Certifications & Achievements

🏆 Research Competitions

4th Place: Code Generation in Bangla, BLP 2025 (IJCNLP-AACL)

4th / 32 Teams (Pass@1 0.85)

Built a Bangla code generation system combining LoRA fine-tuning with Chain-of-Thought reasoning and an execution-guided self-refinement loop. The refinement loop lifted the best fine-tuned system to Pass@1 0.62; applied to a few-shot prompted frontier model it produced the submitted 0.85.
Leaderboard: View Results

Ranked 12th: Violence Inciting Text Detection (VITD), BLP 2023 (EMNLP)

12th in Post-evaluation (19th Official)

Applied semi-supervised learning, back-translation, and ensemble methods to fine-tune BanglaBERT.
Leaderboard: View Results


💡 Hackathons & Contests

15th Place: AMD Developer Hackathon Act II, 2026 (Track 1)

15th / 386 Teams

Built a token-efficient LLM query router: a four-tier cascade that answers 8 task categories while minimizing paid API usage. The submitted system held 89.5% accuracy on 3,166 tokens. Only 138 of the 386 entries cleared the 80% accuracy gate to be scored.
Leaderboard: View Results · Code: llm-query-router

6th Place: DSI AI Agent Hackathon, 2025

6th / 30 Teams

Built KnowledgeRelay, a RAG-based AI agent for knowledge transfer, in a 24-hour onsite challenge.
Report: View Leaderboard

11th Place: BUET CSE Fest 2022 AI Contest

Competed in an AI/ML challenge organized by Bangladesh University of Engineering and Technology (BUET).


📜 Professional Certifications

Certified in Cybersecurity (CC), ISC²

🛡️ ISC² Certified