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alex-arch's Projects

ast icon ast

Adversarial Sparse Transformer for Time Series Forecasting

bilibili-plus icon bilibili-plus

课程视频、PPT和源代码:侯捷C++系列;台大郭彦甫MATLAB

cvpr21_pass icon cvpr21_pass

PyTorch implementation of our CVPR2021 (oral) paper "Prototype Augmentation and Self-Supervision for Incremental Learning"

deeplearning_forecast icon deeplearning_forecast

Application of deep learning model (Temporal Fusion Transformer) to forecast time-series data

ecg-classification icon ecg-classification

Using LSTMs to classify ECG signals in several different heart diseases. Data from the PTB diagnostic database.

flow-forecast icon flow-forecast

Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).

getting-things-done-with-pytorch icon getting-things-done-with-pytorch

Jupyter Notebook tutorials on solving real-world problems with Machine Learning & Deep Learning using PyTorch. Topics: Face detection with Detectron 2, Time Series anomaly detection with LSTM Autoencoders, Object Detection with YOLO v5, Build your first Neural Network, Time Series forecasting for Coronavirus daily cases, Sentiment Analysis with BERT.

gp-tree icon gp-tree

GP-Tree: A Gaussian Process Classifier for Few-Shot Incremental Learning

informer2020 icon informer2020

The GitHub repository for the paper "Informer" accepted by AAAI 2021.

lstm-ecg icon lstm-ecg

Real Time Electrocardiogram Annotation with a Long Short Term Memory Neural Network

mesh icon mesh

Mesh TensorFlow: Model Parallelism Made Easier

nlp-interview-notes icon nlp-interview-notes

本项目是作者们根据个人面试和经验总结出的自然语言处理(NLP)面试准备的学习笔记与资料,该资料目前包含 自然语言处理各领域的 面试题积累。

pytorch-transfomer icon pytorch-transfomer

My implementation of the transformer architecture from the Attention is All you need paper applied to time series.

query-selector icon query-selector

LONG-TERM SERIES FORECASTING WITH QUERYSELECTOR – EFFICIENT MODEL OF SPARSEATTENTION

tensorflow-2.x-tutorials icon tensorflow-2.x-tutorials

TensorFlow 2.x version's Tutorials and Examples, including CNN, RNN, GAN, Auto-Encoders, FasterRCNN, GPT, BERT examples, etc. TF 2.0版入门实例代码,实战教程。

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