Henning Gruhl
Senior AI/Machine Learning Engineer
Experience
Senior AI/Machine Learning Engineer
Reale Seguros
- Orchestrated end-to-end MLOps development including model training and deployment using Databricks, CI/CD and Azure ML
- Implemented drift and bias monitoring, batch and online inference with Azure Data Factory, MLflow, FastAPI and Azure ML
- Architected and maintained modular Python libraries to standardize AI workflows, enforce best practices and support data scientists
- Built and maintained scalable ETL and batch processing pipelines across Databricks and Azure, improving reliability with partitioning and automated CI/CD workflows
- Managed Azure cloud infrastructure and security: Databricks clusters, Azure ML compute, Data Factory, Linked Services, Key Vault secrets and CI/CD
Machine Learning Engineer
BNP Paribas
- Led the development of a drift monitoring tool for ML models and datasets, implemented drift detection and built a real-time monitoring dashboard
- Automated testing with PyTest and optimized metric thresholds
- Contributed to training and industrialization of a soft classification model for data leakage protection to prevent unauthorized data exfiltration
- Containerized and deployed machine learning models on Kubernetes clusters using Kubeflow for training, batch scoring and online inference
- Designed and implemented a Git monitoring tool for automating extraction and processing of project, branch and pipeline data from GitLab using asyncio and aiohttp, achieving 80% speedup
AI and Data Engineer
Telefónica
- Deployed open source large language model on AWS SageMaker and built a retrieval-augmented generation app with LangChain, fine-tuning using QLora to align responses with company-specific tasks
- Developed serverless solutions with AWS Lambda and integrated open source LLM with Amazon Lex to optimize interactions and provide curated responses
- Integrated Elasticsearch with microservices architecture via REST APIs and built interactive dashboards in Kibana for major clients such as Lanxess and Aldi
Industries Experience
See where this freelancer has spent most of their professional time. Longer bars indicate deeper hands-on experience, while shorter ones reflect targeted or project-based work.
Experienced in Insurance (1 year), Telecommunication (1 year), and Banking and Finance (0.5 years).
Business Areas Experience
The graph below provides a cumulative view of the freelancer's experience across multiple business areas, calculated from completed and active engagements. It highlights the areas where the freelancer has most frequently contributed to planning, execution, and delivery of business outcomes.
Experienced in Information Technology (2.5 years) and Business Intelligence (0.5 years).
Skills
- Languages: Python, C/c++, Javascript, Postgresql, R, Html, Css
- Frameworks: Pytorch, Tensorflow, Scikit-learn, Pandas, Numpy, Xgboost, Pytest, Pyspark, Hf Transformers, Langchain, Langgraph, Mlflow, Kubleflow, Databricks, Whylogs, Node, Fastapi, Elastic Stack, Nosql, Mcp Sdk, Vertexai
- Tools: Git, Git Actions, Cicd, Gitlab, Jira, Aws, Azure, Gcp, Docker, Kubernetes, Bicep, Terraform, Tableau, Visual Studio Code, Postman, Linux
Languages
Education
Universidad de Alcalá
MSc in Mathematics, Quantitative Finance · Mathematics (Quantitative Finance) · Madrid, Spain
IE University
Bachelor of Computer Science and Artificial Intelligence · Computer Science and Artificial Intelligence · Madrid, Spain · 8/10
Certifications & licenses
Certificate Of Proficiency In English (C2)
Cambridge University
Profile
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