Full-Stack Developer → ML Engineer | AI Model Integration Specialist | 4 Years Experience

Full-Stack Developer transitioning into ML Engineering with unique combination of skills. My 3 years of full-stack experience provides deep understanding of system architecture, which enables me to build comprehensive AI solutions - not just integrate models, but create complete products around them.

Current Focus: Taking business problems and delivering end-to-end AI solutions from concept to production deployment.

🎵 70% faster audio processing via Whisper ASR integration with custom UI
🔒 Offline AI infrastructure deployed with OLLAMA for internet-independent operations
🎯 85% accuracy improvement in speaker recognition through PyAnnotate
🏆 3rd place IT-Planet 2023 for microservices streaming platform architecture
💻 2 critical government projects recovered from 18-month stall

Challenge: Create streaming platform for independent artists from scratch
My Approach: Full-stack microservices architecture with mobile apps
Solution: FastAPI backend + Next.js web + React Native mobile + CI/CD
Business Result: 🏆 3rd place IT-Planet 2023, thousands of users
Full Cycle: From concept and architecture to production deployment

Challenge: 2 critical projects stalled for 18 months due to architectural issues
My Approach: Analyzed requirements, redesigned architecture, implemented solution
Solution: Django + Digital Signatures + API automation + complete rebuild
Problem-Solving: Took over failed projects and delivered working systems
Result: Both systems in production, 80% faster data entry

Challenge: Company needed complete online presence and automation
My Approach: End-to-end e-commerce solution with business integrations
Solution: Django + 1C integration + SEO + admin panels + deployment
Business Impact: 3x traffic growth, became primary sales channel
Full Ownership: From requirements gathering to ongoing maintenance

2024-Present 🤖 AI Engineer      → AI model integration in production
2023-2024   🎵 Co-founder/Tech Lead → Streaming platform architecture  
2022-2023   🐍 Python Developer → Government systems recovery
2022-Present 💻 Full-Stack Developer → E-commerce platform growth

Career Progression:

• Started as Middle Python Developer (not just following specs)
• Evolved into Full-Stack (complete system ownership)
• Now specializing in ML Engineering (AI + full-stack synergy)

Full-Stack + ML Combination:

• Build complete AI products with end-to-end system architecture understanding
• Create AI user interfaces specifically optimized for ML model interactions
• Design ML pipelines that efficiently serve models in production environments
• Deploy and monitor AI infrastructure with full-stack deployment expertise
• Understand entire system from frontend AI interactions to model serving backend

Solution-Oriented Approach:

• Take business problems and deliver complete AI solutions from requirements to deployment
• Analyze technical challenges, architect ML systems, implement, and maintain in production
• Specialize in projects requiring "complete AI product delivery" approach
• Recover failed AI projects and bring them to production with system architecture expertise

I'm looking for ML Engineering opportunities where I can leverage my unique combination of:

• Full-stack development experience for building complete AI products
• System architecture understanding for scalable ML deployments
• End-to-end solution delivery from business requirements to production
• Problem project recovery expertise for challenging technical situations

"From business problem to production AI solution"