Schlagworte
Skills
- Efficient and scalable implementation of computation intensive algorithms
- Time series analytics
- Stock market analytics
- Deep learning
- Numerical stable implementations
- Bayesian optimization
- Optimization and analytics of high dimensional non-linear data
- Presentation, visualization and documentation of complex tasks, calculations in a comprehensible way
- Process automation
- Verification of correct implementation of complex algorithms
- Working in a research environment
- Reinforcement learning (education in the research lab IAS Darmstadt @ TU Darmstadt)
- Multi-armed bandits
- Model predictive control
- Probabilistic modelling
- Up to date to current research
- Feature extraction/creation
- Clustering algorithms
- Classification algorithms
- Git / versioning
- PyTorch
- Numpy
- Scikit-learn
- SciPy
- Pandas
- Pyro
- Stan
- Python
- FastAPI
- Docker
- Postgres
- SQL
- Tensorflow/ Tensorflow Probability
- Terraform
- Google Cloud
- Working as a quant analyst / machine learning scientist for a privately managed fund
- Development of an analytics dashboard (django, flask, MongoDB)
- Design and development of a relational database (PostreSQL) with access via API (fastAPI)
- Build an automatized stock analytics algorithm that detects anomalies in real time and sends reports immediately (Never crashed since 1 1/2 years and consistent return rates) (PyTorch, Pandas)
- Solved a non-linear optimization task using latest deep learning architectures for a research project to optimize the ideal setting of LED lamps given (Tensorflow, Matlab)
- Working with robotics data and optimization/control using classic control algorithms or reinforcement learning methods
- Twitter real-time sentiment analysis (spaCy)
- Several data pipeline projects with distributed processing and data provisioning via Rest API access (google cloud, fastAPI, docker)
- Working mostly on projects with time series data.
Projekthistorie
exali IT-Haftpflicht-Siegel (Sondertarif für Freelancermap-Mitglieder)
Das original exali IT-Haftpflicht-Siegel bestätigt dem Auftraggeber, dass die betreffende Person oder Firma eine aktuell gültige branchenspezifische Berufs- bzw. Betriebshaftpflichtversicherung abgeschlossen hat. Diese Versicherung wurde zum Sondertarif für Freelancermap-Mitglieder abgeschlossen.