Portfolio

Aaron R

Co-Founder at ZapServe • MSc Data Science & Geoinformatics Student • AI Engineer • GeoAI Researcher • Building Agentic AI and Geospatial Intelligence Systems.

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Aaron R
Python AI Engineer GeoAI LLMs RAG Agentic AI GIS Startup
01 — About

I'm a Co-Founder & Director of ZapServe Interconnecting Pvt Ltd — a DPIIT Recognized startup building an AI-powered hyperlocal service platform. I combine intelligent matching, real-time location detection, and multi-agent workflows to connect users with trusted service providers.

Currently pursuing my MSc in Data Science & Geoinformatics at Digital University Kerala / IIITM-K, I work at the intersection of Agentic AI, GeoAI, and Geospatial Intelligence — building systems like GeoSI, an AI-powered conversational geospatial operating system.

My work spans LLMs, RAG, Heterogeneous Graph Neural Networks (HGNNs), computer vision for satellite imagery, and autonomous GIS workflow automation — translating cutting-edge AI research into real-world systems.

DPIIT
Recognized Startup
8+
Certifications
96.6%
HGNN Model Accuracy
GeoSI
AI Geospatial System
02 — Education
2025 – 2027
MSc. Data Science & Geoinformatics
Digital University Kerala / IIITM-K

Specializing in applied data science, geospatial analytics, machine learning, GeoAI, and intelligent systems design. Research focus on Agentic AI, LLMs, and Geospatial Intelligence Systems.

2021 – 2024
BSc. Geology
University of Kerala

Core studies in earth sciences, spatial analysis, GIS mapping, and geological field research methodologies — forming the foundation for my GeoAI and remote sensing work.

2019 – 2021
Higher Secondary · Agriculture Science
Govt. VHSS Malayinkil

Foundation in agricultural sciences, environmental studies, and biological systems.

03 — Experience
2025 – Present · Full-time
Co-Founder & Director
ZapServe Interconnecting Pvt Ltd

Leading product development, AI engineering, and platform architecture for a DPIIT Recognized hyperlocal service marketplace. Built and deployed the AI Matching Engine, managed MVP development, startup operations, fundraising preparation, and team building.

2021 – 2024 · Academic
Geology Specialist
University College Thiruvananthapuram

Applied GIS and remote sensing techniques for geological surveys. Conducted fieldwork, spatial data analysis, and research presentations — grounding expertise in geospatial data processing.

04 — Skills
💻 Programming & Software Engineering
  • Python
  • SQL
  • JavaScript, HTML, CSS
  • C / C++
  • Java
  • Git & GitHub
  • Linux
  • REST APIs
🤖 Artificial Intelligence & ML
  • Machine Learning
  • Deep Learning
  • Large Language Models (LLMs)
  • Retrieval-Augmented Generation (RAG)
  • Agentic AI Systems
  • Multi-Agent Systems
  • Generative AI & Prompt Engineering
  • Graph Neural Networks (GNNs / HGNNs)
  • Computer Vision
  • Feature Engineering
🧠 AI Frameworks & Libraries
  • PyTorch
  • Scikit-Learn
  • OpenCV
  • LangChain
  • LangGraph
  • CrewAI
  • Ollama
  • Hugging Face Transformers
  • Pydantic AI
🌍 Geospatial AI & GIS
  • Geographic Information Systems (GIS)
  • QGIS
  • GeoAI
  • Remote Sensing
  • Satellite Image Analysis
  • Geospatial Feature Extraction
  • Raster & Vector Data Processing
  • GeoPandas
  • PostGIS & Spatial Databases
  • NetCDF Processing
  • Geospatial Intelligence Systems
☁️ Cloud, DevOps & Infrastructure
  • Docker
  • Kubernetes
  • OpenShift
  • Cloud Computing
  • Containerization
  • MLOps Fundamentals
  • CI/CD Fundamentals
  • Firebase & Supabase
📊 Data Science & Analytics
  • Data Cleaning & Wrangling
  • Data Visualization
  • Exploratory Data Analysis (EDA)
  • Statistical Analysis
  • Predictive Analytics
  • Business Intelligence
  • Data Mining
🚀 Startup & Product Development
  • Product Architecture
  • MVP Development
  • System Design
  • AI Product Development
  • Platform Architecture
  • Entrepreneurship
  • Technical Leadership
  • Agile Development
  • Team Management
  • Business Strategy
🌐 Languages
  • English
  • Malayalam
  • Hindi
05 — Technologies
Python PyTorch Scikit-Learn OpenCV LangChain LangGraph CrewAI Ollama Hugging Face Pydantic AI Docker Kubernetes OpenShift Git GitHub QGIS GeoPandas PostGIS Linux Firebase Supabase React TypeScript Tailwind CSS Vite SQL NetCDF REST APIs C / C++ Java
06 — Research Interests
Agentic AI Systems
Geospatial Artificial Intelligence (GeoAI)
Large Language Models (LLMs)
Retrieval-Augmented Generation (RAG)
Multi-Agent Systems
AI for Earth Observation
Computer Vision for Remote Sensing
Geospatial Intelligence Systems
Autonomous GIS Workflow Automation
Spatial Knowledge Graphs
Deep Learning for Satellite Imagery
AI-Powered Decision Support Systems
Graph Neural Networks (GNNs & HGNNs)
Generative AI & Prompt Engineering
07 — Projects
GeoAI · Multi-Agent · LLMs · RAG

GeoSI — Geospatial Intelligence System

AI-powered conversational geospatial operating system integrating LLMs, RAG, GIS, GeoAI, and multi-agent workflows. Enables natural language interaction with spatial data, automated GIS operations, and intelligent geospatial decision support.

LangGraphRAGGeoAILLMsMulti-Agent
HGNN · Graph Neural Networks · 96.6% Accuracy

Credit Card Fraud Detection using HGNN

Heterogeneous Graph Neural Network model for credit card fraud detection achieving 96.6% accuracy and 0.79 ROC-AUC. Models transaction networks as heterogeneous graphs to identify complex fraud patterns invisible to traditional methods.

PyTorchHGNNGNNFraud Detection
Agentic AI · RAG · LangGraph

ExamGPT — Agentic RAG Exam System

Agentic RAG system for intelligent exam preparation using LangGraph and LLMs. Autonomously retrieves relevant study material, generates contextual questions, evaluates answers, and adapts difficulty — acting as an intelligent AI study companion.

LangGraphRAGLLMsAgentic AI
Computer Vision · YOLO · Satellite Imagery

AI-Powered Geospatial Feature Extraction

YOLO + OpenCV + PyTorch based system for automated extraction of geospatial features from satellite imagery. Detects and classifies terrain features, land use patterns, and infrastructure elements from high-resolution satellite data.

YOLOPyTorchOpenCVRemote Sensing
AI Matching · Hyperlocal · Startup

ZapServe AI Matching Engine

AI-based worker recommendation and hyperlocal service allocation system powering the ZapServe platform. Combines real-time location intelligence, skill matching algorithms, and demand prediction to optimally connect users with service providers.

AI MatchingReal-TimeStartupPlatform
GIS · Remote Sensing · Field Research

Geological Survey & GIS Mapping

Applied remote sensing and GIS techniques for geological field surveys — spatial data analysis, terrain modeling, raster processing, and research presentations at University of Kerala. Foundation for advanced GeoAI research.

QGISRemote SensingField ResearchGeoPandas
08 — Certifications
☁️
Google Cloud Data Analytics Professional Certificate
Google · Credly
Data Analytics · SQL · Data Visualization · Business Intelligence · Dashboarding · Cloud Data Workflows
View Badge ↗
🐳
Containers with Docker, Kubernetes & OpenShift
IBM · Coursera
Docker · Kubernetes · OpenShift · Containerization · Cloud-Native · DevOps · Microservices
View Certificate ↗
🌐
Computer Networks and Network Security
IBM · Coursera
Computer Networks · Routing & Switching · TCP/IP · Network Security · Cybersecurity · Threat Mitigation
View Certificate ↗
⚙️
Coding for Everyone: C and C++
UC Santa Cruz · Coursera
C Programming · C++ · Algorithms · Data Structures · Problem Solving · Software Development
View Certificate ↗
📊
Career Essentials in Data Analysis
Microsoft & LinkedIn Learning
Data Analysis · SQL · Data Visualization · Business Intelligence · Excel · Dashboarding · Data-Driven Decisions
View Certificate ↗
🤖
Agentic AI with LangChain and LangGraph
Coursera
Agentic AI · LangChain · LangGraph · Multi-Agent Systems · LLMs · RAG · AI Automation · Tool Use
View Certificate ↗
09 — Achievements

DPIIT Recognized Startup Founder
ZapServe Interconnecting Pvt Ltd recognized under the Startup India initiative by DPIIT, Government of India.

Co-Founder & Director — ZapServe Interconnecting Pvt Ltd
Incorporated technology company building AI-powered hyperlocal services. Leading product strategy, AI engineering, and operations.

Built GeoSI — AI Powered Geospatial Operating System
Developed a conversational AI system integrating LLMs, RAG, GeoAI, and multi-agent workflows for geospatial intelligence.

Developed HGNN Fraud Detection System (96.6% Accuracy)
Designed and trained a Heterogeneous Graph Neural Network achieving 96.6% accuracy and 0.79 ROC-AUC on credit card fraud detection.

Built Agentic RAG Systems and Multi-Agent Workflows
Developed production-ready Agentic AI systems using LangGraph, CrewAI, and LangChain for intelligent automation pipelines.

Expertise in LLMs, GeoAI & Intelligent GIS Automation
Deep practical expertise spanning Large Language Models, Geospatial AI, and autonomous GIS workflow automation for earth observation and decision support.

MVP Platform Deployed
Successfully built and deployed the ZapServe minimum viable product — a full-stack AI-powered hyperlocal service marketplace.

Startup Pitching Programs
Participated in competitive startup pitching events, presenting ZapServe's vision to investors, accelerators, and mentors.

10 — Contact
📞
Phone
+91 9961317151
✉️
Email
📍
Location
Thiruvananthapuram, Kerala, India
🎓
Currently
MSc. Data Science & Geoinformatics · Digital University Kerala

"Building intelligent systems at the intersection of Agentic AI, GeoAI, and real-world impact — where geospatial intelligence meets autonomous decision-making."