Image CaptioningImage Captioning using InceptionV3 and beam search
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Pytorch Pos TaggingA tutorial on how to implement models for part-of-speech tagging using PyTorch and TorchText.
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Screenshot To CodeA neural network that transforms a design mock-up into a static website.
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Tensorflow TutorialSome interesting TensorFlow tutorials for beginners.
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Neural Image CaptioningImplementation of Neural Image Captioning model using Keras with Theano backend
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Pytorch Sentiment AnalysisTutorials on getting started with PyTorch and TorchText for sentiment analysis.
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Qa RankitQA - Answer Selection (Rank candidate answers for a given question)
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Video ClassificationTutorial for video classification/ action recognition using 3D CNN/ CNN+RNN on UCF101
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CodesearchnetDatasets, tools, and benchmarks for representation learning of code.
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Keras Oneclassanomalydetection[5 FPS - 150 FPS] Learning Deep Features for One-Class Classification (AnomalyDetection). Corresponds RaspberryPi3. Convert to Tensorflow, ONNX, Caffe, PyTorch. Implementation by Python + OpenVINO/Tensorflow Lite.
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Self Driving CarA End to End CNN Model which predicts the steering wheel angle based on the video/image
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MtcnnMTCNN face detection implementation for TensorFlow, as a PIP package.
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Awesome Deep Learning ResourcesRough list of my favorite deep learning resources, useful for revisiting topics or for reference. I have got through all of the content listed there, carefully. - Guillaume Chevalier
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Reinforcementlearning AtarigamePytorch LSTM RNN for reinforcement learning to play Atari games from OpenAI Universe. We also use Google Deep Mind's Asynchronous Advantage Actor-Critic (A3C) Algorithm. This is much superior and efficient than DQN and obsoletes it. Can play on many games
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Linear Attention Recurrent Neural NetworkA recurrent attention module consisting of an LSTM cell which can query its own past cell states by the means of windowed multi-head attention. The formulas are derived from the BN-LSTM and the Transformer Network. The LARNN cell with attention can be easily used inside a loop on the cell state, just like any other RNN. (LARNN)
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Multilstmkeras attentional bi-LSTM-CRF for Joint NLU (slot-filling and intent detection) with ATIS
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SarcasmdetectionSarcasm detection on tweets using neural network
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FacedetectorA re-implementation of mtcnn. Joint training, tutorial and deployment together.
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ModelsDLTK Model Zoo
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Abstractive SummarizationImplementation of abstractive summarization using LSTM in the encoder-decoder architecture with local attention.
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Facemaskdetection开源人脸口罩检测模型和数据 Detect faces and determine whether people are wearing mask.
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Nlp Models TensorflowGathers machine learning and Tensorflow deep learning models for NLP problems, 1.13 < Tensorflow < 2.0
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Pytorch SiftPyTorch implementation of SIFT descriptor
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SimpsonrecognitionDetect and recognize The Simpsons characters using Keras and Faster R-CNN
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Handwriting SynthesisImplementation of "Generating Sequences With Recurrent Neural Networks" https://arxiv.org/abs/1308.0850
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Dstl unetDstl Satellite Imagery Feature Detection
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Sfd.pytorchS3FD: single shot face detector in pytorch
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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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Pytorch convlstmconvolutional lstm implementation in pytorch
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Deep Learning With PythonExample projects I completed to understand Deep Learning techniques with Tensorflow. Please note that I do no longer maintain this repository.
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EthnicolrPredict Race and Ethnicity Based on the Sequence of Characters in a Name
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VpilotScripts and tools to easily communicate with DeepGTAV. In the future a self-driving agent will be implemented.
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Image classifierCNN image classifier implemented in Keras Notebook 🖼️.
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Visualizing cnnsUsing Keras and cats to visualize layers from CNNs
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NcrfppNCRF++, a Neural Sequence Labeling Toolkit. Easy use to any sequence labeling tasks (e.g. NER, POS, Segmentation). It includes character LSTM/CNN, word LSTM/CNN and softmax/CRF components.
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Image Caption Generator[DEPRECATED] A Neural Network based generative model for captioning images using Tensorflow
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Anomaly detection tutoAnomaly detection tutorial on univariate time series with an auto-encoder
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DeeplearningfornlpinpytorchAn IPython Notebook tutorial on deep learning for natural language processing, including structure prediction.
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Stock Price PredictorThis project seeks to utilize Deep Learning models, Long-Short Term Memory (LSTM) Neural Network algorithm, to predict stock prices.
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Dgc NetA PyTorch implementation of "DGC-Net: Dense Geometric Correspondence Network"
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Relation Classification Using Bidirectional Lstm TreeTensorFlow Implementation of the paper "End-to-End Relation Extraction using LSTMs on Sequences and Tree Structures" and "Classifying Relations via Long Short Term Memory Networks along Shortest Dependency Paths" for classifying relations
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