work
June 2023 - June 2025
Company Overview
Lylu GmbH develops senior-friendly software that redesigns existing internet content to make digital technology more accessible for older adults, thereby improving their quality of life.
Role: Machine Learning Engineer and Data Scientist
Solely responsible for developing and implementing an innovative software tool that transforms web pages into a specially adapted, barrier-free user interface tailored to the needs of older people.
Key Technologies
- LammaIndex
- LangChain
- Google Cloud Platform (GCP)
- Microsoft Azure (Azure AI Services)
- Natural Language Processing (NLP)
- Transformers
- Vector Databases
- APIs
Key Innovations
- Advanced NLP Techniques: Implemented text embedding, similarity search, and semantic similarity for improved content understanding and transformation.
- Model Fine-Tuning: Worked on fine-tuning open-source models to better suit the specific needs of senior-friendly content adaptation.
- Contextual Understanding AI: Developed methods to autonomously transform web pages into a barrier-free interface specifically designed for older adults.
- Efficient Data Architecture: Utilized vector databases to enhance platform functionality, enabling complex web content to be converted into a simplified, structured JSON format.
Implementation Highlights
- Designed and implemented a comprehensive machine learning pipeline for web content analysis and transformation.
- Developed APIs to seamlessly integrate the transformation tool with existing web infrastructures.
- Created a scalable system capable of processing and adapting diverse web content types.
- Implemented robust error handling and performance optimization techniques to ensure reliable operation under various conditions.
Key Achievements
- Successfully developed and implemented the core technology driving Lylu GmbH's senior-friendly web transformation tool.
- Consistently exceeded performance targets and project goals, even under challenging circumstances.
- Demonstrated high levels of initiative, efficiency, and independent problem-solving throughout the project lifecycle.
- Received recognition for delivering outstanding work results and achieving project objectives.
Skills
- Proficiency in machine learning and data science techniques
- Expertise in NLP and content transformation technologies
- Strong ability to conceptualize and implement complex AI systems
- Proficiency in working with and fine-tuning large language models
- Experience with cloud platforms (AZURE) for deploying ML solutions
- Ability to integrate multiple cutting-edge technologies into a cohesive system
- Excellent analytical and problem-solving skills
- Strong communication and teamwork abilities