End-to-end production RAG pipeline

Ingests mixed-format docs (PDFs, images, tables) and answers queries with citation-backed precision using FAISS vector retrieval + semantic search.

↑ 35% response relevance via optimized embeddings & data augmentation. Deployed on Render + Streamlit.

LangChain LlamaIndex FAISS Transformers Streamlit

Upload CSV → production-ready predictions

Automated ML pipeline: preprocessing → feature engineering → model selection → hyperparameter tuning → evaluation. All in one click.

↓ 60% manual effort. Top-2 accuracy on 8+ benchmark datasets.

PyTorch Scikit-learn Pandas Streamlit Render

Your AI-powered meeting copilot

Transcribes audio via OpenAI Whisper, extracts structured summaries, decisions, and action items using fine-tuned NLP models with NER + abstractive summarization.

↓ 70% documentation time. Real-time audio upload + instant AI reports.

Whisper HuggingFace Flask Transformers Streamlit

People analytics that prevent attrition

EDA on 1,400+ employee records identified salary, role & tenure as key attrition drivers — responsible for 85%+ of turnover.

↓ 60% manual reporting. DAX-driven KPIs + dynamic slicers for self-service analytics.

Power BI DAX Excel EDA KPI Tracking

K-Means clustering at scale

Clustered 500K+ transactions into 5 actionable segments enabling precision marketing campaigns.

↑ 25% campaign ROI vs prior approaches. Silhouette score improved by 18% via feature engineering.

Python K-Means Scikit-learn Pandas Streamlit

Revenue intelligence on 200K+ orders

RFM scoring revealed top 20% of customers drove 65% of revenue. Re-engagement campaigns for lapsed segments.

22% churned users recovered in the first campaign cycle.

Python RFM Analysis Pandas SQL Streamlit