ML/AI Engineer
An ML/AI engineer develops and ships machine learning systems: from data preparation and model training to production inference and MLOps. The specialist works with classical ML, deep learning and LLM applications (RAG, fine-tuning, agentic systems), evaluates model quality and watches for degradation in production. They are proficient in Python, PyTorch/TensorFlow and tools for serving models under load.
Specialization Skills
Data-driven decision making, BI tools, metrics analysis
Experts
Specialists who verify skills within this specialization
Questions and answers
- What does a ML/AI Engineer do?
- An ML/AI engineer develops and ships machine learning systems: from data preparation and model training to production inference and MLOps. The specialist works with classical ML, deep learning and LLM applications (RAG, fine-tuning, agentic systems), evaluates model quality and watches for degradation in production. They are proficient in Python, PyTorch/TensorFlow and tools for serving models under load.
- What skills are included in the ML/AI Engineer specialization?
- The specialization includes 8 skills — the full list with proficiency levels is on this page. The skill set is aligned with the association tech radar.
- How to verify a ML/AI Engineer qualification with the association?
- Apply for membership at the SmartSNG.Dev association and pass the skill check: specialization experts assess your proficiency in each skill and verify the qualification on your public profile.
- How much do membership and certification cost?
- Association membership is free — no fees or subscriptions. Skill checks are conducted by association experts.
How to verify your qualification
- 1. Apply for membership
Joining the association is free: fill in the application form, the admissions committee reviews it within a week.
- 2. Pass the skill check
Association experts in this specialization assess your skills and proficiency level in each of them.
- 3. Get verified
Verified skills and levels are displayed on your public member profile.