Data Scientist • GenAI • MMM • MLOps
I build end‑to‑end ML systems that move business metrics — currently focused on GenAI agents, MMM, and production‑grade MLOps. Based in Bengaluru, open to roles in India, EU, and UAE.
Transformer-based forecasting combining internal & news signals; identified shortages 1–2 months earlier.
XGBoost + ALS for retention/cross-sell; E2E deployment on AWS; added OpenAI explanations.
Evaluated marketing impact; optimized spend; GPT summaries & scenario comparisons. Est. +20–25% revenue uplift.
Deployed on SageMaker; engineered features; improved conversions & targeting.
CatBoost + ANN; 10–15% reduction in under‑prediction using flight & pax features.
NLI (PubMedBERT) on Databricks to power SPN insight mining.
Gaze capture iOS app for data collection; gaze estimation model; iOS game & driver safety demo.
RTOS operations; coordinated system services & IPC for audio amplifiers.
Supervised/Unsupervised, Transformers, BERT, GPT/LLMs, CNNs
RAG, LangChain/LangGraph, Multi‑Agent systems, Prompting & Eval
AWS, GCP, Databricks, Docker, CI/CD, PySpark
Bayesian Stats, Optimization, Time Series, MMM
Python, SQL, Git
PyTorch, TensorFlow/Keras, scikit‑learn, XGBoost, JAX, Pandas, Plotly/Matplotlib/Seaborn
A deep dive into three popular model serialization formats — performance, security, compatibility, and when to use which in production. Includes conversion code recipes and a quick decision guide.
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Engagement, gatherer, and synthesis agents generate editable PPT QBRs. LangGraph + Streamlit.
Hierarchical MMM with response curves; JAX‑accelerated inference; ROI‑based spend optimizer.
CrewAI Researcher/Writer/Reviewer agents to generate curated study notes.
Transformer‑based early warning using internal + news signals; identified shortages 1–2 months earlier.
Generate‑fix‑execute analytics loop with charts & tables.
Open to roles and collaborations. Email me or drop a message — I usually reply within a day.