03.11.2026 aktualisiert

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100 % verfügbar

Machine Learning Engineer & Computational Biologist | Agentic AI | Bioinformatics | Cloud/DevOps

Au, Deutschland
Au +50 km
PhD Theoretical Physics, Manchester University, UK
Au, Deutschland
Au +50 km
PhD Theoretical Physics, Manchester University, UK

Profilanlagen

CV_LarsNilse_20260914.pdf

Skills

Machine Learning & Deep Learning
Expertise in building end-to-end machine learning pipelines using PyTorch, TensorFlow, Keras, CNN/U-Net architectures, Scikit-learn, and Hugging Face. Application of deep learning methods to bioinformatics and proteomics data analysis.

Agentic AI & LLM Infrastructure
Extensive experience with agentic AI frameworks including PydanticAI, LangChain, Ollama, OpenRouter, and tools such as Claude Code, Codex, Cursor, Pi, and GitHub Copilot. Building LLM-driven pipelines with Model Context Protocol (MCP) servers, agent skills, instruction files, and local LLM routing.

Cloud/DevOps & CI/CD
Proficiency in Docker, Docker Sandboxes (sbx microVMs), Kubernetes, Helm, Ansible, Molecule, Singularity, Slurm, and AWS. CI/CD pipelines with GitHub Actions, GitLab CI, UV, Poetry, Conda, PyPI packaging, OCI artifact publishing, and semantic versioning releases.

Bioinformatics Pipelines
Design and deployment of scalable bioinformatics pipelines using Nextflow, Snakemake, Bioconductor, Galaxy, MultiQC, MaxQuant, MSFragger, ProteoWizard, and OpenMS for proteomics and metabolomics data analysis.

LLM Evaluation Frameworks
Implementation of LLM evaluation methods including LLM-as-judge evaluators, pairwise comparison, Bradley-Terry ranking, and baseline regression testing of agent responses.

Programming Languages
Expert-level Python programming; additional proficiency in Bash, Java, SQL, R, and C++.

Code Quality & Security
Application of code quality and security tools including pytest (with plugin development), Pyright, Ruff, ShellCheck, yamllint, Codecov, OpenSSF Scorecard, and Dependabot.

REST API Development
Development of REST APIs using FastAPI and OpenAPI, including AWS-hosted solutions for user management and job posting serving large user bases.

Monitoring & Observability
Experience with monitoring and observability tools including Logfire, Grafana, InfluxDB, and MongoDB.

Sprachen

DeutschMutterspracheEnglischverhandlungssicher

Projekthistorie

Software Engineer

ParTec AG, Munich, Germany
Developed workflow for quantum circuit calibration using Prefect orchestration with integration of Quantum Machines hardware. Integrated quantum compute units into high performance computing infrastructure. Built AWS-hosted REST API for job posting and user management serving 1000+ users at Israel Quantum Computing Center, Tel Aviv.

Senior Bioinformatician

Genentech, San Francisco, USA
Designed scalable bioinformatics pipelines processing complex metaproteomics datasets. Deployed on high performance computing clusters using Nextflow, Singularity and Slurm. Successfully scaled proteomics search engine MSFragger to handle large metaproteomics datasets. Collaborated with a cross-functional team on gut microbiome research.

Software Engineer

Sick AG, Waldkirch, Germany
Developed Python backend for deep learning image analysis.

Software Engineer

n-fuse GmbH, Stuttgart, Germany
Led team of 10+ engineers for a project at the European Central Bank, ETL analysis pipeline for time series data. Set up blockchain staking infrastructure for Ethereum and Polkadot.

DevOps Engineer

FreiNet GmbH, Freiburg, Germany
Maintained and optimized hosting of company websites.

Postdoctoral Researcher

Institute of Molecular Medicine and Cell Research, Freiburg University, Germany
Developed workflows for analysis of proteomics and metabolomics data collaborating closely with clinical researchers. Developed algorithms for detection of peptide features in mass spectrometry data.

Software Engineer

Genedata AG, Munich, Germany
Developed algorithms for peptide and adduct detection in mass spectrometry data.

Postdoctoral Researcher

Wilhelm Schickard Institute, Tubingen University, Germany
Developed algorithms and workflows for proteomics analyses in the OpenMS project.

Postdoctoral Researcher

Paterson Institute for Cancer Research, Manchester, UK
Developed workflows for proteomics analyses in stem cell systems biology project.

Postdoctoral Researcher

Faculty of Life Sciences, Manchester University, UK
Developed algorithms for proteomics analyses using SILAC mass spectrometry.

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