Michael Darmanis's Projects
An annotated implementation of the Transformer paper.
My curriculum vitae (CV) written using LaTeX.
Project on detecting Review-sentiment for the M906 - Programming course, NKUA, Spring 2023
list of papers, code, and other resources
Building a basic website for the M126 - Data Visualisation course, NKUA, Spring 2023.
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.
All notes, materials and my own solutions for the CS229: Machine Learning course by Stanford University.
List of papers, code and experiments using deep learning for time series forecasting
Thesis class for undergraduate theses at the University of Athens
Useful reading list during my stay @ Toyota
Short Term Load Forecasting with ES-dRNN
Project on Foreign Exchange Forecasting, for the Μ401 - Deep Neural Networks course, NKUA, Fall 2022.
Project on funding-allocation for the Μ402 - Clustering Algorithms course, NKUA, Fall 2022.
Project on hyperspectral-image clustering for the Μ402 - Clustering Algorithms course, NKUA, Fall 2022.
A series of Image Analysis tasks for the M115 - Image Processing and Analysis course, NKUA, Spring 2023
Oracle's churn challenge for the AI Hackathon, ACEin AUEB
Fits linear and polynomial models to data using linear least squares and approximates nonlinear models through linearization.
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.
Coursework on Neural Networks for the Μ124 - Machine Learning course, NKUA, Fall 2022.
Project on MapReduce for the Μ111 - Big Data Management course, NKUA, Spring 2023.
root repo
Project on extending a Neural Partitioner for the M149 - Database Systems course, NKUA, Spring 2023.
A script that solves the error "NVIDIA-SMI has failed because it couldn't communicate with the NVIDIA driver," after a kernel update.
Project on detecting Pneumonia for the M115 - Image Processing and Analysis course, NKUA, Spring 2023
Reproducing the paper: "Time2Vec: Learning a Vector Representation of Time" - https://arxiv.org/pdf/1907.05321.pdf
proof of concept for a transformer-based time series prediction model