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Hello!

I am Michael Darmanis, formally trained mechanical engineer who since 2022 has experience in working with machine learning problems and formulation thereof.

My interests are:

  • Training neural networks.
  • Time series analysis and forecasting.
  • Uncertainty analysis.
  • Physics-informed machine learning.
  • Vim/Neovim/Lua.
  • TeX/LaTeX.
  • Arch Linux.

Michael Darmanis's Projects

basic-website icon basic-website

Building a basic website for the M126 - Data Visualisation course, NKUA, Spring 2023.

bsc-thesis icon bsc-thesis

The source code used in the B.Sc Thesis: "Experimental study of swirl flow and heat transfer in concentric cylinders with tangential inlet flow". A summary of this work's results was presented at the Proceedings of the 10th IC-SCCE, held in Athens during 6th-9th July 2022.

cs229-stanford icon cs229-stanford

All notes, materials and my own solutions for the CS229: Machine Learning course by Stanford University.

dithesis icon dithesis

Thesis class for undergraduate theses at the University of Athens

es-drnn icon es-drnn

Short Term Load Forecasting with ES-dRNN

forex-forecasting icon forex-forecasting

Project on Foreign Exchange Forecasting, for the Μ401 - Deep Neural Networks course, NKUA, Fall 2022.

image-analysis icon image-analysis

A series of Image Analysis tasks for the M115 - Image Processing and Analysis course, NKUA, Spring 2023

lsqcurvefit_approx-matlab icon lsqcurvefit_approx-matlab

Fits linear and polynomial models to data using linear least squares and approximates nonlinear models through linearization.

m4-competition-approaches icon m4-competition-approaches

Project on implementing and comparing accepted approaches of the M4 Competition. The project was carried out as part of the curriculum for the course DI503 - Time Series Analysis and Applications, NKUA, Spring 2023.

map-reduce-project icon map-reduce-project

Project on MapReduce for the Μ111 - Big Data Management course, NKUA, Spring 2023.

neural-partitioner icon neural-partitioner

Project on extending a Neural Partitioner for the M149 - Database Systems course, NKUA, Spring 2023.

nvidia-driver-reinstall icon nvidia-driver-reinstall

A script that solves the error "NVIDIA-SMI has failed because it couldn't communicate with the NVIDIA driver," after a kernel update.

pneumonia-detection icon pneumonia-detection

Project on detecting Pneumonia for the M115 - Image Processing and Analysis course, NKUA, Spring 2023

time2vec-pytorch icon time2vec-pytorch

Reproducing the paper: "Time2Vec: Learning a Vector Representation of Time" - https://arxiv.org/pdf/1907.05321.pdf

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