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Multi Class Text Classification Cnn RnnClassify Kaggle San Francisco Crime Description into 39 classes. Build the model with CNN, RNN (GRU and LSTM) and Word Embeddings on Tensorflow.
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TransformerImplementation of Transformer model (originally from Attention is All You Need) applied to Time Series.
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Keras Textclassification中文长文本分类、短句子分类、多标签分类、两句子相似度(Chinese Text Classification of Keras NLP, multi-label classify, or sentence classify, long or short),字词句向量嵌入层(embeddings)和网络层(graph)构建基类,FastText,TextCNN,CharCNN,TextRNN, RCNN, DCNN, DPCNN, VDCNN, CRNN, Bert, Xlnet, Albert, Attention, DeepMoji, HAN, 胶囊网络-CapsuleNet, Transformer-encode, Seq2seq, SWEM, LEAM, TextGCN
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Remi"Pop Music Transformer: Beat-based Modeling and Generation of Expressive Pop Piano Compositions", ACM Multimedia 2020
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TutorialsCatBoost tutorials repository
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Speech TransformerA PyTorch implementation of Speech Transformer, an End-to-End ASR with Transformer network on Mandarin Chinese.
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InterviewInterview = 简历指南 + LeetCode + Kaggle
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COVID-19-CaseStudy-and-PredictionsThis repository is a case study, analysis and visualization of COVID-19 Pandemic spread along with prediction models.
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Transformer DynetAn Implementation of Transformer (Attention Is All You Need) in DyNet
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AITQAresources for the IBM Airlines Table-Question-Answering Benchmark
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uformer-pytorchImplementation of Uformer, Attention-based Unet, in Pytorch
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Transgan[Preprint] "TransGAN: Two Transformers Can Make One Strong GAN", Yifan Jiang, Shiyu Chang, Zhangyang Wang
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FormerSimple transformer implementation from scratch in pytorch.
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galerkin-transformer[NeurIPS 2021] Galerkin Transformer: a linear attention without softmax
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Kaggle NdsbCode for National Data Science Bowl. 10th place.
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Nmt KerasNeural Machine Translation with Keras
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TextPrunerA PyTorch-based model pruning toolkit for pre-trained language models
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Cell DetrOfficial and maintained implementation of the paper Attention-Based Transformers for Instance Segmentation of Cells in Microstructures [BIBM 2020].
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charformer-pytorchImplementation of the GBST block from the Charformer paper, in Pytorch
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linformerImplementation of Linformer for Pytorch
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PAMLPersonalizing Dialogue Agents via Meta-Learning
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Deepfake DetectionDeepFake Detection: Detect the video is fake or not using InceptionResNetV2.
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attention-is-all-you-need-paperImplementation of Vaswani, Ashish, et al. "Attention is all you need." Advances in neural information processing systems. 2017.
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Data Science Ipython NotebooksData science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.
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pynmta simple and complete pytorch implementation of neural machine translation system
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JukeboxCode for the paper "Jukebox: A Generative Model for Music"
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JoeynmtMinimalist NMT for educational purposes
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kosrKorean speech recognition based on transformer (트랜스포머 기반 한국어 음성 인식)
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Pytorch Original TransformerMy implementation of the original transformer model (Vaswani et al.). I've additionally included the playground.py file for visualizing otherwise seemingly hard concepts. Currently included IWSLT pretrained models.
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amrlibA python library that makes AMR parsing, generation and visualization simple.
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Bert KerasKeras implementation of BERT with pre-trained weights
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Deeplearning Nlp ModelsA small, interpretable codebase containing the re-implementation of a few "deep" NLP models in PyTorch. Colab notebooks to run with GPUs. Models: word2vec, CNNs, transformer, gpt.
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Data Science CompetitionsGoal of this repo is to provide the solutions of all Data Science Competitions(Kaggle, Data Hack, Machine Hack, Driven Data etc...).
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