Explore projects

Interactive Systems [Fundamentals] at KISD – Winter Term 2024/25

Interactive Systems [Fundamentals] at KISD – Winter Term 2024/25

08.110.23026 Seminar zur Einführung in die Anwendung des Computers in den Atmosphärenwissenschaften, Institute für Physik der Atmosphäre, Johannes Gutenberg Universität Mainz, Daniel Kunkel

This notebook shows how autencoders can be used to identify anomalous observations using the per-observation reconstruction error. In addition, one can identify anomalous variables using the robustly standardized per-variable reconstruction error.

The notebook is a supplement to the paper "Evaluating Robustly Standardized Explainable Anomaly Detection of Implausible Variables in Cancer Data".

Kursmaterial für die Python-Einführung im PGP

This repository contains the code, datasets, and documentation for a research project focused on analyzing SSD and HDD failures using machine learning techniques. The project aims to enhance the understanding of storage device reliability and performance through comprehensive data analysis and modeling. It includes various notebooks for data processing, exploratory analysis, and detailed examination of failure effects on SSD performability. The repository also provides guidelines for installation, execution, and accessing the datasets used in the study.