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.

Aulas

Aulas da Escola de Inteligência Artificial de São Paulo

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python jupyter-notebook machine-learning data-science ai statistics gans linear-regression lstm-neural-networks

Rnn lstm from scratch

How to build RNNs and LSTMs from scratch with NumPy.

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jupyter-notebook deep-learning pytorch natural-language-processing numpy recurrent-neural-networks lstm-neural-networks

Speech Recognition Neural Network

This is the end-to-end Speech Recognition neural network, deployed in Keras. This was my final project for Artificial Intelligence Nanodegree @Udacity.

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html deep-learning speech-recognition recurrent-neural-networks lstm-neural-networks gru

Phasedlstm Keras

Keras implementation of Phased LSTM [https://arxiv.org/abs/1610.09513]

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python deep-learning lstm-neural-networks

Image Caption Generator

[DEPRECATED] A Neural Network based generative model for captioning images using Tensorflow

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jupyter-notebook tensorflow computer-vision neural-network artificial-intelligence convolutional-neural-networks lstm recurrent-neural-networks lstm-neural-networks image-captioning natural-language-generation

Abnormal event detection

Abnormal Event Detection in Videos using SpatioTemporal AutoEncoder

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python deep-learning machine-learning tensorflow keras neural-network opencv convolutional-neural-networks anomaly-detection video-processing livestream lstm-neural-networks

Question Answering

TensorFlow implementation of Match-LSTM and Answer pointer for the popular SQuAD dataset.

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python deep-learning tensorflow nlp question-answering lstm-neural-networks

Ml Projects

ML based projects such as Spam Classification, Time Series Analysis, Text Classification using Random Forest, Deep Learning, Bayesian, Xgboost in Python

✭ 127

deep-learning machine-learning docker tensorflow nlp keras text-classification word2vec geolocation svm random-forest lstm-neural-networks tensorboard gensim ab-testing

Understanding Pytorch Batching Lstm

Understanding and visualizing PyTorch Batching with LSTM

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jupyter-notebook deep-learning pytorch lstm-neural-networks

Midi Rnn

Generate monophonic melodies with machine learning using a basic LSTM RNN

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python machine-learning keras neural-network rnn midi lstm-neural-networks

Video2description

Video to Text: Generates description in natural language for given video (Video Captioning)

✭ 107

python deep-neural-networks video-processing audio-processing lstm-neural-networks image-captioning cnn-keras

Repo 2016

R, Python and Mathematica Codes in Machine Learning, Deep Learning, Artificial Intelligence, NLP and Geolocation

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python python3 deep-learning nlp keras natural-language-processing rstats lstm face-recognition word2vec timeseries nlp-machine-learning autoencoder theano lstm-neural-networks time-series-analysis lasagne

Deep Generation

I used in this project a reccurent neural network to generate c code based on a dataset of c files from the linux repository.

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c deep-learning tensorflow lstm lstm-neural-networks

Aspect Based Sentiment Analysis

✭ 99

deep-learning tensorflow sentiment-analysis lstm-neural-networks

Text predictor

Char-level RNN LSTM text generator📄.

✭ 99

python deep-learning machine-learning artificial-intelligence ai lstm rnn text-mining lstm-neural-networks

Pytorch Learners Tutorial

PyTorch tutorial for learners

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jupyter-notebook deep-learning pytorch deep-neural-networks convolutional-neural-networks cnn lstm rnn recurrent-neural-networks torch pytorch-tutorial lstm-neural-networks

Eqtransformer

EQTransformer, a python package for earthquake signal detection and phase picking using AI.

✭ 95

python deep-learning neural-network detection transformer attention-mechanism lstm-neural-networks

Cnn lstm for text classify

CNN, LSTM, NBOW, fasttext 中文文本分类

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python cnn lstm rnn attention lstm-neural-networks

Contextual Utterance Level Multimodal Sentiment Analysis

Context-Dependent Sentiment Analysis in User-Generated Videos

✭ 86

python keras lstm sentiment-analysis lstm-neural-networks

Automatic Image Captioning

Generating Captions for images using Deep Learning

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jupyter-notebook deep-learning convolutional-neural-networks keras-tensorflow lstm-neural-networks image-captioning

Sarcasm Detection

Detecting Sarcasm on Twitter using both traditonal machine learning and deep learning techniques.

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python deep-learning tensorflow visualization keras deep-neural-networks twitter text-classification sentiment-analysis attention-mechanism svm lstm-neural-networks topic-modeling tweets

Bitcoin Price Prediction Using Lstm

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

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jupyter-notebook deep-learning tensorflow keras deep-neural-networks lstm rnn recurrent-neural-networks deep-learning-tutorial lstm-neural-networks series time-series-analysis

Image Captioning

Image Captioning: Implementing the Neural Image Caption Generator with python

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python deep-learning machine-learning computer-vision convolutional-neural-networks lstm recurrent-neural-networks convolutional-networks lstm-neural-networks image-captioning

Skater

Python Library for Model Interpretation/Explanations

✭ 973

python deep-learning machine-learning deep-neural-networks ml datascience lstm-neural-networks predictive-modeling

Tensorflow Sentiment Analysis On Amazon Reviews Data

Implementing different RNN models (LSTM,GRU) & Convolution models (Conv1D, Conv2D) on a subset of Amazon Reviews data with TensorFlow on Python 3. A sentiment analysis project.

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python tensorflow lstm text-classification sentiment-analysis tensorflow-tutorials tensorflow-examples lstm-neural-networks gru sentiment-classification tensorflow-experiments low-level

Simple Chatbot Keras

Design and build a chatbot using data from the Cornell Movie Dialogues corpus, using Keras

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python keras chatbot lstm lstm-neural-networks

Rnn lstm gesture recog

For recognising hand gestures using RNN and LSTM... Implementation in TensorFlow

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python tensorflow recurrent-neural-networks lstm-neural-networks

Deep Learning Time Series

List of papers, code and experiments using deep learning for time series forecasting

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python3 jupyter-notebook deep-learning pytorch tensorflow deep-neural-networks lstm time-series recurrent-neural-networks prediction lstm-neural-networks

Stockpriceprediction

Stock Price Prediction using Machine Learning Techniques

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jupyter-notebook machine-learning video lstm analysis rnn supervised-learning forecasting lstm-neural-networks

Introneuralnetworks

Introducing neural networks to predict stock prices

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python machine-learning tutorial data-science neural-network trading finance guide algorithmic-trading trading-strategies quantitative-finance keras-tensorflow prediction lstm-neural-networks stock-price-prediction

Activity Recognition With Cnn And Rnn

Temporal Segments LSTM and Temporal-Inception for Activity Recognition

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lua convolutional-neural-networks torch lstm-neural-networks activity-recognition video-understanding

Predictive Maintenance Using Lstm

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

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

Lstm rnn tutorials with demo

LSTM-RNN Tutorial with LSTM and RNN Tutorial with Demo with Demo Projects such as Stock/Bitcoin Time Series Prediction, Sentiment Analysis, Music Generation using Keras-Tensorflow

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python lstm-neural-networks

Personality Detection

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

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

Paraphraser

Sentence paraphrase generation at the sentence level

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python deep-learning tensorflow lstm lstm-neural-networks

Da Rnn

📃 **Unofficial** PyTorch Implementation of DA-RNN (arXiv:1704.02971)

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jupyter-notebook deep-learning recurrent-neural-networks attention-mechanism lstm-neural-networks

ms-convSTAR

[RSE21] Pytorch code for hierarchical time series classification with multi-stage convolutional RNN

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python deep-learning pytorch remote-sensing gru rnn convolutional-neural-networks lstm-neural-networks crop-classification convlstm-network

Recurrent-Deep-Q-Learning

Solving POMDP using Recurrent networks

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Jupyter Notebook python pytorch dqn mdp reinforcement-learning-algorithms lstm-neural-networks pomdp pytorch-implmention

yelp comments classification nlp

Yelp round-10 review comments classification using deep learning (LSTM and CNN) and natural language processing.

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Jupyter Notebook natural-language-processing word-embeddings cnn lstm-neural-networks yelp-dataset

Predictive-Maintenance-of-Aircraft-Engine

In this project I aim to apply Various Predictive Maintenance Techniques to accurately predict the impending failure of an aircraft turbofan engine.

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Jupyter Notebook regression classification cnn-keras lstm-neural-networks feature-importance predictive-maintenance rul-prediction exponential-degradation similarity-based-model

TimeSeriesPrediction

Time Series Prediction, Stateful LSTM; 时间序列预测，洗发水销量/股票走势预测，有状态循环神经网络

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Jupyter Notebook timeseries timeseries-sequence lstm-neural-networks

object-tracking

Multiple Object Tracking System in Keras + (Detection Network - YOLO)

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python neural-network tensorflow detection keras lstm yolo faster-rcnn object-tracking darknet lstm-neural-networks rcnn single-object-tracking yolov2 multiple-object-tracking yolov3

NTUA-slp-nlp

💻Speech and Natural Language Processing (SLP & NLP) Lab Assignments for ECE NTUA

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Jupyter Notebook python shell Makefile automata deep-learning sentiment-analysis word2vec word-embeddings attention transfer-learning attention-mechanism nlp-machine-learning lstm-neural-networks sentiment-classification openfst glove-embeddings rnn-pytorch kaldi-asr

A-Deep-Learning-Based-Illegal-Insider-Trading-Detection-and-Prediction-Technique-in-Stock-Market

Illegal insider trading of stocks is based on releasing non-public information (e.g., new product launch, quarterly financial report, acquisition or merger plan) before the information is made public. Detecting illegal insider trading is difficult due to the complex, nonlinear, and non-stationary nature of the stock market. In this work, we pres…

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python matlab tensorflow keras lstm-neural-networks matlab-script timeseries-analysis

Deep-Learning

This repo provides projects on deep-learning mainly using Tensorflow 2.0

OCR

Optical character recognition Using Deep Learning

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Jupyter Notebook shell python tensorflow cnn lstm tensorflow-experiments deeplearning optical-character-recognition lstm-neural-networks rcnn ctc-loss

Conversational-AI-Chatbot-using-Practical-Seq2Seq

A simple open domain generative based chatbot based on Recurrent Neural Networks

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python chatbot recurrent-neural-networks dataset seq2seq weights lstm-neural-networks

Human Activity Recognition

A new and computationally cheap method to perform human activity recognition using PoseNet and LSTM. Where we use PoseNet for Preprocessing and LSTM for understand the sequence.

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Jupyter Notebook python deep-neural-networks time-series har human-activity-recognition lite lstm-neural-networks video-action-recognition

lstm-electric-load-forecast

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

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python deep-learning keras lstm rnn lstm-neural-networks time-series-prediction

stock-market-scraper

Scraps historical stock market data from Yahoo Finance (https://finance.yahoo.com/)

Sequence-to-Sequence-Learning-of-Financial-Time-Series-in-Algorithmic-Trading

My bachelor's thesis—analyzing the application of LSTM-based RNNs on financial markets. 🤓

Deep-Learning-Coursera

Projects from the Deep Learning Specialization from deeplearning.ai provided by Coursera

Deep-Drug-Coder

A tensorflow.keras generative neural network for de novo drug design, first-authored in Nature Machine Intelligence while working at AstraZeneca.

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python Jupyter Notebook neural-network drug-discovery molecules autoencoders lstm-neural-networks denovo-design smiles-strings

1-60 of 83 lstm-neural-networks projects

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