Michael Nelz - Data Science Consultant
Experience
Senior Data Scientist
Lanxess AG
- Implementation of a monthly cash flow forecast based on economic factors
- Results match the accuracy of manual forecasts and are used for decision making and time savings
- Deployment via Azure or AWS
- Tech stack: Python, Git, Pyro, Azure
Senior Data Scientist
Lanxess AG
- Hands-on implementation of end-to-end workflows for precise demand pattern and behavior forecasting to optimize inventory
- MLOps workflows with Azure ML, model registration and CI/CD via Docker and Kubernetes
- Automated retraining for the AI product
Senior Data Scientist
Farie AG
- Developed a model to forecast payout contributions for Farie AG using scalable data science techniques
- Tech stack: Python, GCP Vertex AI
Data Science Consultant
Nelo Intelligence
- Implemented a scalable, probabilistic, and highly reliable cash flow forecasting system to support strategic financial planning
- Leveraged Bayesian modeling with Pyro, automated MLOps processes, and model explanations with generative AI for precise, uncertainty-aware forecasts
- Deployed via Azure or AWS
- Tech stack: Python, Git, AWS SageMaker, AWS S3, AWS CloudWatch
Data Science Component Lead for Predictive Maintenance
Nelo Intelligence
- Led a team of 5 data scientists in a Scrum environment for a product that predicts maintenance intervals for high-temperature furnaces
- Conducted code reviews and pair programming, and interviewed job candidates
- Tech stack: Python, Pyro, Azure Synapse, Azure OpenAI, LLMs, prompt engineering, LangChain, agentic AI, Plotly Dash, Docker, FastAPI, Git
Senior Data Scientist
Capgemini
- Development of a generative AI app (Boardgame Copilot) for Android to help with board game rules and instructions
- Tech stack: Azure OpenAI, RAG, Langchain, Langsmith, Python, REST API, Java
Data Science Professional
Freelancer
- Development of various generative AI showcases like YouTube-RAG and Boardgame Copilot App
- Tech stack: Azure OpenAI, Langchain, Langsmith, Python, Java
Senior Data Scientist for Predictive Maintenance
Nelo Intelligence
- Implementing machine learning features for binary demand forecasting and regression to estimate demand volume
- Using LLMs and Azure OpenAI for sentiment analysis and qualitative insights
- Introducing GenAI agent frameworks to explain prediction results and visualize findings
- Adding unit and end-to-end tests to the data science codebase
- Tech stack: Python, Azure Synapse, CI/CD pipelines, Docker, Kubernetes
Senior Data Scientist
Capgemini
- RAG showcase YouTube-RAG to answer questions about YouTube videos based on GPT-3 and Langchain
- Tech stack: Python, generative AI, RAG, GPT, Langchain, Langsmith
Data Science Consultant
Nelo Intelligence
- Development of a risk management system for the timber industry using prompt engineering and agentic AI
- Tech stack: Python, Azure Synapse, Plotly-Dash, Docker
Data Science Consultant
Nelo Intelligence
- Forecasting air pollution and optimizing car price predictions in public services
- Techstack: Python, web crawler, GCP SQL, GCP VertexAI, LLM, GPT-4o, Langchain, Docker
Data Scientist
Braincourt (Part of Capgemini)
- Internal project for tracking analysis of the customer journey using Google Cloud and preparing insights for the marketing team with a C# plugin for Excel
- Techstack: Google Cloud, Google Analytics, C#, Python, Kubernetes, Docker
Data Science Consultant
Nelo Intelligence
- Development of a price estimator for policyholders to self-settle claim damages using LLMs and GCP VertexAI
- Proof of concept for a car recommendation chatbot
- Techstack: Python, GCP SQL, GCP IAM, GPT-4o, Langchain, Docker
Junior Consultant Data Science
Spectrum AG
- AWS showcase for modeling the self-settlement process of policyholders and developing a price estimator using web and internal data
- Techstack: AWS SageMaker, Python, Kubernetes, Docker
Industry Experience
See where this freelancer has spent most of their professional time.
Experienced in Information Technology, Manufacturing, Professional Services, Insurance, Chemical, and Transportation.
Business Area Experience
See which departments and functions this freelancer has contributed to most.
Experienced in Business Intelligence, Information Technology, Product Development, Marketing, Finance, and Supply Chain Management.
Summary
I am an experienced Data Scientist with a track record of implementing machine and generative AI projects, leading data science teams, building AI knowledge, and setting up MLOps infrastructures in cloud environments. Continuous improvement is at the heart of my work – whether in agile software development or data science – to always stay at the cutting edge of the rapidly evolving AI world.
Expert skills (8+ years experience):
- Data science team management (4+ years)
- Data analysis, machine learning with Python (10+ years)
- Deep learning, computer vision with Python (8+ years)
- Prompt engineering, RAG implementation and agentic AI with Python (4+ years)
- Agile software development (8+ years)
- MLOps and data pipelines in cloud environments (6+ years)
- Knowledge sharing (coding workshops, courses) (7+ years)
Supporting skills:
- Unit and E2E testing (6+ years)
- Docker and Kubernetes (6+ years)
Skills
Data Science Team Management (4+ Years)
Data Analysis, Machine Learning With Python (10+ Years)
Deep Learning, Computer Vision With Python (8+ Years)
Prompt Engineering And Agentic Ai With Python (4+ Years)
Agile Software Development (8+ Years)
Mlops And Data Pipelines In Azure (6+ Years)
Knowledge Sharing (Coding Workshops, Courses) (7+ Years)
Software Development: Python, Java, C#, Html, Php, Javascript, Bash Scripting (10+ Years)
Unit And E2e Testing (6+ Years)
Python (Oop, Scripting, Jupyter Notebooks): Azure-sdk, Fastapi, Flask, Keras, Langchain, Mlflow, Numpy, Openai, Opencv, Pandas, Pep8, Pyspark, Pytest, Requests, Sagemaker, Setuptools, Scikit-learn, Scipy, Statsmodels, Tensorflow
Generative Ai: Prompt Engineering, Langchain, Langsmith, Llms, Agents
Deployment: Gnu Make, Git, Github, Kubernetes (Kubectl), Kubeflow, Docker, Bash/powershell, Postman, Helm Charts, Vms, Cuda, Cudnn
Microsoft Azure Stack: Ci/cd Pipelines (Yaml + Jenkins), Azure Devops, Azure Blob Storage, Azure Sql, Azure Machine Learning, Azure Data Factory, Azure Openai, Azure Foundry, Azure Cli, Grafana
Aws Stack: Amazon Sagemaker, S3, Cloudwatch, Iam
Gcp: Vertex Ai, Sql, Iam, Vms
Documentation: Latex, Markdown, Swagger, Draw.io
Databricks, Hadoop, Hdfs, Apache Hive, Apache Zeppelin
Knime, Dataiku, Tableau, Board, Power Bi
R (Scripting, Markdown, Oop (S3, S4)): Dplyr, Ggplot2, Lattice, Leaflet, Stringr, Plotly, Shiny, Tidyr, Mlr3, Tensorflow, Caret
Sql
Languages
Education
Ludwig-Maximilians-University, Munich
Master of Science in Statistics with focus on economics and social sciences · Statistics · Munich, Germany
Ludwig-Maximilians-University, Munich
Bachelor in Statistics with specialization in Computer Science · Statistics · Munich, Germany
Certifications & licenses
Azure AI Fundamentals
Azure Data-Science Associate
Azure Fundamentals
DataIku DSS Certified
Databricks For Machine Learning
Databricks Generative AI Fundamentals
Generative AI For Everyone By DeepLearning.AI And AWS
Generative AI With LLMs By DeepLearning.AI And AWS
KNIME Certified: L1, L2, L3
LinkedIn Python Badge Top 15%
Product Owner Certified By Bg
Scrum Master Certified By Bg
Statistics
Experience
Expertise
Qualifications
Profile
Frequently asked questions
Do you have questions? Here you can find further information.
Where is Michael based?
What languages does Michael speak?
How many years of experience does Michael have?
What roles would Michael be best suited for?
What is Michael's latest experience?
What companies has Michael worked for in recent years?
Which industries is Michael most experienced in?
Which business areas is Michael most experienced in?
Which industries has Michael worked in recently?
Which business areas has Michael worked in recently?
What is Michael's education?
Does Michael have any certificates?
What is the availability of Michael?
What is the rate of Michael?
How to hire Michael?
Average rates for similar positions
Rates are based on recent contracts and do not include FRATCH margin.
Similar Freelancers
Discover other experts with similar qualifications and experience
Experts recently working on similar projects
Freelancers with hands-on experience in comparable project as a Senior Data Scientist
Nearby freelancers
Professionals working in or nearby Eichenau, Germany