University of batna-2 Algeria
Tarek BERGHOUT was born in 1991 in RAHBAT-Algeria, he studied in BATNA university (Algeria), he received his Master degree in industrial Informatics and manufacturing in 2015 . Also, he received his PhD in the same option from the same university in 2021.
Currently his ongoing research focuses in condition monitoring of complex industrial systems using Machine Learning tools.
Interests : Neural networks; Deep learning; Least squares methods.
Hobbies: Gardening; Photography; Photoshop.
Arabic, English, French
Aircraft Engines Remaining Useful Life Prediction
Aircraft Engines Remaining Useful Life Prediction with an Improved Online Sequential Extreme Learning Machine
2 months ago | 9 downloads |
PRONOSTIA-FEMTO dataset: Preparation & application examples
This preparation is intended for those not skilled in "signal processing ".
2 months ago | 10 downloads |
NAHL: a Neural network with an Augmented Hidden Layer
An interesting new architecture for artificial neural networks
5 months ago | 7 downloads |
Training a deep net with OSELM
This algorithm is a basic example that will help to construct a deep belief neural network with Extreme Learning Machine rules ...
10 months ago | 15 downloads |
Can we predict from the hidden layer of the neural network?
A new original autoencoder that allows hiding labels inside the hidden layer for later prediction has been developed
1 year ago | 6 downloads |
These codes returns a fully traned Sparse Autoencoder
1 year ago | 16 downloads |
Denoising scheme for the training a feedforward neural net
Removing noise from noisy data to enhance prediction accuracy
1 year ago | 3 downloads |
In this code a full version of denoising autoencoder is presented.
1 year ago | 21 downloads |
Regularized Length Changeable Extreme Learning Machine
a new variants of ELM that address incremental learning and L2 norm regularization.
2 years ago | 5 downloads |
Restricted Boltzmann Machine
contrastive divergence for training an RBM is presented in details.
2 years ago | 9 downloads |
Convolutional neural networks CNNs based ELM
a full version of local receptive field Convolutional neural network is presented in this toolbox.
2 years ago | 13 downloads |
extreme learning machine with Sub-nets (classify or predict)
a single hidden layers feedforword network traind using sub_networks in the hidden noeds
2 years ago | 3 downloads |
discover our first extreme learning machine gui toolbox
the most complicated and well known variants of ELM are presented in this tool box
2 years ago | 14 downloads |
training of sparse neural network
Training of single hidden layer feedforward network for classification and regression based on L1 norm optimization.
2 years ago | 6 downloads |
Backpropagation for training an MLP
this code returns a fully trained MLP for regression using back propagation of the gradient. I dedicate this work to my son :"Lo...
2 years ago | 98 downloads |
Extreme Learning Machine for classification and regression
a single hidden layer feed-forward network for regression or classification Trained based on ELM.
2 years ago | 39 downloads |
Autoencoders (Ordinary type)
the function returns a fully trained auto-encoder based ELM
2 years ago | 31 downloads |
A New Training Scheme for Restricted Boltzmann Machines
simple tricks to train an RBM
2 years ago | 3 downloads |
Multi-Scale Ensemble Extreme Learning Machine for regression
A very very simple trick to enhance multilayer Neural network learning for regression
2 years ago | 8 downloads |
RUL prediction (C-MAPSS dataset)
Dynamic Adaptation for Length Changeable Weighted Extreme Learning Machine
2 years ago | 10 downloads |
PSO for training a regular Autoencoder.
we used particle swarm optimization (PSO) for training an Autoencoder.
3 years ago | 7 downloads |
Basic learning rules for Rosenblatt perceptron
In these codes we introduce in details the basic learning rules of Rosenblatt perceptron.
3 years ago | 1 download |
in these codes a set of functions created to fully train a Contractive Autoencoder.
3 years ago | 6 downloads |
multilayers perceptron based Extreme Learning Machine
Training neural networks with (MLFN) multiple hidden layers with feed-forward type for regression or classification.
3 years ago | 14 downloads |
Very fast Extreme Learning Machine in 5 lines
very fast version of Extreme Learning Machine is presented in this code.
3 years ago | 11 downloads |
LOW pass filter based FFT
this filter reduces hight frequencies of signal according to user desired order and cutoff frequency
3 years ago | 12 downloads |