Solution Architect – AI / ML

Job Title :  Solution Architect – AI / ML, Semiconductor PLM, and Full Stack Technologies Location :  [Cologne, Germany] Employment Type : 12+ / Contract Experience :  10+ years (with 3+ years in Solution Architecture) Position Overview : We are seeking a highly skilled  Solution Architect  with expertise in  AI / ML tools ,  Semiconductor Product Lifecycle Management (PLM) , and  modern enterprise technologies .

The ideal candidate will design and implement scalable, data-driven, and intelligent solutions that integrate AI capabilities into PLM, enterprise systems, and web applications.

Key Responsibilities : Design end-to-end solutions leveraging  AI / ML ,  Data Science ,  NLP , or  Generative AI  to optimize business processes and product lifecycle workflows.

Collaborate with cross-functional teams (AI Engineers, Data Scientists, PLM Engineers, and Developers) to translate business needs into scalable architectures.

Architect and develop robust backend services using  J2EE / Spring Boot , integrated with  Elasticsearch  for intelligent search and analytics.

Work closely with semiconductor PLM systems (e.g.,  Teamcenter, Agile PLM, ENOVIA , or equivalent) to integrate AI-driven insights into product lifecycle stages.

Design and guide development of modern  front-end applications  using  Angular  or  React  for seamless user experiences.

Ensure AI models are productionized effectively, including  model deployment, monitoring, and integration  into enterprise environments.

Define architecture standards, best practices, and governance frameworks for AI, data, and application layers.

Partner with stakeholders to identify opportunities for applying  Generative AI  and  Data Science  techniques in engineering and product management.

Required Skills & Experience : Core Architecture :  Enterprise / Solution architecture experience across AI / ML and application systems.

AI / ML & Data Science :  Hands-on knowledge of  Python, TensorFlow / PyTorch, NLP frameworks, GenAI APIs (e.g., OpenAI, Azure OpenAI) .

Semiconductor PLM Systems :  Exposure to PLM tools like  Teamcenter, Agile PLM, ENOVIA , or similar.

Backend Development :  Strong in  Java, J2EE, Spring Boot, REST APIs, Microservices .

Search & Indexing :  Experience in  Elasticsearch  or  Solr  for enterprise search and analytics solutions.

Frontend :  Proficient in  Angular  or  React , with good understanding of UX / UI principles.

Cloud & DevOps :  Familiar with  AWS / Azure / GCP , CI / CD pipelines, and containerization (Docker / Kubernetes).

Data Integration :  Experience in  ETL ,  Data Pipelines , or  Data Lake Architectures  is a plus.

Soft Skills :  Strong problem-solving, communication, and cross-functional collaboration abilities.

Preferred Qualifications : Master’s or bachelor’s in computer science , Data Science, or Electronics Engineering .

Experience in  Semiconductor Domain , particularly integrating  AI with PLM systems .

Prior experience working with  Generative AI solutions  (ChatGPT, Copilot, or similar).

Knowledge of  enterprise integration frameworks  and  security best practices .

Keywords (for job boards) : AI Architect, Solution Architect, Semiconductor PLM, Data Science, NLP, Generative AI, J2EE, Spring Boot, Angular, Elasticsearch, Teamcenter, Agile PLM, Cloud AI, Machine Learning Architect.

Would you like me to create  two separate versions  — 1️⃣ One for  AI / PLM enterprise focus , and 2️⃣ Another for  AI + Full Stack (Angular / J2EE / Elastic) focus  — If interested, please share your updated resume girish@zealogics.com Thanks,   Powered by JazzHR