Data Engineering
I clean, transform, validate, and prepare large datasets using Python, SQL, feature engineering, and ETL pipelines.
Data Scientist | Machine Learning & Generative AI
I build production-ready machine learning, forecasting, Generative AI, and data-driven systems that turn complex information into practical business and operational insight.
Ask me anything
About
I build production AI systems from data to deployment.
Data Scientist
I’m a Data Scientist with five years of experience solving complex business and operational problems with data, machine learning, and AI.
Machine Learning
I build, tune, test, and deploy predictive models for real production environments.
Deep Learning
I use TensorFlow and PyTorch to model complex patterns that traditional approaches cannot capture effectively.
NLP
I build systems that classify, search, extract, and understand information from text.
Forecasting
I developed forecasting systems to estimate vessel behaviour when GPS or satellite signals were limited.
Generative AI
I integrate LLMs into workflows to automate analysis and make complex information easier to use.
RAG
I build retrieval pipelines that connect LLMs with relevant documents to produce contextual, grounded responses.
Toolkit
The tools I use to deliver.
PythonSQL
SELECTED DISCIPLINE
Programming
PythonSQL
Experience
Five years building for real operations.
JUN 2021 — JUN 2026Data Scientist
NavSim Technologies
St. John’s, NL, Canada5years in
production
production
Machine Learning Systems
Owned the end-to-end lifecycle of production ML systems, from experimentation and feature engineering through validation, release, monitoring, and improvement.
Forecasting & Navigation
Developed forecasting systems to estimate vessel behaviour when GPS or satellite signals were limited, using operational data and robust validation.
Generative AI
Integrated LLMs into internal workflows and built RAG pipelines for context-aware maritime document search and analysis.
APIs & Production Integration
Built and maintained FastAPI services so production systems could securely request and consume model predictions.
Testing & Automation
Created automated accuracy and stability tests plus reusable Python workflows for preparation, preprocessing, and experimentation.
Selected work
Problems I have solved.
Production-focused machine learning, forecasting, and Generative AI work.
Maritime Navigation Forecasting
Estimate vessel behaviour when GPS or satellite signals were limited.
PythonScikit-learnPandas
Production ML Prediction API
Give production applications a dependable way to consume machine learning predictions.
PythonFastAPIDocker
Intelligent Maritime Document Search
Make internal maritime knowledge easier to find and apply in context.
PythonLangChainLLMs
Model Monitoring & Validation
Identify drift, weak prediction areas, and instability before they affected operational reliability.
PythonPandasMachine Learning
Education
My engineering foundation.
Postgraduate
Master of Science in Computer Engineering
Memorial University of NewfoundlandSt. John’s, Newfoundland, Canada
Undergraduate
Bachelor of Technology in Information Technology
Jamia Hamdard UniversityNew Delhi, India
ContactI’m ready to solve your hardest
I’m ready to solve your hardest
data and AI problems.
I’m open to roles where I can turn difficult data and AI problems into dependable products people can use.