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collection of predictive maintenance solutions for NASAs turbofan (CMAPSS) dataset

Jupyter Notebook 132 24 Updated Jan 24, 2021

This repository contains code that implement common machine learning algorithms for remaining useful life (RUL) prediction.

Jupyter Notebook 184 45 Updated Jan 5, 2025

Using LSTM to predict Remaining Useful Life of CMAPSS Dataset

Python 85 21 Updated Nov 11, 2018

RUL prediction for Turbofan Engine (CMAPSS dataset) using CNN

Python 112 14 Updated Nov 6, 2020

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Java 1,738 215 Updated Sep 27, 2024

RUL predictor on the turbofan dataset with TCN-LSTM-xAI Framework

Jupyter Notebook 4 Updated Nov 6, 2023
Jupyter Notebook 6 1 Updated Feb 26, 2020

Simple feed-forward, deep and 1d convolutional autoencoders

Jupyter Notebook 6 1 Updated Oct 8, 2019

Convolutional Variational Autoencoder for classification and generation of time-series

Jupyter Notebook 41 9 Updated Feb 17, 2020

Code for a convolutional autoencoder written on python, theano, lasagne, nolearn

Jupyter Notebook 169 54 Updated Sep 9, 2017

异常检测算法

Jupyter Notebook 17 3 Updated Aug 19, 2023

Temporal Convolutional Network (TCN) with Bahdanau Attention

Jupyter Notebook 2 Updated Sep 1, 2023

Python implementation of Least Squares Support Vector Machine for classification on CPU (NumPy) and GPU (PyTorch).

Python 56 14 Updated Aug 14, 2023

An Architecture Combining Convolutional Neural Network (CNN) and Linear Support Vector Machine (SVM) for Image Classification

Python 380 132 Updated Mar 24, 2023

卷积神经网络提取特征并用于SVM:http://www.cnblogs.com/chuxiuhong/p/6132814.html

Python 15 3 Updated May 10, 2018

Using Tensorflow and a Support Vector Machine to Create an Image Classifications Engine

Python 61 31 Updated Dec 9, 2018

A feature extractor based on Python 3, Tensorflow, and Scikit-learn created to improve the SVM accuracy to classify the MNIST dataset fast and with more accuracy.

Python 70 44 Updated Jan 10, 2023

The features of nonlinearity and non-stationarity in real systems are often difficult to be extracted. This paper focuses on developing a Convolutional Neural Network (CNN) to obtain features direc…

Jupyter Notebook 22 8 Updated Dec 24, 2023

Comparing CNN+Softmax with CNN+SVM on CIFAR 10 Dataset

Python 14 4 Updated Jan 26, 2019

Assembly quality inspection of combine harvester based on whale algorithm optimization LSSVM

Python 4 Updated May 21, 2021

Machine learning code, derivatives calculation and optimization algorithms developed during the Machine Learning course at Universidade de Sao Paulo. All codes in Python, NumPy and Matplotlib with …

Python 15 4 Updated Apr 29, 2021

Beginner guide on LSSVM machine learning algorithm.

Python 2 Updated Sep 23, 2020

LS-SVM classifer in python

Python 9 2 Updated Jan 22, 2018

ML Model & Training code for DUNE LArTPC 1D-CNN AutoEncoder

Jupyter Notebook 3 Updated Jan 8, 2024

Model for HAR

Python 7 Updated Jul 18, 2023

The code of Understanding and Learning Discriminant Features based on Multi-Attention 1DCNN for Wheelset Bearing Fault Diagnosis.

Jupyter Notebook 16 2 Updated Sep 29, 2019

Senosr Prognostics and Health Management && LR、RF、GBDT、WDCNN、LSTM、biLSTM

Python 23 8 Updated May 1, 2023
Python 2 Updated Jul 18, 2022
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