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Top-Fähigkeiten

Zusätzliche Fähigkeiten (18)

I am a machine learning consultant helping companies with their machine learning and data science projects.

- From identifying impactful use cases where machine learning can be applied, to solutioning, data collection and implementation of a successful data driven solution.

- I can share knowledge and best practices obtained through my work on various computer vision and text analysis applications.

- I value impact over hype, looking for the solution that provides the best fit for a problem at hand.

- I hold a PhD in computer vision, having published several papers at top-tier conferences.

I have expertise in many computer vision, text analytics and core machine learning tasks, such as:

- Object detection and tracking

- Visual search

- Image restoration

- Text classification and entity recognition

- Text generation and translation

- Recommender systems

With my expertise I can support various use cases, examples being:

- In research: Analysis and characterization of visual measurements.

- In customer support: Automatic routing of customer inquiries to quality experts to reduce manual overhead, automatic question answering from an existing knowledge base to reduce service time.

- In market intelligence: Automatic categorization of news and events according to business relevance to maintain strategic oversight of market conditions.

Merck KGaA
Senior Data Scientist
PHARMAZEUTISCHE INDUSTRIE
September 2020 - Heute (4 Jahre und 9 Monate)
Darmstadt, Germany
Applying deep academic expertise in machine learning, especially deep learning, to create new digital products and data-driven solutions for internal commercial, regulatory and R&D groups. My main focus is on advanced computer vision and NLP methods.
Computer Vision NLP Machine Learning Deep Learning Data Science Pytorch AWS Data Analysis Data Analytics Python Spark SQL Bildverarbeitung
Merck KGaA
Data Scientist, Life Science
PHARMAZEUTISCHE INDUSTRIE
Mai 2019 - September 2020 (1 Jahr und 4 Monate)
Darmstadt, Germany
Computer Vision NLP Machine Learning Deep Learning Pytorch Data Science Data Analysis Data Analytics AWS Bildverarbeitung Spark Python
TU Darmstadt
PHD Student
FORSCHUNG
April 2014 - April 2019 (5 Jahre)
Darmstadt, Germany
Research in computer vision, image restoration and machine learning Worked on deep learning, generative models (GAN, auto regressive models, ...), variational inference, data acquisition, and much more Teaching assistance Supervision of student assistants and theses
Computer Vision Machine Learning Deep Learning Forschung Lehre Python Training

Die Empfehlungen lesen, die Tobias erhalten hat

Ausbildung und Abschlüsse von Tobias ansehen

Master of Science
Technische Universität Darmstadt
2014
Master of Science (M.Sc.), Computer Science
Bachelor of Science
Technische Universität Darmstadt
2011
Bachelor of Science (B.Sc.), Computer Science
Doktor
TU Darmstadt
2020
Topics: • Deep learning • Supervised, semi-supervised, and unsupervised learning • Realistic evaluation of image denoising algorithms • Models of image sensor noise • Image restoration • Variational inference • Image-to-geometry registration • Generative adversarial networks Tasks: • Research • Supervision of students • Teaching assistance • Reviewer for CVPR, ICCV, ECCV, GCPR, ICML Thesis: Measuring and Removing Realistic Image Noise • Defended Sep 2020 • Final grade: Very Good