Eduard (H.) Van Kleef
Workshop Leader 'Introduction to AI Development Tools'
Experience
Workshop Leader 'Introduction to AI Development Tools'
Software company in Wiesbaden
- Presentation introducing generic AI and large language models
- Explanation of legal frameworks (EU AI Act, US CLOUD Act, GDPR)
- Systematic review of AI tools along the SDLC and holistic systems
- Comparison of on-prem LLMs vs. cloud-based, as well as change management and works council
- Facilitated the discussion and derived next steps for introducing AI development tools
Workshop Leader 'Cloud and AI Introduction'
MDAX real estate company
- Presentation on cloud technologies and AI use cases
- Analysis of current IT status and brainstorming with the IT department
- Identification of existing and potential challenges
- Promoted understanding between IT and business units
- Derived strategic recommendations and developed a roadmap
Technical Business Analyst / Business Engineer / Requirements Engineer / Data Engineer
Food retail company
- Supported procurement as a Product Owner representative in meetings on Obility and Papinet
- Provided third-level support with error and system analysis for promotional materials
- Handled stakeholder and requirements management using ETL, Kanban, JIRA + JQL, and Confluence
- Developed user stories and coordinated with external service providers
- Managed Jira boards and created visualizations with SQL, MicroStrategy, PowerBI, Snowsight
- Documented IT security compliance and managed the Rewe Group advertising system
- Gained initial experience with Zeppelin Notebook, Apache Spark, PySpark, Airflow, Google DataProc, Collibra, Kubernetes
Project Manager & AI Specialist
Electricity distribution company
- Gathered requirements from network planners, identified challenges, and conducted workshops
- Defined project goals and high-level concept for an intelligent knowledge database
- Planned and implemented an MVP with React.js, TypeScript, and a Flask backend
- Implemented a proof of concept on Azure with Redis, JWT, Server-Sent Events, and RBAC
- Conducted feasibility studies, quality testing, and introduced centralized API access
- Incorporated user feedback following agile methodology and managed APIs with exponential backoff and rate limiting
Management Consultant, Project Manager & Developer for AI and Generative AI
IT support organization for German statutory health insurers
- Advised the CEO and owners on knowledge management and AI, focusing on transformers, voicebots, and conversational AI
- Provided strategic consulting for prioritizing topics in artificial intelligence and genAI
- Performed regular analyses for the CEO and direct reports to compare LLMs and handle hallucinations
- Facilitated stakeholder meetings in the insurance funds and analyzed process landscapes
- Generated suitable use cases and managed requirements
- Led the project for production rollout of external provider PoCs, supported PoC processes, and handled procurement
- Structured the project with critical path analysis and guided team members during deployment
- Designed, built, and operated several proprietary knowledge management MVPs on Azure and Open Telekom Cloud
- Independently implemented a React-based frontend and a Flask/Python-based RAG backend
- Implemented chat/voicebots with technological modifications and applied various AI models
- Gained initial experience with data security, regulation, AI risk analysis, and data protection impact assessments
Tech Lead Customer Documentation Automation
Mid-sized Bank
- Project planning and organization based on WBS and project structure plan
- Guiding team members, handling client meetings and documentation
- Defining APIs and contracts, managing subcontractors
- Preparing and leading customer workshops, pricing and change requests
- Coordinating interfaces and managing test program control
Enablement / Support for Practical Use of AI
Mid-sized Manufacturing Company
- Workshop to introduce AI in general and common industry applications
Technical Lead AI Chatbot Startup
AI Chatbot Startup
- Requirements analysis for chatbots, voicebots and conversational AI
- Project structure and workflow planning with Python, RAG, LLMs and MLOps
- Regular customer workshops, sizing, scoping and estimation
- Management consulting on business use cases and cloud implementation
- Developing MVPs, sprint planning, prototype development with Flask and NGINX
- DevOps, CI/CD and initial steps with Kubernetes, Kubeflow and text-to-speech
Business Analyst / Deputy Product Owner
Food Retail Company
- Business analysis for migrating Europe's second-largest data warehouse from Teradata to Snowflake
- Enabling business departments and supporting tests with BMC Control-M
- Introducing a data mesh architecture and agile project management with Kanban, JIRA and Confluence
- Acting as Product Owner, managing external service providers and creating user stories
- Liaising between departments, stakeholders and team members
- Requirements analysis, stakeholder management and ensuring data quality
Data Scientist / Data Engineer
Energy Corporation
- Energy price modeling with EPSI SaaS and WoodMac
- Predictive marketing and price-forward curves with Python, Pandas, NumPy and Scikit-Learn
- Applying ETL, data warehouse and API techniques for automated data exchange
- Visualizing results and creating presentations with Jupyter Notebook and Anaconda
- Further developing a data pipeline in Snowflake Cloud data warehouse and AWS
- DevOps with GitLab CI, Apache Airflow, GitFlow, as well as team coaching and recruiting
Product Owner / AI Architect
AI-based Startup
- Product ownership and architecture design of an NLP-based text analysis system for a universal bank
- Modularization of the container-based semi-microservices architecture with Docker and Kubernetes
- Leading MVP/PoC/pilot phases, team management and code review
- Reporting, frontend usability and presentation of results
- Technologies: Python, Tensorflow, NLTK, React.js, NodeJS, MongoDB, PostGreSQL, Neo4j
Business Analyst / Requirements Engineer / Data Scientist
Financial Services Corporation
- KPI analysis for the IT security department and development of KPI reports
- Creation of Tableau dashboards and automated reports in the data warehouse
- Managing developers in India, presenting key metrics and CIO advisory
- Interviews, business analysis and documentation in Confluence
Data Analyst / Data Scientist
Inspection Organization
- Feasibility study for predictive maintenance using data mining and machine learning
- Visualization and cleaning of inspection data using Python, MatPlotLib and Tableau
- Analysis of over 3 million records to predict inspection results
- Creation and presentation of a final report
Sourcing and Contracts Analyst
Eastern European Telecommunications Company
- Data collection, cleaning and consolidation of 100,000 orders and several hundred contracts
- Exploratory data analysis and presentation of results
- Development of a cost optimization strategy and automation of PowerPoint reports using VBA
- Advising the board and documenting results
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 Information Technology (3.5 years), Retail (3 years), Banking and Finance (2.5 years), Insurance (2 years), Energy (2 years), and Telecommunication (2 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 Business Intelligence (9.5 years), Information Technology (7 years), Product Development (4.5 years), Procurement (3.5 years), Project Management (3.5 years), and Legal (2 years).
Summary
Since 2014, I have been successfully supporting and leading numerous IT and consulting projects as an IT freelancer in artificial intelligence (AI), ETL, data migration, and analysis. My strength lies in combining:
- Hands-on experience in artificial intelligence with in-depth knowledge of machine learning and generative AI systems, including large language models (LLMs/Transformers) like ChatGPT.
- Deep expertise in management consulting, enabling the effective integration of AI technologies into business strategies.
- A solid understanding of the IT infrastructures needed to implement (AI) applications. This synergy of technical know-how and management skills allows me to develop and implement innovative AI solutions that meet the complex demands of modern companies. Since 1995, I have been working mainly in Germany, both as a management consultant and in senior corporate roles up to Vice President.
Skills
- Artificial Intelligence & Ml Engineering: Generative Ai, Nlp, Modeling And Training, Mlops, Voicebots, Vector Databases
- Project Management & Consulting: Project Structuring And Leadership, Stakeholder Communication & Management, Product Ownership, Strategy Consulting, Agile Methods
- Data Science & Engineering: Time Series Analysis, Data Cleaning, Eda, Data Pipelines, Snowflake, Sql, Postgres
- Cloud, Devops & Architecture: Azure, Gcp, Aws, Open Telekom Cloud, (Gitlab) Ci/cd, Docker, Mlflow, Security & Compliance, Api Gateways, Reverse Proxy
- Fullstack Development: Frontend, Backend, Authentication
- Business Intelligence & Visualization: Kpi Definition, Dashboards, Reporting, Mockups & Prototypes, Storytelling
- Requirements Engineering & Business Analysis: Requirements Management, Story Development, Process Analysis, Business Enablement
- Training & Enablement: Workshops, Ai Enablement, Facilitation Of Interdisciplinary Groups, Coaching, Training
Languages
Education
Business Administration · Germany
Computer Science and Physics · Netherlands
Certifications & licenses
Amazon Web Services / Cloud Practitioner
Modern Project Management
Tableau Specialist
Udacity Nanodegrees: Machine Learning Engineer & Natural Language Processing
Profile
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