I’m a PhD mathematician and applied AI engineer specializing in complex systems, data pipelines, and computational modeling. My work spans full-stack application development (Django REST + React Native), scalable ETL systems, embeddings and knowledge graphs, and LLM evaluation and prompt engineering. I’ve built production-ready systems integrating astronomical computation, caching architectures, and cloud deployment (Render + managed Postgres), and previously engineered large-scale industrial data pipelines with semantic enrichment workflows. I combine rigorous mathematical reasoning with practical engineering execution. Clients hire me when problems are abstract, interdisciplinary, or technically demanding—and need clean, reliable implementation.

Berit Singer

I’m a PhD mathematician and applied AI engineer specializing in complex systems, data pipelines, and computational modeling. My work spans full-stack application development (Django REST + React Native), scalable ETL systems, embeddings and knowledge graphs, and LLM evaluation and prompt engineering. I’ve built production-ready systems integrating astronomical computation, caching architectures, and cloud deployment (Render + managed Postgres), and previously engineered large-scale industrial data pipelines with semantic enrichment workflows. I combine rigorous mathematical reasoning with practical engineering execution. Clients hire me when problems are abstract, interdisciplinary, or technically demanding—and need clean, reliable implementation.

Available to hire

I’m a PhD mathematician and applied AI engineer specializing in complex systems, data pipelines, and computational modeling. My work spans full-stack application development (Django REST + React Native), scalable ETL systems, embeddings and knowledge graphs, and LLM evaluation and prompt engineering.

I’ve built production-ready systems integrating astronomical computation, caching architectures, and cloud deployment (Render + managed Postgres), and previously engineered large-scale industrial data pipelines with semantic enrichment workflows.

I combine rigorous mathematical reasoning with practical engineering execution. Clients hire me when problems are abstract, interdisciplinary, or technically demanding—and need clean, reliable implementation.

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Experience Level

Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
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Language

German
Fluent
English
Fluent
French
Intermediate
Spanish; Castilian
Intermediate

Work Experience

Full-stack Application Development at Independent Research & Development
April 1, 2025 - Present
Pre-release domain-specific analytical framework supporting expert interpretation
AI Engineering, Consulting at On Prem AI
November 1, 2025 - Present
Applied AI engineering and consulting for on-premise, privacy-preserving enterprise systems
AI Trainer, Math Expert at Handshake AI
September 1, 2025 - November 1, 2025
Prompt design to identify reasoning failure modes in language and multimodal models
Data Engineer at OrderFox Schweiz
June 1, 2024 - April 1, 2025
Scalable ETL pipelines, data quality validation, and knowledge-graph enrichment using embeddings
University Mathematics Coach/Teacher at Coaching and Teaching
January 1, 2010 - January 1, 2024
University mathematics teaching, mentoring, and knowledge transfer (remote, intermittent)
Postdoctoral Researcher at University of Zurich
August 1, 2020 - June 1, 2023
Topological data analysis of fMRI data and statistical linking of brain dynamics with subjective experience in meditators

Education

Data Science Program at Propulsion Academy
February 1, 2020 - April 1, 2020
PhD Mathematics at ETH Zurich
January 1, 2014 - January 1, 2019
Master at ETH Zurich
January 1, 2009 - January 1, 2014
Bachelor at ETH Zurich
January 1, 2009 - January 1, 2014
Erasmus Exchange at UPMC Paris
January 1, 2012 - January 1, 2013
Bilingual Matura at Gymnasium Rämibühl
January 1, 2005 - January 1, 2009

Qualifications

ETH Medal for Master Thesis
July 22, 2014 - July 22, 2014

Industry Experience

Computers & Electronics, Education, Life Sciences, Manufacturing, Software & Internet, Professional Services, Healthcare, Media & Entertainment, Other

Experience Level

Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
See more