8+years shipping ML to production
3published papers
4industries: health, fintech, consumer, poetry
1offline deployment that survived a national internet outage
Selected work
Language models and AI features for Persian speakers, built end to end.
Persian classical poetry LLM
Dataset design, an instruction-tuning set built to cut hallucinations, multi-stage training (continued pre-training, then SFT) on multi-GPU infrastructure, tiered cloud storage for artifacts, and an automated checkpoint evaluation framework.
Zigap
An AI assistant with real-time news search, voice-driven music streaming, and a memory module that recalls user preferences.
Prescription reader
Multimodal models extract drug names from physician prescriptions, with fine-tuned lightweight LLMs correcting noisy spellings. Manual verification time dropped.
Banking assistant
A context-aware LLM chatbot for Maskan Bank that answers banking questions and acts as a financial assistant.
Experience
Where the work happened.
AI Tech Lead · Persian Poetry (smilinno hub)
Apr 2026 – present · Tehran
- Owns the fine-tuning pipeline, dataset design and evaluation for a Persian poetry language model.
- Resolved framework and infrastructure issues to reach stable multi-GPU training runs.
AI Tech Lead · Zigap (smilinno hub)
Mar 2024 – present · Tehran
- Shipped news search, voice music search and a personalization memory module.
- Ran topic modeling on user data to surface satisfaction insights.
- Built a local deployment that kept service running through nationwide internet outages.
ML Consultant · Darmankade (part-time)
Jun 2024 – Apr 2025 · Remote
- Prescription digitization with multimodal models and fine-tuned LLM spelling correction.
AI Tech Lead · Navaco (Maskan Bank)
2024 · Tehran
- Designed and built an LLM banking chatbot and financial assistant.
ML Developer · Darmankade
Jun 2023 – Jun 2024 · Tehran
- Built a symptom checker and improved the doctor recommender by 20%.
ML Developer · Timora
Aug 2022 – Jun 2023 · Tehran
- Recommendation and personalization algorithms for a social media platform, a 10% overall improvement.
ML Developer · Freelance
Jun 2020 – Aug 2022 · Remote
- Fault prediction from 78% to 86%, price prediction at 88.3% F-score, credit risk at 95% F-score, multilingual NER at 84%, federated classifier from 80% to 86%.
NLP Developer · ComInSys Lab
Oct 2018 – Sep 2020 · Tabriz
- Python NLP tooling: tokenization, spell checking, NER, POS tagging, similarity analysis.
Skills
The whole stack, from training to deployment.
Papers
Research on keyword extraction, multimodal prediction and sensor-based activity recognition.