About

Education · Skills · Approach

Builds the models.Does the data work.

MS Data Science candidate at Columbia focused on climate and weather ML — turning climate data into models and tools people can actually trust and use — with applied work in LLM agents and medical-imaging AI.

Education

Columbia University logo

Aug 2025 — Dec 2026

Columbia University

MS in Data Science

Machine Learning · Computer Vision · Probability & Statistics · Linear Algebra · Algorithms · Statistical Inference

New York, USA

Kumaraguru College of Technology logo

Jun 2020 — May 2024

Kumaraguru College of Technology

BTech in Information Technology

Foundations in software, data systems and applied statistics.

Coimbatore, India

Toolkit

Five layers, one stack.

Read top-down like an atmospheric column: the science at the top, the infrastructure it stands on below.

L5

Weather–Climate ML

Prithvi-WxCLatent extractionS2S forecastingMJO · MISO · ENSO · IODU-Net / CNNFiLM conditioningML emulation
L4

Applied AI

LLM agentsRAG / Self-RAGKnowledge graphsVision-language modelsCausal inference (Double ML / EconML)GAMsSnowflake CortexStreamlit
L3

Climate Data

xarraynetCDFReanalysis & gridded dataRegriddingGeospatial pipelinesData lineageReproducible pipelines
L2

Evaluation

RPSSLeave-one-year-outAblation studiesCalibrationLeakage detection
L1

Programming & Infra

PythonNumPy · pandasPyTorchTransformersSQLSnowflakeFastAPIDockerAWSGit