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Amazon ML Scientist | Generative AI, LLM, NLP, Agentic AI | Machine Learning, Deep Learning | Python, SQL, RAG | AI Infra, MLOps, AWS, GPU | PyTorch, TensorFlow | Large Language Model, GenAI | Data Scientist, ML Engineer
As a seasoned ML Scientist Tech Lead with over 9 years of experience, I spearheaded the development & end-to-end ML lifecycle of 39+ transformative AI/ML projects across multiple MNCs like Amazon, Cisco, Rakuten, Microsoft, Oracle. My career has been marked by a relentless pursuit of innovation, driving high-performing teams to deliver strategic initiatives which significantly impact business outcomes. I have worked on advanced domains of Artificial Intelligence (Computer Vision, Deep Learning, NLP, NLG, Graph Neural networks, Large Language Models, Recommender system, Agentic AI), along with my Bachelor's, Master's degrees in Computer Science and an ongoing STEM MBA at OSU Fisher. I am actively seeking new opportunities like Senior/Principal/Lead Applied Scientist, Research Scientist, Data Scientist, Engineering Manager, SDM & senior leadership roles where I can leverage my technical expertise, strategic vision, passion for innovation to drive groundbreaking growth & achieve unparalleled business success. Technical Skills- Programming Languages: Python, C++, R, Java, Scala Micro-services: Docker, Kubernetes Big Data Frameworks: Spark, Hadoop Machine Learning: Classification, Regression, Ensemble Models- Random Forest, Boosting (GBM, LightGBM, XGBoost), Reinforcement Learning, Probabilistic Models, Data Science Deep Learning: LSTM, CNN, Transfer Learning, Optimization Functional ML Skills: Statistics, Probability, Recommendation Systems, Feature Engineering, Hyper-parameter Tuning Computer Vision- Object Detection Models: YOLO, SSD, Faster R-CNN, EfficientNet Natural Language Processing: Word2Vec, GloVe, fastText; Transformers- BERT, RoBERTa, BART, XLNet, T5, GPT-3 Large Language Models (LLM): GPT-5, Falcon, Claude, Llama, Alpaca, Vicuna, Mistral, Mixtral8x7B, ChatGPT, Phi, Llama, DeepSeek Gen AI Tools: SFT, IFT, PEFT, LORA, QLORA, RAG, RLHF, DPO, Langchain, Vect
The Ohio State University Fisher College of Business
Master of Business Administration - MBA, Business Administration and Management, General
August 1, 2025 – April 1, 2027
Birla Institute of Technology and Science, Pilani
Master of Engineering - MEng, Computer Science
N/A – Present
Harvard Business School Online
Credential of Readiness (CORe), Business Analytics, Economics for Managers, Financial Accounting
N/A – Present
Birla Institute of Technology and Science, Pilani
Bachelor of Engineering - BE, Computer Science
N/A – Present
Amazon
Applied Scientist Lead
January 1, 2021 – Present
India
Oracle
Senior Applied Scientist
January 1, 2019 – January 1, 2021
Bengaluru, Karnataka, India
Rakuten India
Research Scientist
August 1, 2018 – January 1, 2019
India
Cisco
Software Engineer
January 1, 2017 – July 1, 2018
India
Microsoft
Research Fellow
January 1, 2016 – December 1, 2016
Indian Statistical Institute, Kolkata
Research Intern
May 1, 2015 – July 1, 2015
Indian Institute of Technology, Kharagpur
Research And Development Scientist
May 1, 2014 – July 1, 2014
Birla Institute of Technology and Science, Pilani
Professional Teaching Assistant
January 1, 2014 – December 1, 2015
India
International Project Management - Master Class, UDEMY
Udemy
June 25, 2026 – Present
Learn Angular 5 from Scratch UDEMY
Udemy
June 25, 2026 – Present
Learn Dart Web Programming UDEMY
Udemy
June 25, 2026 – Present
12 Steps to build your own Website with WordPress UDEMY
Udemy
June 25, 2026 – Present
PHP OOP - Understand Object Oriented Programming in PHP UDEMY
Udemy
June 25, 2026 – Present
Startup Course for Future Entrepreneur - BUS102, UDEMY
Udemy
June 25, 2026 – Present
Javascript Essentials UDEMY
Udemy
June 25, 2026 – Present
10 FREE Blogging Tools That Will Make You a Better Blogger, UDEMY
Udemy
June 25, 2026 – Present
Big data Internship Program - Foundation, UDEMY
Udemy
June 25, 2026 – Present
Data Privacy Fundamentals [Cognitive Class IBM DS0301EN]
Cognitive Class
June 25, 2026 – Present
Change Management Fundamentals: Beginner To Advanced, UDEMY
Udemy
June 25, 2026 – Present
The Ultimate Guide in Becoming a SQL Server DBA, UDEMY
Udemy
June 25, 2026 – Present
Cloud Computing: The Technical essentials, UDEMY
Udemy
June 25, 2026 – Present
Become an Android Developer from Scratch, UDEMY
Udemy
June 25, 2026 – Present
Introduction to Databases and SQL Querying, Udemy
Udemy
June 25, 2026 – Present
Data Structures & Algorithms - Interview, UDEMY
Udemy
June 25, 2026 – Present
Advanced Databases and SQL Querying, UDEMY
Udemy
June 25, 2026 – Present
Network Security Essentials UDEMY
Udemy
June 25, 2026 – Present
The Complete HTML5 Course 2018: From Beginning to Advanced! UDEMY
Udemy
June 25, 2026 – Present
Angular - Mastering the Basics UDEMY
Udemy
June 25, 2026 – Present
Introduction to Programming with Python
Alison
June 25, 2026 – Present
Marketing your Business Online with Google, UDEMY
Udemy Online
June 25, 2026 – Present
Build Your Own Chatbot [IBM Cognitive Class]
Cognitive Class
June 25, 2026 – Present
Digital Marketing Research, Udemy
Udemy
June 25, 2026 – Present
Code Your Own Cryptocurrency on Ethereum (ERC-20 Token), Udemy
Udemy
June 25, 2026 – Present
3 Minute German - Free taster course, Udemy
Udemy
June 25, 2026 – Present
WEB DESIGN FOR WEB DEVELOPERS
Udemy
June 25, 2026 – Present
Step-By-Step Cryptocurrency Investment Course, Udemy
Udemy
June 25, 2026 – Present
Stock Market Investing for Beginners, UDEMY
Udemy
June 25, 2026 – Present
INTRO TO LINUX SHELL SCRIPTING, Udemy
Udemy
June 25, 2026 – Present
Become A Forex Trader - Forex trading like a professional, UDEMY
Udemy
June 25, 2026 – Present
R Basics - R Programming Language Introduction, UDEMY
Udemy
June 25, 2026 – Present
Hacking For Beginners, UDEMY
Udemy
June 25, 2026 – Present
3 Minute French - Free taster course, UDEMY
Udemy
June 25, 2026 – Present
Hypothesis-Driven Development
University of Virginia Darden School of Business
June 25, 2026 – Present
Six Sigma Advanced Analyze Phase
Kennesaw State University
June 25, 2026 – Present
Data Science
IBM
June 25, 2026 – Present
Software Product Management
University of Alberta
June 25, 2026 – Present
Six Sigma Green Belt Specialization
Kennesaw State University
June 25, 2026 – Present
Six Sigma Tools for Analyze
Kennesaw State University
June 25, 2026 – Present
Six Sigma Principles
Kennesaw State University
June 25, 2026 – Present
Six Sigma Advanced Define and Measure Phases
Kennesaw State University
June 25, 2026 – Present
Six Sigma Advanced Improve and Control Phases
Kennesaw State University
June 25, 2026 – Present
Organization Planning and Development for the 6 σ Black Belt
Kennesaw State University
June 25, 2026 – Present
AWS Fundamentals Specialization
Amazon Web Services
June 25, 2026 – Present
Architecting Solutions on AWS
Amazon Web Services
June 25, 2026 – Present
Migrating to the AWS Cloud
Amazon Web Services
June 25, 2026 – Present
AWS Cloud Technical Essentials
Amazon Web Services (AWS)
June 25, 2026 – Present
Principles of Management
The Johns Hopkins University
June 25, 2026 – Present
Product Analytics and AI
University of Virginia Darden School of Business
June 25, 2026 – Present
Digital Product Management Specialization
University of Virginia Darden School of Business
June 25, 2026 – Present
Software Processes and Agile Practices
University of Alberta
June 25, 2026 – Present
Managing an Agile Team
University of Virginia Darden School of Business
June 25, 2026 – Present
Agile Meets Design Thinking
University of Virginia Darden School of Business
June 25, 2026 – Present
Project Initiation: Starting a Successful Project
June 25, 2026 – Present
Project Planning: Putting It All Together
June 25, 2026 – Present
Generative AI for Data Science with Copilot
Microsoft
June 25, 2026 – Present
Project Execution: Running the Project
June 25, 2026 – Present
Data Preparation and Evaluation with Copilot
Microsoft
June 25, 2026 – Present
Natural Language Processing in Microsoft Azure
Microsoft
June 25, 2026 – Present
Data Analysis, Visualization, and Communication with Copilot
Microsoft
June 25, 2026 – Present
Microsoft Copilot for Data Science Specialization
Microsoft
June 25, 2026 – Present
Artificial Intelligence on Microsoft Azure
Microsoft
June 25, 2026 – Present
Computer Vision in Microsoft Azure
Microsoft
June 25, 2026 – Present
Microsoft Azure AI Fundamentals AI-900 Exam Specialization
Microsoft
June 25, 2026 – Present
Robotics for Beginners-Build Time Control Robot from scratch UDEMY
Udemy
June 25, 2026 – Present
Java Tutorial for Complete Beginners
Udemy
June 25, 2026 – Present
CSS3 Fundamentals UDEMY
Udemy
June 25, 2026 – Present
SWOT Analysis for Organizational Success UDEMY
Udemy
June 25, 2026 – Present
Business Administration for Your Business - BUS103 UDEMY
Udemy
June 25, 2026 – Present
Java Programming for Complete Beginners in 250 Steps, UDEMY
Udemy
June 25, 2026 – Present
Management & Leadership Course for New Manager - BUS104 UDEMY
Udemy
June 25, 2026 – Present
Become an iOS Developer from Scratch UDEMY
Udemy
June 25, 2026 – Present
Android Classroom UDEMY
Udemy
June 25, 2026 – Present
Introduction To Python Programming UDEMY
Udemy
June 25, 2026 – Present
Learn to build OVM & UVM Testbenches from scratch UDEMY
Udemy
June 25, 2026 – Present
Raspberry Pi Workshop 2018 UDEMY
Udemy
June 25, 2026 – Present
SOC Verification using SystemVerilog UDEMY
Udemy
June 25, 2026 – Present
Arduino Workshop 2018 | A step-by-step Arduino how-to guide UDEMY
Udemy
June 25, 2026 – Present
IC Design Process: A Beginner's Overview to VLSI Technology UDEMY
Udemy
June 25, 2026 – Present
Agentic AI and AI Agents: A Primer for Leaders
Vanderbilt University
June 25, 2026 – Present
Social Media Management UDEMY
Udemy
June 25, 2026 – Present
Generative AI for Leaders- Coursera
Vanderbilt University
June 25, 2026 – Present
Introduction to Management Consulting
Emory University
June 25, 2026 – Present
Product Management Specialization
IBM
June 25, 2026 – Present
High Performance Collaboration: Leadership, Teamwork, and Negotiation
Northwestern University - Kellogg School of Management
June 25, 2026 – Present
Foundations of Project Management
June 25, 2026 – Present
Introduction to Generative AI for Software Development
DeepLearning.AI
June 25, 2026 – Present
Inspiring and Motivating Individuals
University of Michigan - Stephen M. Ross School of Business
June 25, 2026 – Present
Six Sigma and the Organization (Advanced)
Kennesaw State University
June 25, 2026 – Present
Introduction to Cyber Attacks
New York University
June 25, 2026 – Present
Leading Teams: Developing as a Leader
Gies College of Business - University of Illinois Urbana-Champaign
June 25, 2026 – Present
ChatGPT for Project Management: Execution, Tracking, Success
Vanderbilt University
June 25, 2026 – Present
Prompt Engineering for ChatGPT
Vanderbilt University
June 25, 2026 – Present
What is Compliance?
University of Pennsylvania
June 25, 2026 – Present
Client Needs and Software Requirements
University of Alberta
June 25, 2026 – Present
Strategy and Innovation for Agile Organizations
Duke University - The Fuqua School of Business
June 25, 2026 – Present
What’s Your Big Idea?
The Graduate School at the University of North Carolina at Chapel Hill
June 25, 2026 – Present
Emory University Marketing Channel Strategy & B2B2C Routes to Market
Emory University - Goizueta Business School
June 25, 2026 – Present
Marketing Channel Benefits
Emory University - Goizueta Business School
June 25, 2026 – Present
Influencing People
University of Michigan - Stephen M. Ross School of Business
June 25, 2026 – Present
Python Essentials for MLOps
Duke University
June 25, 2026 – Present
AI Infrastructure and Operations Fundamentals
NVIDIA
June 25, 2026 – Present
Fundamentals of Product Management
Board Infinity
June 25, 2026 – Present
Marketing Analytics Foundation
Meta
June 25, 2026 – Present
Agile Strategy for Competitive Advantage
Duke University - The Fuqua School of Business
June 25, 2026 – Present
Customer-Centric Innovation
Duke University - The Fuqua School of Business
June 25, 2026 – Present
Mastering Product Management Interviews: A Strategic Guide
Board Infinity
June 25, 2026 – Present
Reviews & Metrics for Software Improvements
University of Alberta
June 25, 2026 – Present
Financial Management Specialization
Duke University - The Fuqua School of Business
June 25, 2026 – Present
Financial Statements
Duke University - The Fuqua School of Business
June 25, 2026 – Present
Business Impact
Duke University - The Fuqua School of Business
June 25, 2026 – Present
ChatGPT for Project Management - Leveraging AI for Success
Vanderbilt University
June 25, 2026 – Present
OpenAI GPTs: Creating Your Own Custom AI Assistants
Vanderbilt University
June 25, 2026 – Present
Design Thinking for Innovation
University of Virginia
June 25, 2026 – Present
IBM & Darden Digital Strategy Specialization
University of Virginia Darden School of Business
June 25, 2026 – Present
Balance Sheet and Business Cases
Duke University - The Fuqua School of Business
June 25, 2026 – Present
Business Value Creation
Duke University - The Fuqua School of Business
June 25, 2026 – Present
Generative AI Leadership & Strategy
Vanderbilt University
June 25, 2026 – Present
Project Management & Other Tools for Career Development
University of California, Irvine - The Paul Merage School of Business
June 25, 2026 – Present
System Issues in Cloud Computing
Georgia Institute of Technology
June 25, 2026 – Present
Global Financial Markets and Instruments
Rice University
June 25, 2026 – Present
Leading Teams
University of Michigan - Stephen M. Ross School of Business
June 25, 2026 – Present
Managing Talent
University of Michigan - Stephen M. Ross School of Business
June 25, 2026 – Present
Intro to AR/VR/MR/XR: Technologies, Applications & Issues
University of Michigan
June 25, 2026 – Present
Strategic Product Management
Board Infinity
June 25, 2026 – Present
Foundational Finance for Strategic Decision Making
University of Michigan - Stephen M. Ross School of Business
June 25, 2026 – Present
Risk Management
New York Institute of Finance
June 25, 2026 – Present
Introduction to Risk Management
New York Institute of Finance
June 25, 2026 – Present
Meta Marketing Science Certification Prep
Meta
June 25, 2026 – Present
Generative AI Assistants Specialization
Vanderbilt University
June 25, 2026 – Present
Trustworthy Generative AI
Vanderbilt University
June 25, 2026 – Present
Business Finance and Data Analysis Fundamentals
Rice University - Susanne M. Glasscock School of Continuing Studies
June 25, 2026 – Present
Introduction to Cyber Security
New York University
June 25, 2026 – Present
Optimizing a Website for Google Search
University of California, Davis - Graduate School of Management
June 25, 2026 – Present
Introduction to Time Value of Money (TVM)
University of Michigan - Stephen M. Ross School of Business
June 25, 2026 – Present
Change Management for Generative AI
Vanderbilt University
June 25, 2026 – Present
Leading People and Teams
University of Michigan - Stephen M. Ross School of Business
June 25, 2026 – Present
Research Data Management and Sharing
UNC Kenan-Flagler Business School
June 25, 2026 – Present
Building Cloud Computing Solutions at Scale
Duke University
June 25, 2026 – Present
Extended Reality for Everybody
University of Michigan - Stephen M. Ross School of Business
June 25, 2026 – Present
MLOps | Machine Learning Operations
Duke University
June 25, 2026 – Present
Data Analysis for Managerial Decision-Making
Rice Business
June 25, 2026 – Present
Product Management: Developing and Delivering a New Product
IBM
June 25, 2026 – Present
Product Management: Capstone Project
IBM
June 25, 2026 – Present
Product Management: Foundations & Stakeholder Collaboration
IBM
June 25, 2026 – Present
Introduction to Agile Development and Scrum
IBM
June 25, 2026 – Present
Generative AI for Product Managers Specialization
IBM
June 25, 2026 – Present
Generative AI: Supercharge Your Product Management Career
IBM
June 25, 2026 – Present
Generative AI: Foundation Models and Platforms
IBM
June 25, 2026 – Present
Product Management: Building AI-Powered Products
IBM Watson Talent - Business Partner is now High Performance Profiling
June 25, 2026 – Present
Generative AI: Prompt Engineering Basics
IBM
June 25, 2026 – Present
Introduction to Artificial Intelligence (AI)
IBM
June 25, 2026 – Present
Generative AI: Introduction and Applications
IBM
June 25, 2026 – Present
Product Management Certification Specialization
SkillUp Education
June 25, 2026 – Present
Management Consulting Specialization
Emory University - Goizueta Business School
June 25, 2026 – Present
Consulting Presentations and Storytelling
Emory University - Goizueta Business School
June 25, 2026 – Present
Consulting Tools and Tips
Emory University - Goizueta Business School
June 25, 2026 – Present
Consulting Approach to Problem Solving
Emory University - Goizueta Business School
June 25, 2026 – Present
Getting a Consulting Job
Emory University - Goizueta Business School
June 25, 2026 – Present
Product Management: Initial Product Strategy and Plan
IBM
June 25, 2026 – Present
Google Project Management: Specialization
June 25, 2026 – Present
Agile Project Management
June 25, 2026 – Present
Capstone: Applying Project Management in the Real World
June 25, 2026 – Present
Preparing for AI-900: Microsoft Azure AI Fundamentals exam
Microsoft
June 25, 2026 – Present
Microsoft Azure Machine Learning
Microsoft
June 25, 2026 – Present
Introduction to Digital Transformation Part 1
University of Virginia Darden School of Business
June 25, 2026 – Present
Agentic AI and AI Agents for Leaders Specialization
Vanderbilt University
June 25, 2026 – Present
Leading the Modern Day Business Specialization
Boston Consulting Group (BCG)
June 25, 2026 – Present
Customer-Centric IT Strategy
Boston Consulting Group (BCG)
June 25, 2026 – Present
Digital Transformation
University of Virginia
June 25, 2026 – Present
Risk Management and Financial Theory
Duke University - The Fuqua School of Business
June 25, 2026 – Present
ChatGPT for Project Management: Insight, Planning, & Success
Vanderbilt University
June 25, 2026 – Present
Investment Evaluation
Duke University - The Fuqua School of Business
June 25, 2026 – Present
Cash Flow Management
Duke University - The Fuqua School of Business
June 25, 2026 – Present
Introduction to Cloud Computing
IBM
June 25, 2026 – Present
Introduction to Data Analytics
IBM
June 25, 2026 – Present
Introduction to Digital Transformation Part 2
University of Virginia Darden School of Business
June 25, 2026 – Present
AWS - Solutions Architecture Job Simulation
Forage
June 25, 2026 – Present
The Strategist's Challenge
University of Virginia Darden School of Business
June 25, 2026 – Present
Product Ideation, Design, and Management Specialization
University of Maryland
June 25, 2026 – Present
Establishing Product-Market Fit
University of Maryland
June 25, 2026 – Present
Creative Design, Prototyping, and Testing
University of Maryland
June 25, 2026 – Present
Financial Management for Product Leaders
University of Maryland
June 25, 2026 – Present
Product Management Essentials
University of Maryland
June 25, 2026 – Present
Developing Innovative Ideas for Product Leaders
University of Maryland
June 25, 2026 – Present
IBM Product Manager Specialization
IBM
June 25, 2026 – Present
IBM AI Product Manager Specialization
IBM
June 25, 2026 – Present
Practice Exam for AIPMM Certified Product Manager (CPM)
IBM
June 25, 2026 – Present
Cultural Fit Analysis
The candidate has a diverse background working at large tech companies (Amazon, Oracle, Cisco, Microsoft) and research institutions. Their involvement in hackathons and continuous learning through numerous certifications suggests a proactive and innovative mindset. The breadth of their experience across different ML domains (CV, NLP, Recommender Systems, Anomaly Detection) indicates adaptability. However, the sheer volume of certifications, some of which are very basic or unrelated to the core ML Engineer role, might suggest a broad but potentially shallow engagement in some areas, or a strong drive for continuous learning that could be beneficial.
Soft Skills & Operational Fit
The candidate demonstrates strong leadership, project management, and mentoring skills through their roles at Amazon and Oracle. Their experience in leading teams and deploying models to production indicates operational effectiveness. The numerous certifications in project management, leadership, and change management further support a strong operational fit, though these are not directly assessed by completed tests.