Mathias Wilhelm-Development of an AI-driven social media automation for topic identification, text generation, and posting
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Experience
Development of an AI-driven social media automation for topic identification, text generation, and posting
- Optimization and automation of marketing activities across social media channels
- Gathering requirements and the processes to be optimized
- Developing an automation to identify the company's USPs for different marketing target groups
- Building an algorithm to search for and identify relevant news
- Implementing an algorithm to create and send social media posts
- Designing and implementing the entire automation in Python
- Creating a web application in AngularJS
- Increasing the company's visibility through more and more targeted posts on social media channels
- Used technologies: requirements management, stakeholder management, architecture decisions, NLP, LLM, transformers, Python, FastAPI
DevOps
- Redesign and implementation of the complete infrastructure and CI/CD pipeline
- Technical infrastructure documentation and process descriptions according to ISO/IEC 27001
- Stabilization and securing of the infrastructure as well as creation of a backup solution
- Elimination of platform downtime
- Deployment time accelerated by a factor of 4
- Time from ticket to production improved by a factor of 2 through dynamic review environments and JIRA automation
- Used technologies: Infrastructure as Code, Terraform, Hetzner, cloud, Ansible, GitLab, CI/CD, Linux, Bash, Docker, Docker Swarm, microservices, MariaDB, MinIO, Git
Interim CTO for a decentralized cloud solution
- Full responsibility for development and product strategy
- Introduction of structures and processes
- Planning a new platform concept and support in implementation using Spring Boot, Java, and AngularJS
- Interface management
- Sharpened product strategy
- Improved interdisciplinary teamwork sustainably, especially boosting the performance of the Indian team
- Introduced QA process to increase product quality
- Established new strategic partnerships and technically integrated them into the platform
- Used technologies: project management, requirements management, stakeholder management, team development, architecture decisions, Agile, ClickUp, Monday, Git, REST
Consultant and Data Scientist for insurance provider
- Gathering requirements and creating use and business cases
- Developing and implementing various AI services and automations to digitize claims processing: document splitting, automated document assessment, document type recognition, damage type detection, business type recognition, BelegGPT for querying documents
- Optimized internal claims review process by about 50%
- Successfully supported product placement with insurance companies
- Made a key contribution to the innovative optimization of the insurance claims review process
- Used technologies: requirements management, stakeholder management, data analysis, prototype development, machine learning, LLM, NLP, image recognition, anomaly detection, text classification, GPT APIs, spaCy, NLTK, PyTorch, scikit-learn, OpenCV, Python, FastAPI, REST, Docker, microservices, MongoDB, MySQL, Git, CI/CD
Consultant and Data Scientist for B2B trading platform
- Project management
- Developing and implementing AI-based business and use cases for a B2B trading platform for used hardware, e.g., price indication for used hardware, AI-based normalization of product specifications, intelligent product specification search for over 8 million products
- Improved platform UX by introducing AI-powered user inputs
- Created new business cases for existing AI services
- Solution-oriented project management resulting in 100% customer-focused outcomes
- Used technologies: stakeholder management, data analysis, machine learning, NLP, LLM, spaCy, NLTK, PyTorch, scikit-learn, OpenSearch, Python, FastAPI, REST, Docker, microservices, MariaDB, Git, CI/CD, Jira, Confluence
Development and Data Science
- Feasibility project for a CV parser and a skill-matching algorithm
- The project led to digitizing and optimizing the recruiting process due to user acceptance and positive test results
- Technologies used: stakeholder management, requirements management, LLM, NLP, machine learning, Tensorflow, scikit-learn, spaCy, Python, JavaScript, HTML, FastAPI, REST, Docker, SQLite, Git
Development and Data Science
- Development of a name generator for projects, products, and websites
- Created a database of all registered domain names worldwide (over 100 GB, 300 million records) to validate the availability of generated names
- Contributed to reducing external costs for naming workshops and agencies
- Technologies used: stakeholder management, data analysis, machine learning, Markov processes, NLP, scikit-learn, Python, FastAPI, GraphQL, REST, PostgreSQL, Docker, Git, CI/CD
Self-employed consultant for AI and digitalization
Consulting and project management for a sales solution
- Project management and product management
- Development of a new AI-based sales solution
- Creation of innovative AI-based analyses for sales data (cross- and upselling potential, industry and customer analyses, lead potential analyses, efficiency and effectiveness analyses)
- Restructuring the development team and onboarding new developers
- Increased the F1 score of the existing AI from 0.35 to 0.8
- Expanded the solution with additional metrics and measures
- Accelerated the initial customer data analysis
- Created new business cases for existing AI services
- Solution- and budget-oriented project management
- Technologies used: stakeholder management, data analysis, use- and business case development, product management, architectural decisions, machine learning, time series analysis, anomaly detection, Tensorflow, scikit-learn, Python, MariaDB, Airflow, MLflow, Git, CI/CD
Head of the Competence Center for Self-Adaptive Systems
DAI-Labor Berlin
Data Scientist and Project Manager
DAI-Labor Berlin
Student Assistant in Machine Learning
TU Berlin
System Administrator
Industry Experience
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Experienced in Information Technology, Professional Services, Education, and Insurance.
Business Area Experience
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Experienced in Information Technology, Business Intelligence, Project Management, Research and Development, Product Development, and Strategy.
Summary
Mathias Wilhelm helps companies tap into the economic potential of AI through solid consulting, focused implementation, and years of experience in tech and business projects. With over 20 years of experience as a data scientist, developer, and project manager, he brings not only deep technical know-how but also a strong understanding of business contexts and project strategy. Whether it's a corporation, start-up, or research environment, he combines entrepreneurial thinking with solid AI expertise.
Skills
Ai Consulting & Strategy: Development Of Use Cases, Feasibility Studies, Ai Roadmaps, Requirements Analyses
Data Science & Ml Engineering: Time Series Analysis, Anomaly Detection, Classification, Nlp, Ner, Document Analysis, Image Processing, Forecasting, Statistics, Data And Result Visualization
Prototyping & Product Development: From Idea To Mvp – Including Architecture, Development, Testing, Deployment, And Infrastructure
Devops/mlops & Infrastructure: Ci/cd, Mlops, Docker Swarm, Terraform, Ansible, Cloud (Aws, Hetzner, Etc.), Automation, Security
Technical Project Management: Managing Development Teams, Requirements Management, Quality Assurance
Industries: Sales, Insurance, Cloud, B2b Platforms, Recruiting, Finance, Automotive, Iot
Languages: Python, Sql, Bash, Javascript, Html/css
Ml/ds: Genai, Llm, Transformer, Image Recognition, Llm Prompt Engineering, Scikit-learn, Tensorflow, Pytorch, Opencv, Pandas, Numpy, Mlflow
Databases: Mysql, Mariadb, Sqlite, Mongodb, Postgresql, Minio, S3
Frameworks: Spacy, Nltk, Pytorch, Tensorflow, Scikit-learn, Opencv, Fastapi, N8n, Opensearch
Devops: Docker, Docker Swarm, Gitlab Ci/cd, Terraform, Ansible, Linux, Git, Jira
Cloud/hosting: Aws, Hetzner, Ovh, Cudo Computing, Vultr, Self-managed Docker Swarm
Apis & Services: Api Design, Rest, Fastapi, Mqtt, Json, Xml
Languages
Education
TU Berlin
PhD (Dr.-Ing.), Ring-based multi-finger gesture control · Ring-based multi-finger gesture control · Berlin, Germany
TU Berlin
Dipl.-Ing. Technical Computer Science · Technical Computer Science · Berlin, Germany
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