Markus Näther
Abschluss: M.Sc., Albert-Ludwigs-Universität Freiburg
Freiburg, Deutschland
Über mich
I have over four years of experience working with computer vision and natural language processing. Currently, I work as a Machine Learning Engineer at ExB, where I am responsible for implementing algorithms for the task of unstructured document analysis and recognition. Previously, as an academic member at Furtwangen University, I developed and researched on AI- and NLP-enhanced chatbots for (just-in-time) adaptive interventions. Further, during a research fellowship, I created a spelling correction Benchmark, but my primary focus was creating and researching on NSEC, a neural network enhanced spelling error correction system combining statistical methods with deep learning methods. I not only used known Language Models like BERT, but also developed my own ones that better cope with the nuances of small typos and had a primary focus on XAI systems. Competencies: Python, C++, Keras, Tensorflow, PyTorch, NLTK, SpaCy, ML/DL, Docker, Data Mining, Research
Werdegang
Berufserfahrung von Markus Näther
- OCR for detection and recognition of text and handwriting. - General Table Structure Recognition. - ICD10 code prediction, using GNNs. - Prototype of a hierarchical multi-label classification. - Machine learning models optimizations. - Prototype of automatic dataset generation tool.
Lehrbeauftragter für die Seminare: - "Einführung in das Betriebssystem Linux" - "Grundlagen der Programmiersprache Python"
- Started creating a new, modern, and modularized open dialog and intervention platform which can take advantage of modern NLP and NLU mechanisms in the background and allowing to produce open, out-of-place dialogues. The platform was separated in the backend which takes care about the dialogue management and the frontend which can be an Android app or the web browser itself. - Maintained system using for the creation of interventions on an online platform
2 Jahre und 2 Monate, Feb. 2015 - März 2017
Wissenschaftliche Hilfskraft
Albert-Ludwigs-Universität FreiburgUnterschiedlichste Projekte: - Backend um Caffe-Daten und -Jobs zwischen einem Client und einem ausführenden Server zu synchronisieren - Erstellung eines prozeduralen Städtegenerators - Erstellung einer Gui zur Annotation von zu segmentierenden Objekten
Tutorat für die Fächer "Programmierung in C++" und "Algorithmen und Datenstrukturen".
1 Jahr und 1 Monat, Aug. 2008 - Aug. 2009
Zivildienstleistender
TPZ Hof
Ausbildung von Markus Näther
3 Jahre und 6 Monate, Okt. 2013 - März 2017
Informatik
Albert-Ludwigs-Universität Freiburg
Computer Vision, Computer Graphics
3 Jahre und 11 Monate, Okt. 2009 - Aug. 2013
Informatik
Albert-Ludwigs-Universität Freiburg
Sprachen
Deutsch
Muttersprache
Englisch
Fließend