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Data Science Ipython Notebooks ⭐ 25,668

Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.

Neural Enhance ⭐ 10,815

Super Resolution for images using deep learning.

Tutorials ⭐ 8,562

机器学习相关教程

Notes Python ⭐ 6,783

中文 Python 笔记

Deepo ⭐ 6,312

Setup and customize deep learning environment in seconds.

Progressive_growing_of_gans ⭐ 5,717

Progressive Growing of GANs for Improved Quality, Stability, and Variation

Keras Rl ⭐ 5,348

Deep Reinforcement Learning for Keras.

Deeplearningtutorials ⭐ 3,931

Deep Learning Tutorial notes and code. See the wiki for more info.

Lasagne ⭐ 3,844

Lightweight library to build and train neural networks in Theano

Image Analogies ⭐ 3,500

Generate image analogies using neural matching and blending.

Deep Learning Keras Tensorflow ⭐ 2,863

Introduction to Deep Neural Networks with Keras and Tensorflow

Adversarial ⭐ 2,773

Code and hyperparameters for the paper "Generative Adversarial Networks"

Pylearn2 ⭐ 2,712

Warning: This project does not have any current developer. See bellow.

Convnet Benchmarks ⭐ 2,629

Easy benchmarking of all publicly accessible implementations of convnets

Keras Vis ⭐ 2,592

Neural network visualization toolkit for keras

Deepjazz ⭐ 2,583

Deep learning driven jazz generation using Keras & Theano!

Alphazero_gomoku ⭐ 2,427

An implementation of the AlphaZero algorithm for Gomoku (also called Gobang or Five in a Row)

Neural_collaborative_filtering ⭐ 1,515

Neural Collaborative Filtering

Theano Tutorials ⭐ 1,221

Bare bones introduction to machine learning from linear regression to convolutional neural networks using Theano.

Merlin ⭐ 1,189

This is now the official location of the Merlin project.

Repo 2017 ⭐ 1,146

Python codes in Machine Learning, NLP, Deep Learning and Reinforcement Learning with Keras and Theano

Aesara ⭐ 1,122

Aesara is a Python library for defining, optimizing, and efficiently evaluating mathematical expressions involving multi-dimensional arrays.

Deep_q_rl ⭐ 1,030

Theano-based implementation of Deep Q-learning

Nolearn ⭐ 939

Combines the ease of use of scikit-learn with the power of Theano/Lasagne

Cnngesturerecognizer ⭐ 895

Gesture recognition via CNN. Implemented in Keras + Tensorflow/Theano + OpenCV

GemPy is an open-source, Python-based 3-D structural geological modeling software, which allows the implicit (i.e. automatic) creation of complex geological models from interface and orientation data. It also offers support for stochastic modeling to address parameter and model uncertainties.

Arctic Captions ⭐ 831

Bert Keras ⭐ 802

Keras implementation of BERT with pre-trained weights

Gru4rec ⭐ 717

GRU4Rec is the original Theano implementation of the algorithm in "Session-based Recommendations with Recurrent Neural Networks" paper, published at ICLR 2016 and its follow-up "Recurrent Neural Networks with Top-k Gains for Session-based Recommendations". The code is optimized for execution on the GPU.

RNN-based generative models for speech.

Music Auto_tagging Keras ⭐ 554

Music auto-tagging models and trained weights in keras/theano

Tensorflow Value Iteration Networks ⭐ 544

TensorFlow implementation of the Value Iteration Networks (NIPS '16) paper

Densenet Keras ⭐ 534

DenseNet Implementation in Keras with ImageNet Pretrained Models

Punctuator2 ⭐ 532

A bidirectional recurrent neural network model with attention mechanism for restoring missing punctuation in unsegmented text

GPU-accelerated Deep Learning on Windows 10 native

Nmt Keras ⭐ 514

Neural Machine Translation with Keras

Keras Rcnn ⭐ 496

Keras package for region-based convolutional neural networks (RCNNs)

Relational Gcn ⭐ 484

Keras-based implementation of Relational Graph Convolutional Networks

Fc Densenet ⭐ 480

Fully Convolutional DenseNets for semantic segmentation.

Kaggle Galaxies ⭐ 474

Winning solution for the Galaxy Challenge on Kaggle (http://www.kaggle.com/c/galaxy-zoo-the-galaxy-cha

Ba Dls Deepspeech ⭐ 457

Deepalignmentnetwork ⭐ 452

A deep neural network for face alignment

Rnn Tutorial Gru Lstm ⭐ 424

Language Model GRU with Python and Theano

Keras Text ⭐ 417

Text Classification Library in Keras

Tutorials ⭐ 415

Deep Ctr ⭐ 399

An attempt of training DNN models to predict ad click-through rate, implemented with Theano.

Deepconvsep ⭐ 397

Deep Convolutional Neural Networks for Musical Source Separation

Theano Rnn ⭐ 374

Demonstration of recurrent neural network implemented with Theano

Sklearn Theano ⭐ 368

Scikit-learn compatible tools using theano

Deeplearningstars ⭐ 366

Top Deep Learning Projects based on their Stars!

3D/Volumetric Convolutional Neural Networks with Theano+Lasagne

Returnn ⭐ 347

The RWTH extensible training framework for universal recurrent neural networks

Reimplementation of DRAW

Dynamic Memory Networks In Theano ⭐ 332

Implementation of Dynamic memory networks by Kumar et al. http://arxiv.org/abs/1506.07285

Recurrent & convolutional neural network modules

Seq2seq Keyphrase ⭐ 320

Examples In Python ⭐ 320

Efficient implementation of Generative Stochastic Networks

Golden Horse ⭐ 318

Named Entity Recognition for Chinese social media (Weibo). From EMNLP 2015 paper.

Prog_gans_pytorch_inference ⭐ 312

PyTorch inference for "Progressive Growing of GANs" with CelebA snapshot

Theano_lstm ⭐ 309

🔬 Nano size Theano LSTM module

Agentnet ⭐ 293

Deep Reinforcement Learning library for humans

Ntm Lasagne ⭐ 292

Neural Turing Machines library in Theano with Lasagne

Keras Fasterrcnn ⭐ 291

keras implementation of Faster R-CNN

KEras Reinforcement Learning gYM agents

Deep_srl ⭐ 275

Code and pre-trained model for: Deep Semantic Role Labeling: What Works and What's Next

Personality Detection ⭐ 273

Implementation of a hierarchical CNN based model to detect Big Five personality traits

Theano Lights ⭐ 269

Deep learning research framework based on Theano

Twitter Sent Dnn ⭐ 263

Deep Neural Network for Sentiment Analysis on Twitter

Birdnet ⭐ 258

Soundscape analysis with BirdNET.

Encoder_decoder ⭐ 256

Four styles of encoder decoder model by Python, Theano, Keras and Seq2Seq

Nips2015_vrnn ⭐ 245

Dlpython_course ⭐ 237

Примеры для курса "Программирование глубоких нейронных сетей на Python"

Tree_rnn ⭐ 236

Theano implementation of Tree RNNs aka Recursive Neural Networks.

Winning entry to the Kaggle taxi competition

Theano_alexnet ⭐ 231

Theano-based Alexnet

Arctic Capgen Vid ⭐ 228

automatic video description generation with GPU training

Captcha Breaking ⭐ 227

Awesome Pysci ⭐ 220

Keras Gp ⭐ 219

Keras + Gaussian Processes: Learning scalable deep and recurrent kernels.

Samplernn Pytorch ⭐ 219

PyTorch implementation of SampleRNN: An Unconditional End-to-End Neural Audio Generation Model

Enhanced LTSM for natural language inference

Spoken Language Identification ⭐ 216

Spoken language identification with deep learning

Rnn_ctc ⭐ 216

Recurrent Neural Network and Long Short Term Memory (LSTM) with Connectionist Temporal Classification implemented in Theano. Includes a Toy training example.

Cnn Text Classification Keras ⭐ 204

Text Classification by Convolutional Neural Network in Keras

Opt Mmd ⭐ 204

Learning kernels to maximize the power of MMD tests

Platoon ⭐ 198

Multi-GPU mini-framework for Theano

Ipythontheanotutorials ⭐ 197

Groundhog ⭐ 197

Library for implementing RNNs with Theano

Basic DQN implementation

Deepcca ⭐ 192

An implementation of Deep Canonical Correlation Analysis (DCCA or Deep CCA) with Keras.

SPINN (Stack-augmented Parser-Interpreter Neural Network): fast, batchable, context-aware TreeRNNs

Acapellabot ⭐ 190

Acapella Extraction with a ConvNet

Complex ⭐ 190

Source code for experiments in the papers "Complex Embeddings for Simple Link Prediction" (ICML 2016) and "Knowledge Graph Completion via Complex Tensor Factorization" (JMLR 2017).

Grammarvae ⭐ 189

Code for the "Grammar Variational Autoencoder" https://arxiv.org/abs/1703.01925

Vae Tensorflow ⭐ 186

Implementation of a Variational Auto-Encoder in TensorFlow

Word2vec Keras In Gensim ⭐ 185

word2vec uisng keras inside gensim

Theano Hf ⭐ 180

General purpose Hessian-free optimization in Theano

Dynamic Memory Networks In Tensorflow ⭐ 179

Dynamic Memory Network implementation in TensorFlow

Modular Restricted Boltzmann Machine (RBM) implementation using Theano

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