ML Engineer (NLP) @ Innopolis University (GPA: 4.88)

Building intelligent systems at the intersection of NLP and production engineering

• Boosted model accuracy by 90% via constrained decoding techniques
• Productionized Hugging Face & VLLM pipelines
• Open-Source Contribution: Added prompt tokens support to VLLM's Logits Processor (#4985)

• Built ETL pipeline: PDF parsing (Nougat) → deduplication → LLM enrichment
• Automated theory generation & structural linking
• Orchestrated 24-GPU cluster (6×4xA100) with Prometheus/Grafana monitoring
• Achieved 3x throughput using VLLM with dynamic load balancing

• Reduced manual docs effort by 60% via auto-README generation
• Developed context-aware summarization preserving documentation style

• Architected LLM agent converting NLP queries to API call sequences (action planning)
• Implemented hybrid argument extraction: slot filling + default values
• Integrated with Google Calendar, Todoist, Gmail (+ extensible architecture)
• Developed context preservation system improving planning accuracy by 40%

Languages & Frameworks
Python PyTorch Hugging Face Transformers VLLM REST API

ML Engineering
LLM Orchestration Constrained Decoding Multi-Agent Systems NLP Pipelines
Model Optimization Quantization Speculative Decoding

Infrastructure
Prometheus Grafana RabbitMQ MLflow Airflow Docker
Cluster Management Load Balancing GPU Optimization

• LLM agent architecture design
• Production inference optimization (↓latency/↑throughput)
• Multi-modal pipeline development (PDF → structured data)
• Enterprise system integration
• Full-cycle NLP solutions (POC → MVP → Scale)

• Systems Thinker: Design solutions encompassing inference → monitoring (e.g., 24-GPU cluster setup)
• LLM Explorer: Implement cutting-edge techniques from AutoGPT/GPT-Engineer
• Optimization Enthusiast: Experiment with quantization, speculative decoding

BSc in Computer Science
Innopolis University (Expected 2026)

Certifications

• Samsung IT School: Mobile Development (Java, Firebase)
• Cyber-Physical Systems Development (Python, Cloud Tech)

• Endurance kart racing (team competitions)
• Skiing & snowboarding
• Economics & marketing geek

📫 Let's connect! LinkedIn | [email protected]