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Cristian Daniel Alecsa's Projects

aammsu icon aammsu

- implementations in PyTorch regarding AAMMSU optimizer

computational-statistics icon computational-statistics

Monte Carlo based methods for the approximation of given functions. The approximation of PI is also included

deep-neural-networks-in-keras icon deep-neural-networks-in-keras

- DNN in Keras for Fashion MNIST dataset, including learning rate with decay rate, comparison for dropouts, image prediction, loss and accuracy plots

dnn-for-mnist-dataset icon dnn-for-mnist-dataset

- DNN from scratch in Python, including different optimizers, cost functions and activation functions

finite-difference-methods---oop icon finite-difference-methods---oop

some basic object oriented programming codes made in Python for the comparison between backward ( implicit ) Euler method and the analytical solution of an IVP

generalized-kmm icon generalized-kmm

a generalized version of KMM involving multiple train and test datasets

linear-regression-in-sklearn icon linear-regression-in-sklearn

- includes multi-linear regression on a complete set of features, linear regression made independently on each relevant feature, correlation matrix and feature distributions

multioutput-stratified-splitting icon multioutput-stratified-splitting

This method provides train/test indices according to multiple target columns, and it is suitable for applications involving multiclass-multioutput classification tasks.

optimization-algorithms-iii icon optimization-algorithms-iii

- different type of optimizers for 1D and 2D objective functions. A comparison using the energy dissipation, phase portrait, decrease in the objective function.

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