Portfolio
A showcase of my work in artificial intelligence, product management, and software development. Here you'll find production systems, open source contributions, and technical projects I've built and launched.
π Featured Projects
Smart Recommendations System
Category: AI/ML β’ Impact: 40% increase in user engagement
Transformed user experience through personalized content recommendations using a hybrid approach combining collaborative filtering and content-based filtering.
Key Achievements:
- Increased session duration by 40% and click-through rates by 25%
- Scaled to 10M+ users with 99.9% uptime
- Reduced cold-start problem by 60% through hybrid approach
Technologies: Python, TensorFlow, React, Redis, Kubernetes
Natural Language Search Platform
Category: NLP β’ Impact: 60% improvement in search satisfaction
Replaced traditional keyword search with semantic understanding using embeddings and RAG architecture, enabling users to search naturally rather than with exact keywords.
Key Achievements:
- 60% improvement in search satisfaction scores
- 80% reduction in query refinement attempts
- Support for 5 languages with cross-lingual search
Technologies: LangChain, OpenAI, Pinecone, Next.js, Docker
Automated Content Generation System
Category: Generative AI β’ Impact: 10x content production scaling
Built end-to-end system for automated content creation while maintaining brand voice and quality standards through fine-tuned language models.
Key Achievements:
- 10x increase in content production volume
- Maintained 95% quality scores through automated evaluation
- 70% reduction in content creation costs
Technologies: GPT-4, Fine-tuning, AWS Lambda, Contentful
Real-time AI Analytics Dashboard
Category: MLOps β’ Impact: 80% faster issue detection
Comprehensive monitoring and visualization system for AI model performance, enabling proactive identification of model drift and performance degradation.
Key Achievements:
- 80% reduction in model drift detection time
- 99.5% prediction accuracy monitoring
- Automated alerting system with 95% precision
Technologies: MLOps, Docker, Grafana, Prometheus, Python
π οΈ Technical Projects
LangChain Production Templates
Open Source β’ GitHub Stars: 1.2k+ β’ Downloads: 50k+
Production-ready templates and best practices for deploying LangChain applications at scale with comprehensive error handling and monitoring.
# Example template usage
from langchain_production import ProductionChain
chain = ProductionChain(
llm=gpt4,
memory=ConversationMemory(),
monitoring=True,
error_recovery=True
)Features: Error recovery, Performance monitoring, Scalable architecture, Ready-to-deploy
View on GitHub β (opens in a new tab)
Vector Database Comparison Tool
Open Source β’ GitHub Stars: 800+
Comprehensive benchmarking tool for vector databases across different use cases, helping developers choose the right database for their specific needs.
Supported Databases: Pinecone, Weaviate, Chroma, Qdrant, Milvus
Features: Performance benchmarks, Cost analysis, Scalability testing, Use case recommendations
View on GitHub β (opens in a new tab)
AI Model Evaluation Framework
Internal Tool β’ Impact: Standardized model evaluation across teams
Built comprehensive framework for evaluating AI models with custom metrics, automated testing, and comparative analysis.
Features: Custom metrics definition, Automated A/B testing, Performance tracking, Report generation
π Project Statistics
| Metric | Value | Period |
|---|---|---|
| Projects Launched | 15+ | 2020-2025 |
| Users Impacted | 50M+ | Cumulative |
| Open Source Contributions | 200+ commits | 2022-2025 |
| Technical Blog Posts | 50+ articles | 2021-2025 |
| Conference Talks | 8 presentations | 2021-2025 |
π Awards & Recognition
2024
- AI Innovation Award - Smart Recommendations System
- Best Technical Implementation - Natural Language Search Platform
- Top Contributor - LangChain Community
2023
- Product Excellence - Automated Content Generation System
- Open Source Champion - Vector Database Tools
- Speaker of the Year - AI/ML Conferences
πΌ Client Work & Consulting
Fortune 500 AI Strategy
Company: Major Financial Services Firm β’ Duration: 6 months
Led AI strategy development and implementation for customer service automation, resulting in 40% reduction in support costs while improving customer satisfaction.
E-commerce Personalization
Company: Online Retail Platform β’ Duration: 4 months
Designed and implemented product recommendation engine that increased conversion rates by 35% and average order value by 25%.
Healthcare AI Implementation
Company: Medical Technology Company β’ Duration: 8 months
Developed AI-powered diagnostic assistance tool for radiologists, improving detection accuracy by 15% and reducing diagnosis time by 30%.
π― Upcoming Projects
2025 Roadmap
Q1 2025
- AI Product Masterclass - Comprehensive online course
- Multi-modal AI Platform - Vision + Language integration
- Enterprise RAG Toolkit - Production-ready retrieval system
Q2 2025
- AI Ethics Framework - Open source governance tools
- Real-time Translation App - Low-latency language translation
- Predictive Analytics Suite - Business intelligence platform
Q3-Q4 2025
- AI Agent Framework - Autonomous system orchestration
- Voice Interface Platform - Conversational AI tools
- Edge AI Optimization - On-device ML deployment
π¬ Project Inquiries
Interested in collaborating on a project or discussing how AI can transform your business? I'm always open to new opportunities and challenges.
Areas of Expertise:
- AI Product Strategy & Development
- Machine Learning Engineering & MLOps
- Technical Leadership & Team Building
- User Experience Design for AI Systems
Let's Connect:
- Email: projects@theqrmind.com
- Calendar: Schedule a consultation
- LinkedIn: Professional profile (opens in a new tab)
π·οΈ Tags
#portfolio #ai-projects #machine-learning #product-management #open-source #mlops #technical-projects #case-studies #innovation