Portfolio

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.


πŸš€ 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

View Case Study β†’


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

View Case Study β†’


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

View Case Study β†’


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

View Case Study β†’


πŸ› 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


πŸ“Š Project Statistics

MetricValuePeriod
Projects Launched15+2020-2025
Users Impacted50M+Cumulative
Open Source Contributions200+ commits2022-2025
Technical Blog Posts50+ articles2021-2025
Conference Talks8 presentations2021-2025

πŸ† 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

πŸ’Ό 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%.


🎯 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

πŸ“¬ 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:


🏷️ Tags

#portfolio #ai-projects #machine-learning #product-management #open-source #mlops #technical-projects #case-studies #innovation