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GitHub topics: rnn-pytorch

emadRad/lstm-gru-pytorch

LSTM and GRU in PyTorch

Language: Jupyter Notebook - Size: 142 KB - Last synced at: over 1 year ago - Pushed at: over 6 years ago - Stars: 218 - Forks: 57

SheezaShabbir/RNN-Classifying-name-at-character-level

A character-level RNN reads words as a series of characters - outputting a prediction and “hidden state” at each step, feeding its previous hidden state into each next step. We take the final prediction to be the output, i.e. which class the word belongs to.

Language: Jupyter Notebook - Size: 135 KB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

cagey-squirrel/MiniRNN

Pytorch version of Andrej Karpathy's mini char based RNN.

Language: Python - Size: 9.77 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

vatsmanish/Pytorch-Recurrent-Neural-Network

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SheezaShabbir/Time-series-Analysis-using-LSTM-RNN-and-GRU

Time series Analysis using LSTM,RNN and GRU with pytorch

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KaziTanvir/Tweet-Emotion-Recognition-using-LSTM

Using TensorFlow as the machine learning framework, this multi class classification problem of the natural language processing domain is solved.

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its-kashyapspatel/dl-rnn

RNN model theory and implementation from scratch.

Size: 1.44 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

LD-bit/Unsupervised_KalmanNet Fork of KalmanNet/Unsupervised_EUSIPCO_22

Unsupervised Kalman Gain Estimation forked from KalmanNet repo (EUSIPCO 2022)

Language: Python - Size: 408 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 0

robertocarlosmedina/rnn-gru-attention-translator

GRU-Gated Attention Model Implementation in order to train it to translate over Cap-verdian criole to English.

Language: Python - Size: 359 KB - Last synced at: almost 2 years ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0

Surya-Prakash-Reddy/Movie-Review-Classification

Classifies the movie reviews as positive or negative using LSTM Networks

Language: Jupyter Notebook - Size: 11.3 MB - Last synced at: almost 2 years ago - Pushed at: about 6 years ago - Stars: 1 - Forks: 0

LD-bit/KTH-Ghosh-danse Fork of anubhabghosh/danse

Repository for the proposed DANSE method (under review at EUSIPCO'23), forked from Ghosh repo

Language: Python - Size: 64.8 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

JasonYao81000/ADL2019

Applied Deep Learning (2019 Spring) @ NTU

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andreiliphd/deployment-sagemaker-amazon-aws-sentiment-rnn

PyTorch model deployment of sentiment analysis model in Amazon AWS SageMaker.

Language: Jupyter Notebook - Size: 43 KB - Last synced at: almost 2 years ago - Pushed at: over 6 years ago - Stars: 0 - Forks: 0

amit2020cs/TV-Script-Generation

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iansnyder333/ai-game

A fully playable snake game application that features an intelligent agent trained using Deep Recurrent Q-Learning

Language: Python - Size: 5.25 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

avideep/iiit-ss-19

Python codes and notebooks for the summer school on computer vision and machine learning in CVIT, IIIT Hyderabad, 2019

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zxuu/RNN

实现RNN内部结构,然后做了一下NER任务(不调包与调包对比)

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imane-ayouni/Electricity-Production-Forecast-using-RNN-and-LSTM

Time series forecast using RNN and LSTM

Language: Jupyter Notebook - Size: 497 KB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

raklokesh/DecisionPrediction_UsingTrajectory_RNN

Language: Jupyter Notebook - Size: 240 KB - Last synced at: almost 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

moradna/-Lyric-Generation-Recurrent-Neural-Network

Develop a Recurrent Neural Network (RNN) that can learn the lyrics and melodies of songs

Language: Jupyter Notebook - Size: 13 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

MariosKokmo/TV_script_generator--Udacity_Deep_Learning-Nanodegree

This is the 3rd project of the Deep Learning Nanodegree.

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Sirius79/text-generation

Language: Python - Size: 7.81 KB - Last synced at: almost 2 years ago - Pushed at: almost 7 years ago - Stars: 1 - Forks: 1

Sirius79/OpenAI Fork of Byte7/OPENAI-Jokes-Model

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harendra263/Neural_Network

Pytorch Tutorial

Language: Python - Size: 23 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

ChipsAKoi/Deep-Learning-Projects

A collections of all deep learning experiments we have throughout the deep learning courses

Size: 4.43 MB - Last synced at: 2 months ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

batfleck-06/text-generation-pytorch

Building a character-level text generation model using PyTorch. The model is trained on a dataset of Shakespeare's works to generate new text that emulates his writing style.

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mtanghu/DNI-RNN

Decoupled Neural Interfaces (Jaderberg et al. 2017) mini-package for easy integration with pytorch RNNs

Language: Python - Size: 84 KB - Last synced at: 4 months ago - Pushed at: about 3 years ago - Stars: 2 - Forks: 2

shuwang127/BinRNN

Provenance Analysis of Binary Code with RNN model.

Language: Python - Size: 333 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 1

parachutel/bayes-by-backprop

Implementing Bayes by Backprop with PyTorch. Applied on time-series prediction.

Language: Python - Size: 1.38 MB - Last synced at: almost 2 years ago - Pushed at: over 5 years ago - Stars: 5 - Forks: 0

DuJunlong321/learn_rnn

基于pytorch的RNN、LSTM模型构建,RNN进行MNIST数据集分类,LSTM进行古诗生成

Language: Python - Size: 1.97 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 0

DungLe13/FunWithPun

Pun Detection and Interpretation: a RNN with LSTM cell approach

Language: Python - Size: 35.1 MB - Last synced at: almost 2 years ago - Pushed at: over 7 years ago - Stars: 0 - Forks: 0

bar-katz/Basic_RNN

Basic RNN(LSTM) implementation for regular expression languages identification

Language: Python - Size: 8.79 KB - Last synced at: almost 2 years ago - Pushed at: over 6 years ago - Stars: 6 - Forks: 0

windsuzu/Joint-Semantic-Phonetic-Embedding

We use phonetics as a feature to create a joint semantic-phonetic embedding and improve the neural machine translation between Chinese and Japanese. 🥳

Language: Jupyter Notebook - Size: 27.6 MB - Last synced at: about 1 year ago - Pushed at: almost 4 years ago - Stars: 11 - Forks: 2

montaserFath/Football-Dataset-Analysis-Kaggle

Football Dataset Analysis is a group project meant to study, analyse and extract information from the kaggle football dataset.

Language: Jupyter Notebook - Size: 25.4 KB - Last synced at: about 2 years ago - Pushed at: over 6 years ago - Stars: 1 - Forks: 0

Chyp3r/RAF

RAF: A RNN-based Chatbot Development Tool

Language: Python - Size: 43.9 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 1 - Forks: 0

yMayanand/char-rnn-classification

predicting country of origin from names

Language: Python - Size: 8.86 MB - Last synced at: about 1 year ago - Pushed at: about 3 years ago - Stars: 2 - Forks: 0

rochitasundar/Intro-To-Deep-Learning-With-PyTorch

This repository contains my code solutions to Udacity's coursework 'Intro to Deep Learning with PyTorch'.

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Umbreller-F/deep_learning_2

循环神经网络文本情感二分类

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raunak222/Image-Captioning

This is a Computer Vision project in which I have to generate captions for given Image dataset

Language: Jupyter Notebook - Size: 3.65 MB - Last synced at: about 1 year ago - Pushed at: over 5 years ago - Stars: 3 - Forks: 5

VIKINGS03/Public_Stock_Sentiment_Analysis

Language: Jupyter Notebook - Size: 1.29 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

Alexis-Georganopoulos/Sentiment_Classifier

A basic RNN sentiment classifier for Yelp reviews

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Marcelaus98/CfC-for-Weather-Science

Research on Weather Science using Neural Networks Transformers black box approach

Size: 775 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

Marcelaus98/CfC-for-Material-Science

Research on Material Science using Neural Networks black box approach

Language: Python - Size: 43.7 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

lyfeyvutha/Character_Level_RNN

Language: Jupyter Notebook - Size: 848 KB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

DivyanshuSaxena/Corona-Bhavishya

Efforts towards predicting numbers based on lockdown and movement characteristics of masses

Language: Jupyter Notebook - Size: 83 KB - Last synced at: about 2 years ago - Pushed at: about 5 years ago - Stars: 0 - Forks: 0

raghavendrahyd/NLP

A repo to explore various NLP methodologies including RNNs, LSTMs, Transformers, GPT etc. Also includes trails on LLMs like GPT3.5, Flan, GPTJ etc

Language: Jupyter Notebook - Size: 88.9 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

sphamtambo/lstm-drug-discovery

Biological activity prediction of HIV compounds using LSTM models.

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Pradnya1208/Image-Caption-Generator

The aim of this project is to build an Image caption Generator using VGG16 model along with transfer learning and Fine-tuning. Checkout the result at: https://www.linkedin.com/posts/pradnya-patil-b049161ba_mittikerang-deeplearing-rnn-activity-6761079847793123329-P_2z

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hardy30894/Music-Generation-RNN

Music Generation using Multi-Layer Gradient Recurrent Units. This involves using many-to-many type of RNN for input-output mapping.

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pvlachas/RNN-Lyapunov-Spectrum

A data-driven method to calculate the Lyapunov exponent of a dynamical system employing a GRU-RNN.

Language: Python - Size: 8.81 MB - Last synced at: over 2 years ago - Pushed at: about 4 years ago - Stars: 24 - Forks: 10

BrenoCPimenta/PokerAI

AI algorithm that plays Texas hold 'em poker (part of university research in imperfect information games)

Language: Python - Size: 67.4 KB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 15 - Forks: 2

williamcfrancis/RNN-Tolstoy-language-model

A Pytorch implementation of a Recurrent Neural Network trained on Leo Tolstoy's War and Peace to imitate the language style used in the book

Language: Jupyter Notebook - Size: 95.7 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

anishacharya/NLP-CS388-UT

Common Libraries developed in "PyTorch" for different NLP tasks. Sentiment Analysis, NER, LSTM-CRF, CRF, Semantic Parsing

Language: Python - Size: 81.2 MB - Last synced at: over 2 years ago - Pushed at: about 5 years ago - Stars: 3 - Forks: 5

Mayurji/Computer-Vision

Find the implementation of Computer vision-based projects with Python, Deep Learning, and OpenCV

Language: Jupyter Notebook - Size: 103 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 16 - Forks: 2

Kadam-Tushar/ajrnn-pytorch

Incomplete time series classification using GAN and RNNs

Language: Python - Size: 180 KB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 0

akueisara/deep-learning-projects

Deep Learning Projects using Python & Pytorch

Language: Jupyter Notebook - Size: 92.2 MB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 7 - Forks: 4

Athari22/TV-Script-Generation

In this project, I generated Seinfeld TV scripts using RNNs.This project is part of udacity deep learning nanodegree program. The Neural Network will generate a new, "fake" TV script, based on patterns it recognizes in this training data.

Language: Jupyter Notebook - Size: 1.47 MB - Last synced at: about 2 months ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

agastyapatri/OklamAI

KBOT: The neural network version of Kendrick Lamar

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TahaBinhuraib/Deep-learning-Tutorials

Deep Learning Tutorials. Mathematical concepts explained in PDFs

Language: Jupyter Notebook - Size: 378 KB - Last synced at: 3 months ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0

Kiminjo/Character-level-language-model

It aims to write new sentences by learning character units sentences using RNN. As training data, a collection of Shakespeare's novels was used.

Language: Python - Size: 211 KB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0

ArmanGuptaIISC/nlp_text_classification

Experiment for understanding RNN architecture

Language: Python - Size: 25.2 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

Nishil07/Simple-Rnn-for-my-first-Medium-blog

This is the complete code for a simple Rnn which you just read about on Medium. I hope anyone who reads this finds it helpful.

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Nishil07/Deep-Learning---Udacity

This repository contains all the exercises and projects that I practised during the journey of my Udacity Nanodegree. This is a complete guide for the beginners to start their Deep Learning journey.

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shuwang127/PatchRNNExtra

RNN-based security patch identification with oversampling samples. This is an extension code in the MILCOM'21 paper "PatchRNN: A Deep Learning-Based System for Security Patch Identification".

Language: Python - Size: 332 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0

FrederickRoman/etymology-predictor

This is an etymology prediction RNN model that uses data scraped from Wiktionary.

Language: Jupyter Notebook - Size: 1.66 MB - Last synced at: 4 months ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 0

masonzmz/AI-monitored-ICU-Illness-severity-prediction-for-ICU

Predicting a patient's SOFA score for the next 24 or 48 hours

Language: Python - Size: 1.66 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

phueb/Entropic

Research code for understanding lexical category learning in the RNN

Language: Python - Size: 21.9 MB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 0

phueb/EntropicStartTheory

Research code used to study learning dynamics of RNN language models

Language: Python - Size: 70 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 0

whsqkaak/RNN

A repository for implementations of RNN based Neural Network by PyTorch.

Language: Python - Size: 29.3 KB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0

mohamedfouadhanani/dinosaur-name-generator

an RNN based PyTorch model that generates dinosaur names.

Language: Jupyter Notebook - Size: 332 KB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

methi1999/rnn_kws

Keyword spotting using RNNs + Edit distance

Language: Python - Size: 210 KB - Last synced at: over 2 years ago - Pushed at: about 5 years ago - Stars: 9 - Forks: 2

BUAADreamer/nlpkiller

nlp intro project

Language: Python - Size: 33.9 MB - Last synced at: 4 months ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

ashwinhprasad/PyTorch-For-DeepLearning

pytorch for deep learning

Language: Jupyter Notebook - Size: 581 KB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 4 - Forks: 1

puhsu/pruning

Summer practice project

Language: Python - Size: 1.23 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 5 - Forks: 2

louiecai/Sentiment-Analysis-API

Sentiment-Analysis-API

Language: Python - Size: 26.3 MB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0

algorithmia-algorithms/OpenAnomalyDetection

A general purpose, multi-variate anomaly detection algorithm using machine learning

Language: Python - Size: 60.5 KB - Last synced at: over 2 years ago - Pushed at: over 6 years ago - Stars: 5 - Forks: 2

FairozaAmira/SageMaker-Project

A part of Udacity Deep Learning Nanodegree Project

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Pakigya/CSE327_Computer_Vision

Language: Jupyter Notebook - Size: 33.5 MB - Last synced at: 6 months ago - Pushed at: over 7 years ago - Stars: 7 - Forks: 1

rohitashwachaks/ghost-writer

Generating Song lyrics using GANs, LSTM Networks, GPT2. Currently working on a LSTM-GAN implementation to generate songs

Size: 2.09 GB - Last synced at: almost 2 years ago - Pushed at: over 3 years ago - Stars: 3 - Forks: 1

bronco-henry/Doomgen_Alpha

Attempting to create and train a recurrent neural net on the lyrics of MF Doom may he rest in peace.

Language: Python - Size: 158 KB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

dissagaliyeva/deep_learning_projects

7 complete Deep Learning projects

Language: Jupyter Notebook - Size: 8.61 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

edumunozsala/Character-Level-Text-Generation

An introduction to Recurrent Neural Networks building a character level text generator in Pytorch, train and deploy in Amazon SageMaker

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BodyCSoulN/text_generation

A novel prediction using RNN model with torch.

Language: Python - Size: 26.4 KB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

aqid98/ClimatePredictionChallengesProject2

The goal of this project is to perform Lake Thermal Stratification Modelling and to explore and experiment not only the physics-guided deep learning models proposed in Read et al (2019) and Jia et al (2019), but also our own models. We shall also benchmark our models with the ones in the base papers in order to compare our results, evaluations and shortcomings.

Language: Jupyter Notebook - Size: 2.65 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 1

AlbertoCenzato/pytorch_model_zoo

A repository for my pytorch models

Language: Python - Size: 17.6 KB - Last synced at: over 2 years ago - Pushed at: over 6 years ago - Stars: 10 - Forks: 3

claudio-bon/fact-checking-fever

In this assingment we perform a fact checking task over FEVER dataset. The created models, given a claim to verify and an evidence set will have to output whether the given evidences support or refuse the claim.

Language: Jupyter Notebook - Size: 512 KB - Last synced at: over 2 years ago - Pushed at: almost 4 years ago - Stars: 1 - Forks: 0

R-Aravind/sentiment-analysis-sagemaker

Sentiment Analysis model deployment on AWS SageMaker using AWS API Gateway and AWS Lambda

Language: Jupyter Notebook - Size: 203 KB - Last synced at: over 2 years ago - Pushed at: about 5 years ago - Stars: 2 - Forks: 0

0zgur0/ODEcrop Fork of prs-eth/ODEcrop

[TGRS21] Crop Classification under Varying Cloud Cover with Neural Ordinary Differential Equations

Size: 527 MB - Last synced at: over 1 year ago - Pushed at: about 4 years ago - Stars: 0 - Forks: 0

rohitmusti/Question-Answer-Engine-RH

A baseline implementation of a SQuAD question and answering system

Language: Python - Size: 244 KB - Last synced at: about 1 year ago - Pushed at: almost 6 years ago - Stars: 0 - Forks: 0

luwis93choi/DeepVO_2WD_ROS

ROS Project implementing DeepVO as a primary odometry tool for 2WD robots

Language: Python - Size: 620 KB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

rangwani-harsh/char-cnn-char-rnn-sentiment-analysis

Language: Python - Size: 570 KB - Last synced at: over 2 years ago - Pushed at: over 6 years ago - Stars: 1 - Forks: 0

tanjil072/text-classification-using-RNN

Text classification using the RNN model.

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tanjil072/Deep-Neural-network-Model-for-image-dataset

This is an assignment for the course of Soft Computing.

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claudio-bon/pos-tagging-rnn

In this assignment I perform a Part of Speech Tagging task over a given dataset using different RNN-based models.

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Mayurji/Sentence-Classification-Using-Pytorch

Applying RNN's, FastText, CNN architecture and pre-trained BERT Transformer for Sentence Classification.

Language: Jupyter Notebook - Size: 40 KB - Last synced at: over 2 years ago - Pushed at: about 5 years ago - Stars: 1 - Forks: 1

Developer-Students-Club-MAIT/Horror-Plot-Generator

A character-level LSTM is constructed with PyTorch to generate a horror plot on the occasion of Halloween. The network will train character by character on some text, then generate new text character by character.

Language: Python - Size: 27.6 MB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 3 - Forks: 0

OmarHariry/TV-Script-Generation

Generate "Fake" TV scripts using RNN

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cschen13/yelp-humor-detection

Detect humor with recurrent neural networks.

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najwasaeed44/TV_Script_Generation

TV Script Generation with RNN with Udacity

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eliyetres/aics-project

Generating new titles for movie posters using a combination of image features and pre-trained subword embeddings

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rnn-pytorch 261 pytorch 103 deep-learning 73 rnn 64 lstm 45 python 39 machine-learning 35 lstm-neural-networks 31 nlp 31 python3 23 neural-network 21 sentiment-analysis 20 rnn-lstm 17 recurrent-neural-networks 16 gru 16 rnn-model 14 cnn-pytorch 14 pytorch-implementation 13 neural-networks 12 pytorch-tutorial 12 rnn-tensorflow 11 cnn 11 natural-language-processing 10 deep-neural-networks 9 rnn-gru 8 sagemaker 8 text-classification 8 transfer-learning 8 deeplearning 7 computer-vision 7 rnn-encoder-decoder 7 seq2seq 7 nlp-machine-learning 7 gan 7 tensorflow 6 transformer 6 udacity-nanodegree 6 attention-mechanism 6 aws 6 word2vec 5 rnn-language-model 5 classification 5 image-captioning 5 language-model 5 sentiment-classification 5 flask 5 attention 5 time-series 5 jupyter-notebook 4 data-science 4 cnn-classification 4 wandb 4 generative-adversarial-network 4 lstm-pytorch 4 prediction 4 research-project 4 artificial-intelligence 4 logistic-regression 4 text-generation 4 bert 4 machine-translation 4 gans 4 style-transfer 3 deep-learning-tutorial 3 reinforcement-learning 3 lstm-sentiment-analysis 3 tokenization 3 aws-lambda 3 gru-model 3 vae 3 gpt 3 forecasting 3 word-embeddings 3 rnns 3 transformers 3 nanodegree 3 bilstm 3 kaggle-competition 3 lstm-model 3 svm-classifier 3 tv-script-generation 3 udacity 3 udacity-deep-learning 3 convolutional-neural-networks 3 autoencoders 3 sagemaker-deployment 3 opencv-python 2 research-paper-implementation 2 keras-tensorflow 2 forecasting-model 2 machine-learning-algorithms 2 javascript 2 tv-scripts 2 fine-tuning 2 encoder-decoder 2 anomaly-detection 2 keras 2 pytorch-cnn 2 huggingface-transformers 2 handwriting 2