pytorch-kaldi is a project for developing state-of-the-art DNN/RNN hybrid speech recognition systems. The DNN part is managed by pytorch, while feature extraction, label computation, and decoding are performed with the kaldi toolkit.

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Stockpriceprediction

Stock Price Prediction using Machine Learning Techniques

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Chameleon recsys

Source code of CHAMELEON - A Deep Learning Meta-Architecture for News Recommender Systems

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Mutual labels: lstm, rnn, lstm-neural-networks

Eeg Dl

A Deep Learning library for EEG Tasks (Signals) Classification, based on TensorFlow.

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Mutual labels: cnn, lstm, rnn

Captcharecognition

End-to-end variable length Captcha recognition using CNN+RNN+Attention/CTC (pytorch implementation). 端到端的不定长验证码识别

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automatic-personality-prediction

[AAAI 2020] Modeling Personality with Attentive Networks and Contextual Embeddings

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Mutual labels: lstm, rnn, attention

DrowsyDriverDetection

This is a project implementing Computer Vision and Deep Learning concepts to detect drowsiness of a driver and sound an alarm if drowsy.

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Mutual labels: lstm, rnn, lstm-neural-networks

Pytorch Pos Tagging

A tutorial on how to implement models for part-of-speech tagging using PyTorch and TorchText.

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Mutual labels: cnn, lstm, rnn

Neural Networks

All about Neural Networks!

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Mutual labels: cnn, lstm, rnn

Sign Language Gesture Recognition

Sign Language Gesture Recognition From Video Sequences Using RNN And CNN

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Mutual labels: cnn, lstm, rnn

Pytorch Sentiment Analysis

Tutorials on getting started with PyTorch and TorchText for sentiment analysis.

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Mutual labels: cnn, lstm, rnn

lstm-electric-load-forecast

Electric load forecast using Long-Short-Term-Memory (LSTM) recurrent neural network

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Mutual labels: lstm, rnn, lstm-neural-networks

Bitcoin Price Prediction Using Lstm

Bitcoin price Prediction ( Time Series ) using LSTM Recurrent neural network

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Base-On-Relation-Method-Extract-News-DA-RNN-Model-For-Stock-Prediction--Pytorch

基於關聯式新聞提取方法之雙階段注意力機制模型用於股票預測

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Video Classification

Tutorial for video classification/ action recognition using 3D CNN/ CNN+RNN on UCF101

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Mutual labels: cnn, lstm, rnn

Rnn For Joint Nlu

Pytorch implementation of "Attention-Based Recurrent Neural Network Models for Joint Intent Detection and Slot Filling" (https://arxiv.org/abs/1609.01454)

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Mutual labels: lstm, rnn, attention

Multi Class Text Classification Cnn Rnn

Classify Kaggle San Francisco Crime Description into 39 classes. Build the model with CNN, RNN (GRU and LSTM) and Word Embeddings on Tensorflow.

Stars: ✭ 570 (+533.33%)

Mutual labels: cnn, lstm, rnn

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。

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Mutual labels: cnn, lstm, rnn

Text Classification

Implementation of papers for text classification task on DBpedia

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Mutual labels: cnn, lstm, attention

Chinese Chatbot

中文聊天机器人，基于10万组对白训练而成，采用注意力机制，对一般问题都会生成一个有意义的答复。已上传模型，可直接运行，跑不起来直播吃键盘。

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Mutual labels: lstm, rnn, attention

Lightnet

Efficient, transparent deep learning in hundreds of lines of code.

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Unet Zoo

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

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Personality Detection

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

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Deeplearning

深度学习入门教程, 优秀文章, Deep Learning Tutorial

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How To Learn Deep Learning

A top-down, practical guide to learn AI, Deep learning and Machine Learning.

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Textclassificationbenchmark

A Benchmark of Text Classification in PyTorch

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Telemanom

A framework for using LSTMs to detect anomalies in multivariate time series data. Includes spacecraft anomaly data and experiments from the Mars Science Laboratory and SMAP missions.

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Ad examples

A collection of anomaly detection methods (iid/point-based, graph and time series) including active learning for anomaly detection/discovery, bayesian rule-mining, description for diversity/explanation/interpretability. Analysis of incorporating label feedback with ensemble and tree-based detectors. Includes adversarial attacks with Graph Convolutional Network.

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Mutual labels: lstm, rnn

Tf Rnn Attention

Tensorflow implementation of attention mechanism for text classification tasks.

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Mutual labels: rnn, attention

Lstm Fcn

Codebase for the paper LSTM Fully Convolutional Networks for Time Series Classification

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Vad

Voice activity detection (VAD) toolkit including DNN, bDNN, LSTM and ACAM based VAD. We also provide our directly recorded dataset.