AI systems from idea to production.
Each project highlights a full pipeline: data readiness, model development, deployment, and measurable business impact.
Selected deliveries
Recommender System
Hybrid model with SVD, KNN, neural nets, and GPT-4 explainability. Achieved 70%+ hit rate across 5 industry sectors.
Employee Churn Prediction
Interpretable XGBoost model with 50+ features and LLM sentiment signals, predicting churn 6 months ahead for proactive retention planning.
Anomaly Detection
Ensemble framework with PCA and logistic regression risk scoring, expanding monitoring coverage by 35% across small-revenue projects.
Demand and Supply Forecasting
AutoTS with reconciliation; achieved 20% higher accuracy and automated monthly workforce planning.
RAG Data Discovery Assistant
GPT-4o powered RAG system indexing 100+ data sources, reducing exploration time by 20%.
AI Agent Framework
Multi-agent system for email drafting, summarization, and meeting notes with LangGraph and PromptFlow to improve organizational productivity.