Data Science / AI / Machine Learning / Physics / Mathematics / Game Theory
- Verfügbarkeit einsehen
- 0 Referenzen
- 95€/Stunde
- Bayern
- Weltweit
- de | en
- 28.07.2021
Kurzvorstellung
Data Scientist, Software Developer, IT Consultant.
For the last couple years, my focus is on Deep Learning and Deep Reinforcement Learning with implementations in Python (Tensorflow, Keras, Pytorch)
Qualifikationen
Projekt‐ & Berufserfahrung
8/2019 – offen
Tätigkeitsbeschreibung
• Developing and applying deep learning algorithms, with the current focus on:
… • Transformers in Computer Vision
… • Deep reinforcement learning methods for imperfect-information scenarios
• Working with big data cloud technologies, and acquiring the following certifications:
… • Microsoft Certified: Azure Data Scientist Associate
… • Microsoft Certified: Azure AI Engineer Associate
… • Microsoft Certified: Azure Data Engineer Associate
… • Microsoft Certified: Azure Fundamentals
• Study and implementation of recent papers in deep learning and reinforcement learning
Data Science, Git, Google Cloud, Keras, Microsoft Azure, Python, PyTorch, Scikit-learn, TensorFlow, Ubuntu
1/2019 – 5/2019
Tätigkeitsbeschreibung
• Developing algorithms for the simulation of milling processes based on 3D-CAD data
• Geometric complexity analysis of the milling process based on volume and surface properties
• Implementation of the developed methods
• Test-driven development
3D-CAD, Apache Subversion (SVN), Eclipse, Java (allg.), JUnit
5/2018 – 12/2018
Tätigkeitsbeschreibung
• Consulting in the exploration phase of a new Big Data System
• Collection of business and technical requirements for the new system
• Derived and presented suitable IT-architectures based on the collected business and technical feedback
IT-Beratung (allg.), Software Architektur / Modellierung
1/2018 – 4/2018
Tätigkeitsbeschreibung
• Mathematical optimization of algorithms for distance field calculations in a 3d analysis software
• Implementation of the developed methods from prototyping to release.
• Test-driven development
Java (allg.)
8/2017 – 12/2017
Tätigkeitsbeschreibung
• Quality assurance of in-car control unit tests
• Developed tools for automatic test quality reporting
Java (allg.), Python
4/2017 – 7/2017
Tätigkeitsbeschreibung
• Design and specification of a customer-specific software application to be in accordance with WLTP standards
• Development of the required data structure
Jira
4/2014 – 12/2016
Tätigkeitsbeschreibung
• Created abstractions for computationally unsolvable strategic scenarios
• Conducted game-theoretical investigations, i.e., derived optimal strategies (Nash equilibria), for the abstractions
• Generalized the learnt insights from the abstraction to the full problem
• Employed machine learning tools (decision trees, clustering) to identify good strategies in gathered data (C++, Python)
C++, PostgreSQL, Python, Scikit-learn
2/2009 – 12/2013
Tätigkeitsbeschreibung
• Analyzed transformation by local operations of multi-party distributed entangled quantum states in high dimensional Hilbert spaces
• Theoretical study of the utilization of maximally entangled quantum states in cryptographic protocols and error correction algorithms
• Proved conditions for the existence of maximally entangled state in a high dimensional mutli-party settings
• Computational investigation (Java) of subspaces of Hilbert spaces to find absolutely maximally entangled states
• Lead tutorials for undergraduate students
Java (allg.), LaTex, Mathematica, Mathematik, Physik, Training - Coaching-Kompetenzen
Zertifikate
Ausbildung
Toronto
Erlangen
Weitere Kenntnisse
• Object Oriented Programming
• Functional Programming
• Python (TensorFlow, PyTorch, Keras, JAX, scikit-learn, numpy, pandas)
• Java
• C++
Machine Learning:
• Deep Learning
… • Convolutional Neural Networks (CNN)
… • Recurrent Neural Networks (RNN)
… • Transformers
• (Deep) Reinforcement Learning
… • DQN, REINFORCE, A2C, PPO
… • Monte Carlo Tree Search (MCTS)
… • Counterfactual Regret Minimization (CFR)
… • Neural Fictious Self Play (NFSP)
• Random Forests
• Clustering
Big Data:
• Microsoft Azure Certifications:
… • Microsoft Certified: Azure Fundamentals
… • Microsoft Certified: Azure Data Scientist Associate
… • Microsoft Certified: Azure Data Engineer Associate
… • Microsoft Certified: Azure AI Engineer Associate
Other Skills:
• Game Theory
• Theoretical Physics
• Quantum Information Theory
• Probability Theory
• Statistics
• Mathematics
Persönliche Daten
- Deutsch (Muttersprache)
- Englisch (Fließend)
- Europäische Union
- Schweiz
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