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| Skills | Related skills | Mandatory | Skill Level | #of Years used, project where used |
| AI / Machine Learning | Yes | Intermediate | ||
| Generative AI | Yes | Expert | ||
| RAG & Knowledge Systems | Yes | Expert | ||
| Agentic AI | Yes | Expert | ||
| GenAI Frameworks | Yes | Expert | ||
| Programming & APIs | Yes | Expert | ||
| Data Engineering | Yes | Intermediate | ||
| Vector Databases | Yes | Advanced | ||
| Cloud Platforms | Yes | Intermediate | ||
| Cloud AI Services | Optional | Intermediate | ||
| DevOps / MLOps / LLMOps | Yes | Advanced | ||
| Containerization & Deployment | Yes | Intermediate | ||
| Monitoring & Observability | Optional | Basic | ||
| Security & Compliance | Yes | Intermediate | ||
| Telecom Domain | Optional | Basic | ||
| Analytics & Visualization | Yes | Intermediate |