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Top 450 lstm open source projects

Implementation of handwriting generation with use of recurrent neural networks in tensorflow. Based on Alex Graves paper (https://arxiv.org/abs/1308.0850).

✭ 361

python tensorflow neural-networks lstm

Stock Prediction Models

Gathers machine learning and deep learning models for Stock forecasting including trading bots and simulations

✭ 4,660

Jupyter Notebook javascript deep-learning lstm trading-bot seq2seq stock-market stock-price-prediction monte-carlo learning-agents stock-price-forecasting evolution-strategies lstm-sequence stock-prediction-models deep-learning-stock strategy-agent monte-carlo-markov-chain

Predictive Maintenance Using Lstm

Example of Multiple Multivariate Time Series Prediction with LSTM Recurrent Neural Networks in Python with Keras.

✭ 352

python deep-learning keras deep-neural-networks lstm timeseries keras-tensorflow lstm-neural-networks deep-learning-algorithms keras-models

Thesemicolon

This repository contains Ipython notebooks and datasets for the data analytics youtube tutorials on The Semicolon.

✭ 345

jupyter-notebook deep-learning machine-learning tutorial data-science keras neural-network convolutional-neural-networks lstm numpy scikit-learn rnn sentiment-analysis matplotlib cnn-keras gradient-descent

Cnn lstm ctc tensorflow

CNN+LSTM+CTC based OCR implemented using tensorflow.

✭ 343

python tensorflow cnn lstm ocr ctc

Personality Detection

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

✭ 338

python machine-learning convolutional-neural-networks cnn lstm sentiment-analysis theano lstm-neural-networks cnn-keras

Ner Lstm Crf

An easy-to-use named entity recognition (NER) toolkit, implemented the Bi-LSTM+CRF model in tensorflow.

✭ 337

python tensorflow deeplearning lstm ner crf

Basicocr

BasicOCR是一个致力于解决自然场景文字识别算法研究的项目。该项目由长城数字大数据应用技术研究院佟派AI团队发起和维护。

✭ 336

python cnn gan lstm ocr rnn

Keras Anomaly Detection

Anomaly detection implemented in Keras

✭ 335

python keras convolutional-neural-networks lstm recurrent-neural-networks anomaly-detection

Stock Trading Ml

A stock trading bot that uses machine learning to make price predictions.

✭ 325

python deep-learning machine-learning neural-network lstm time-series

Tensorflow poems

中文古诗自动作诗机器人，屌炸天，基于tensorflow1.10 api，正在积极维护升级中，快star，保持更新！

✭ 3,429

python tensorflow lstm rnn poetry

Bcdu Net

BCDU-Net : Medical Image Segmentation

✭ 314

python deep-learning keras convolutional-neural-networks lstm segmentation semantic-segmentation unet semantic medical

Crnn attention ocr chinese

CRNN with attention to do OCR,add Chinese recognition

✭ 315

python lstm ocr attention crnn

Theano lstm

🔬 Nano size Theano LSTM module

✭ 310

python machine-learning tutorial neural-network lstm theano automatic-differentiation gru dropout

Deep srl

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

✭ 309

python deep-learning nlp lstm theano tagging

Kraken

OCR engine for all the languages

✭ 304

python neural-networks lstm ocr

Unet Zoo

A collection of UNet and hybrid architectures in PyTorch for 2D and 3D Biomedical Image segmentation

✭ 302

python deep-learning pytorch cnn lstm rnn unet

Image Captioning

Image Captioning using InceptionV3 and beam search

✭ 290

jupyter-notebook tensorflow keras cnn lstm image-captioning beam-search

Cs291k

🎭 Sentiment Analysis of Twitter data using combined CNN and LSTM Neural Network models

✭ 287

python deep-learning machine-learning tensorflow neural-network cnn lstm sentiment-analysis

Paraphraser

Sentence paraphrase generation at the sentence level

✭ 283

python deep-learning tensorflow lstm lstm-neural-networks

Rnnsharp

RNNSharp is a toolkit of deep recurrent neural network which is widely used for many different kinds of tasks, such as sequence labeling, sequence-to-sequence and so on. It's written by C# language and based on .NET framework 4.6 or above versions. RNNSharp supports many different types of networks, such as forward and bi-directional network, sequence-to-sequence network, and different types of layers, such as LSTM, Softmax, sampled Softmax and others.

✭ 277

deep-learning machine-learning nlp dotnet lstm rnn recurrent-neural-networks crf sequence-labeling

Cryptocurrency Price Prediction

Cryptocurrency Price Prediction Using LSTM neural network

✭ 271

jupyter-notebook deep-learning machine-learning data-science neural-network artificial-intelligence bitcoin cryptocurrency lstm

Deeplearning.ai Assignments

✭ 268

jupyter-notebook convolutional-neural-networks neural-networks deeplearning lstm rnn sequence-to-sequence

Lstm Human Activity Recognition

Human Activity Recognition example using TensorFlow on smartphone sensors dataset and an LSTM RNN. Classifying the type of movement amongst six activity categories - Guillaume Chevalier

✭ 2,943

Jupyter Notebook python deep-learning machine-learning tensorflow neural-network lstm rnn recurrent-neural-networks activity-recognition human-activity-recognition

Carrot

🥕 Evolutionary Neural Networks in JavaScript

✭ 261

javascript nodejs machine-learning browser neural-networks lstm recurrent-neural-networks easy-to-use

Deeptrade

A LSTM model using Risk Estimation loss function for stock trades in market

✭ 256

python deep-learning neural-network lstm stock

lstm

LSTM based on go and gorgonia

✭ 45

go lstm gorgonia charrnn

voice-conversion

an tutorial implement of voice conversion using pytorch

✭ 26

python shell dnn pytorch speech-synthesis lstm gmm voice-conversion nerual-network

Thio

Thio - a playground for real-time anomaly detection

✭ 38

python machine-learning lstm autoencoders anomaly-detection

sgrnn

Tensorflow implementation of Synthetic Gradient for RNN (LSTM)

✭ 40

python tensorflow recurrent-neural-networks lstm rnn dni synthetic-gradients decoupled-neural-interfaces metalearning

Stock-Prediction

stock predict by cnn and lstm

✭ 25

python tensorflow cnn lstm stock-prediction

classifying-vae-lstm

music generation with a classifying variational autoencoder (VAE) and LSTM

✭ 27

python neural-network keras lstm vae music-generation variational-autoencoder

Chinese-Word-Segmentation-in-NLP

State of the art Chinese Word Segmentation with Bi-LSTMs

✭ 23

python natural-language-processing lstm chinese language-model keras-tensorflow bilstm

Pytorch-POS-Tagger

Part-of-Speech Tagger and custom implementations of LSTM, GRU and Vanilla RNN

✭ 24

python shell nlp deep-learning pytorch lstm gru rnn pos-tagger

2D-LSTM-Seq2Seq

PyTorch implementation of a 2D-LSTM Seq2Seq Model for NMT.

✭ 25

python nlp pytorch lstm seq2seq 2d-lstm nmt-model

hcn

Hybrid Code Networks https://arxiv.org/abs/1702.03274

✭ 81

python shell tensorflow dialog lstm rnn gensim bag-of-words utterance hybrid-code-networks entitytracker

stylenet

A pytorch implemention of "StyleNet: Generating Attractive Visual Captions with Styles"

✭ 58

python microsoft cnn pytorch caption lstm image-captioning stylenet pytorch-implemention dlhacks

Text-Analysis

Explaining textual analysis tools in Python. Including Preprocessing, Skip Gram (word2vec), and Topic Modelling.

video autoencoder

Video lstm auto encoder built with pytorch. https://arxiv.org/pdf/1502.04681.pdf

✭ 32

Jupyter Notebook python cnn pytorch video-processing lstm autoencoder

tiny-rnn

Lightweight C++11 library for building deep recurrent neural networks

✭ 41

C++machine-learning deep-learning neural-network recurrent-neural-networks lstm rnn self-education

vietnamese word seperate

Seperate vietnamese using lstm

✭ 13

Jupyter Notebook python nlp vietnamese lstm

totally humans

rnn trained on r/totallynotrobots 🤖

✭ 23

python keras lstm rnn

knowledge-graph-nlp-in-action

从模型训练到部署，实战知识图谱(Knowledge Graph)&自然语言处理(NLP)。涉及 Tensorflow, Bert+Bi-LSTM+CRF,Neo4j等涵盖 Named Entity Recognition,Text Classify,Information Extraction,Relation Extraction 等任务。

✭ 58

python Jupyter Notebook nlp neo4j tensorflow crf information-extraction knowledge-graph lstm named-entity-recognition bert relation-extraction

virnet

VirNet: A deep attention model for viral reads identification

✭ 26

Jupyter Notebook python bioinformatics deep-learning keras metagenomics lstm

DeepSentiPers

Repository for the experiments described in the paper named "DeepSentiPers: Novel Deep Learning Models Trained Over Proposed Augmented Persian Sentiment Corpus"

✭ 17