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dast

Dual-Aspect Self-Attention Based on Transformer for Remaining Useful Life Prediction

deepssm_sysid

Official PyTorch implementation of "Deep State Space Models for Nonlinear System Identification", 2020.

dt_inverse_design

Predicting spectral emissivity of particles from a given material and geometry using decision trees and random forest.

informer2020

"Informer" accepted by AAAI 2021.

mlops-zoomcamp

Free MLOps course from DataTalks.Club

pytorch-transformer-for-rul-prediction

Transformer implementation with PyTorch for remaining useful life prediction on turbofan engine with NASA CMAPSS data set. Inspired by Mo, Y., Wu, Q., Li, X., & Huang, B. (2021). Remaining useful life estimation via transformer encoder enhanced by a gated convolutional unit. Journal of Intelligent Manufacturing, 1-10.

remaining-useful-life-estimation-variational

spacetimeformer

Multivariate Time Series Forecasting with efficient Transformers.