プロフィール詳細

プロジェクトを作成

★★★★★

☆☆☆☆☆

★★★★★

☆☆☆☆☆

Dr. Vineet Y.に依頼

United States

Independent Data Scientist | Expert in Sparse Matrix Optimization, Statistical Modeling & Climate Systems Analysis

プロフィール概要

I am a data scientist and research engineer with 10+ years of experience developing advanced computational and statistical models for large-scale environmental, atmospheric, and machine learning applications. My work integrates C/C++ high-performance computing, OpenMP parallelization, and Python scientific stack (NumPy, SciPy, PyTorch) to design efficient algorithms for sparse and dense matrix operations, inverse modeling, and agent-based simulations. I have led and contributed to multiple NASA and DOE projects focused on greenhouse gas emissions modeling, uncertainty quantification, and simulation of socio-technical systems. I also publish independently on theoretical aspects of AI scaling, information compression, and epistemic limits of knowledge generation.

専門分野

• ☆ Data Analysis
• ☆ Image Processing
• ☆ Computer Simulation/Computational Modeling
• ☆ Algorithm Design
• ☆ Predictive Modeling & Analytics
• ☆ Data Processing
• ☆ Data Exploration
• ☆ Cluster Analysis
• ☆ Data Visualization
• ☆ Big Data Analytics
• ☆ Data Management
• ☆ Data Manipulation
• ☆ Machine Learning
• ☆ Data Mining
• ☆ Data Cleaning
• ☆ Pattern Recognition
• ☆ Deep Learning
• ☆ Business Analytics
• ☆ Statistics
• ☆ Applied Statistics
• ☆ Comparative Analysis
• ☆ Regression Analysis
• ☆ Multivariate Analysis
• ☆ Nonlinear Regression
• ☆ Correlation Analysis
• ☆ Statistical Computing
• ☆ Spatial Statistics
• ☆ Trend Analysis
• ☆ Earth & Atmospheric Science
• ☆ Geographic Information Systems (GIS)
• ☆ Geography & Cartography
• ☆ Human Geography
• ☆ Geographic Information Systems
• ☆ Climate Science
• ☆ Environmental Science
• ☆ Environmental Management & Protection
• ☆ Environmental Statistics
• ☆ Applied Mathematics
• ☆ Mathematical Models
• ☆ Computational Sciences
• ☆ Information Retrieval
• ☆ Python
• ☆ Matlab
• ☆ Excel
• ☆ LaTex
• ☆ R
• ☆ Scikit-learn
• ☆ Hypothesis
• ☆ Peer Review
• ☆ Research Methodology
• ☆ Survey Design & Methodology
• ☆ Fact Checking
• ☆ Literature Search
• ☆ Technical & Scientific Writing
• ☆ Journal Selection
• ☆ Manuscript & Journal Article Writing
• ☆ Textbook Content Writing
• ☆ Science Communication
• ☆ Literature Review
• ☆ Traditional/Narrative Literature Review

サービス

• Data & AI

Data & AI Predictive Modeling, Statistical Analysis, Image Processing, Image Analysis, Algorithm Design-Non ML, Algorithm Design-ML

職務経験

Data Scientist V

Jet Propulsion Laboratory

9月 2014 - 現在

Senior Research Associate

Carnegie Institution for Science, Stanford University

6月 2011 - 9月 2014

Research Fellow

University of Michigan

2月 2008 - 5月 2011

学歴

PhD

University of Iowa

1月 2004 - 1月 2008

M.Phil

University of Cambridge, United Kingdom

9月 2001 - 9月 2003

認定資格

• 認定資格の詳細は未入力です。