Deepti D.

About Deepti D.

As an AI/ML expert and data science manager with 15 years of enabling enterprise analytics and digital transformations, I bring the blended expertise of an AI expert, an analytics translator, and a technical project manager. I have a proven track record of building enterprise-grade AI products for global financial institutions and retailers, and managing high-performing teams in cross-functional set-ups:1. E̲n̲d̲-̲t̲o̲-̲E̲n̲d̲ A̲I̲ P̲r̲o̲d̲u̲c̲t̲ D̲e̲v̲e̲l̲o̲p̲m̲e̲n̲t̲: Specialized experience in taking AI/ML product ideas from concept to production by writing production-grade code to deliver real-world business impact.2. A̲I̲ D̲e̲p̲l̲o̲y̲m̲e̲n̲t̲: Developed and deployed AI solutions into production to unlock revenue growth, optimize customer engagement (via CVM-customer acquisition, up-sell/X-sell, retention), drive operational efficiency, and institutionalize hyper-personalization, thereby, driving multi-million-dollar business impact for my clients.3. S̲t̲r̲a̲t̲e̲g̲i̲c̲ B̲u̲s̲i̲n̲e̲s̲s̲ L̲e̲a̲d̲e̲r̲s̲h̲i̲p̲: Adept at first-principle problem solving, framing ambiguous business problems, generating data-driven hypotheses, and designing AI systems.4. C̲r̲o̲s̲s̲-̲F̲u̲n̲c̲t̲i̲o̲n̲a̲l̲ T̲e̲a̲m̲ L̲e̲a̲d̲e̲r̲s̲h̲i̲p̲: Led high-impact teams across data science, ML engineering, product, infra, and business to align AI roadmaps with business goals.5. G̲l̲o̲b̲a̲l̲ D̲e̲l̲i̲v̲e̲r̲y̲ E̲x̲p̲e̲r̲i̲e̲n̲c̲e̲: Contributed to the growth of McKinsey’s Digital and Analytics (DnA) Practice and QuantumBlack by delivering 30+ AI/ML client transformations across NA and Asia, leading McKinsey\'s exclusive partnerships with AI companies, and led acquisition of MLOps platforms. & :a) P̲r̲e̲d̲i̲c̲t̲i̲v̲e̲ M̲o̲d̲e̲l̲i̲n̲g̲: EDA, data processing, feature engineering, model training, optimization, validation, monitoring)b) M̲a̲c̲h̲i̲n̲e̲ L̲e̲a̲r̲n̲i̲n̲g̲ O̲p̲e̲r̲a̲t̲i̲o̲n̲s̲ (̲M̲L̲O̲p̲s̲)̲: Experiment tracking, CI/CD, Feature management (Feature Store), Containerized Deployment, Production monitoring (data and model drift analyses), LiveOps (Live Operations)c) G̲e̲n̲e̲r̲a̲t̲i̲v̲e̲ A̲I̲ (GenAI): RAG, Agentic AI, Evaluation, and Observabilityd) T̲e̲c̲h̲n̲i̲c̲a̲l̲ S̲t̲a̲c̲k̲: Python, SQL, AWS, LangChain, LangSmith, PyTorch, MLflow, Feast Feature Store, Dockere) S̲t̲r̲a̲t̲e̲g̲i̲c̲ P̲r̲o̲b̲l̲e̲m̲ S̲o̲l̲v̲i̲n̲g̲: Hypothesis Tree Refinement, Value-at-Stake Analysis, Data-to-Insights Storytelling

Experience

1. Principal

   Boston Consulting Group (BCG)

   Apr 2026 — Present

Education

• Jaypee University of Information Technology

  B.Tech, Computer Science & Engineering

  2003 — 2007

• University of Delhi

  Masters of Business Economics, Finance and Econometrics

  2010 — 2012

• Green Fields School

  A.I.S.S.C.E, Science, Economics

  1991 — 2003

• Emory University - Goizueta Business School

  Master of Business Administration (M.B.A.), Business Administration and Management, General

  2015 — 2016