learning#asic-design
Stars582
Forks110
Last commit3 months ago
PyToune
PyTounePython

A simplified Keras-like framework for PyTorch that reduces boilerplate code for training neural networks.

#callbacks#neural-network#model-training
Stars578
Forks64
Last commit2 days ago
Hera
HeraJavaScript

A real-time dashboard for monitoring Keras model training and evaluation metrics in your browser.

#deep-learning#dashboard#keras
Stars486
Forks47
Last commit9 years ago
SimGAN-Captcha
SimGAN-CaptchaJupyter Notebook

An AI-powered captcha solver using SimGAN to generate synthetic training data without manual labeling.

#neural-network#simgan#synthetic-data
Stars439
Forks80
Last commit2 years ago
Computer Vision Basics with Python Keras and OpenCV
Computer Vision Basics with Python Keras and OpenCVJupyter Notebook

A comprehensive Jupyter notebook tutorial covering computer vision and machine learning basics using OpenCV and Keras in Python.

#educational#opencv#neural-networks
Stars435
Forks123
Last commit
Keras and Lasagne Deep Learning Tutorials
Keras and Lasagne Deep Learning TutorialsPython

A collection of deep learning tutorials and implementations using Keras and Lasagne, with a focus on Theano-based frameworks.

#educational-resources#deep-learning#neural-networks
Stars425
Forks156
Last commit
TensorFlow
TensorFlowRuby

A Ruby gem providing TensorFlow bindings for basic tensor operations and machine learning tasks.

#deep-learning#tensor-operations#ruby-gem
Stars383
Forks13
Last commit1 year ago
Neurite
NeuritePython

A neural networks toolbox for medical image analysis, providing specialized layers, models, and utilities for TensorFlow/Keras.

#brain#medical-image-computing#deep-learning
Stars375
Forks77
Last commit5 days ago
LSTM-Crypto-Price-Prediction
LSTM-Crypto-Price-PredictionPython

Predicts Bitcoin price trends using an LSTM-RNN with technical indicators for automated trading via the Binance API.

#market-analysis#technical-analysis#scikit
Stars363
Forks56
Last commit
CSBDeep
CSBDeepPython

A Python toolbox for content-aware restoration of fluorescence microscopy images using deep learning.

#deep-learning#image-restoration#keras
Stars335
Forks87
Last commit6 months ago
DeepDTA
DeepDTAPython

Deep learning model using convolutional neural networks to predict drug-target binding affinity from protein sequences and compound SMILES.

#binding-affinity-prediction#deep-learning#protein-ligand-interactions
Stars301
Forks117
Last commit
CNN_keras
CNN_kerasPython

A convolutional neural network for CAPTCHA recognition using Keras and PyTorch.

#deep-learning#cnn-keras#keras
Stars290
Forks94
Last commit6 years ago
Fire Detection UAV
Fire Detection UAVPython

FLAME dataset and deep learning models for fire detection in aerial imagery using UAVs, supporting classification and segmentation tasks.

#fire-detection#aerial-imagery#uav
Stars252
Forks67
Last commit
Stacking
StackingPython

A Python library for stacked generalization (ensemble learning) that supports scikit-learn, XGBoost, and Keras models with out-of-fold prediction saving.

#ensemble-learning#stacked-generalization#ensemble
Stars230
Forks75
Last commit8 years ago
CAPTCHA-breaking
CAPTCHA-breakingPython

A Python-based CAPTCHA breaking solution using Keras and OpenCV, developed for a data science competition.

#opencv#deep-learning#keras
Stars222
Forks81
Last commit10 years ago
Usiigaci
UsiigaciJupyter Notebook

A semi-automated pipeline for instance-aware cell segmentation, tracking, and migration analysis in phase contrast microscopy using Mask R-CNN.

#biomedical-research#bioimage-analysis#resnet-101
Stars205
Forks70
Last commit5 years ago
captcha_cracker
captcha_crackerPython

A convolutional neural network model built with Keras for recognizing captcha images generated by the Laravel Captcha library.

#neural-network#cnn-keras#keras
Stars199
Forks57
Last commit3 years ago
R-Net-in-Keras
R-Net-in-KerasPython

A Keras implementation of Microsoft's R-NET neural network for question answering on the SQuAD dataset.

#squad#machine-reading-comprehension#deep-learning
Stars177
Forks88
Last commit8 years ago
max-audio-classifier
max-audio-classifierPython

A deep learning model that classifies sounds in 10-second audio clips into 527 categories from the AudioSet ontology.

#audioset#ibm-max#deep-learning
Stars158
Forks53
Last commit8 months ago
open-solution-toxic-comments
open-solution-toxic-commentsPython

An open-source starter solution for the Kaggle Toxic Comment Classification Challenge, providing ready-to-use machine learning pipelines for detecting online harassment.

#ensemble-learning#text-classification#data-science
Stars155
Forks55
Last commit
Image-to-Image Translation with Conditional Adversarial Networks
Image-to-Image Translation with Conditional Adversarial NetworksPython

Keras implementation of Pix2pix for image-to-image translation using conditional adversarial networks.

#deep-learning#conditional-gans#keras
Stars142
Forks50
Last commit
steppy
steppyPython

A lightweight Python library for building reproducible machine learning pipelines with minimal interface constraints.

#experimentation#python-library#data-science
Stars136
Forks32
Last commit7 years ago
L2X
L2XPython

A method for selecting interpretable feature subsets from complex models using mutual information optimization.

#feature-selection#mutual-information#model-interpretation
Stars124
Forks36
Last commit5 years ago
Hyperopt for a Keras CNN on CIFAR-100
Hyperopt for a Keras CNN on CIFAR-100Python

A tutorial and demo using Hyperopt to auto-optimize CNN architecture and hyperparameters for the CIFAR-100 dataset with Keras/TensorFlow.

#hyperparameter-optimization#hyperparameter-tuning#hyperparameters-optimization
Stars108
Forks74
Last commit
Deep Learning for Biologists with Keras
Deep Learning for Biologists with KerasJupyter Notebook

A collection of Google Colab tutorials teaching biologists how to apply deep learning with Keras to real-world biological and agricultural problems.

#google-colab#transfer-learning#plant-science
Stars106
Forks29
Last commit
Ladder Network
Ladder NetworkPython

A Keras implementation of Ladder Networks for semi-supervised learning, achieving 98% accuracy on MNIST with only 100 labeled examples.

#deep-learning#neural-networks#keras
Stars99
Forks34
Last commit5 years ago
TensorFlow.Delphi
TensorFlow.DelphiPascal

A Delphi/Pascal binding for TensorFlow and Keras that enables Pascal developers to build, train, and deploy machine learning models.

#inteligencia-artificial#ai#model-training
Stars89
Forks15
Last commit3 years ago
List of Computer Vision models
List of Computer Vision models

A curated archive of pre-trained computer vision models for object detection, face recognition, fire detection, and more.

#fire-detection#open-source#yolov4
Stars83
Forks7
Last commit4 years ago
max-weather-forecaster
max-weather-forecasterPython

A TensorFlow/Keras LSTM model for hourly weather forecasting, offering univariate, multivariate, and multistep prediction modes.

#time-series-prediction#noaa-data#rest-api
Stars71
Forks32
Last commit8 months ago
Kaggle Dogs vs. Cats
Kaggle Dogs vs. CatsPython

Code for the Kaggle Dogs vs. Cats image classification competition using deep learning.

#deep-learning#kaggle-competition#keras
Stars65
Forks43
Last commit5 years ago
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#Deep Learning52
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#Pytorch15
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