AI/ML Student | XAI, RAG, and Trustworthy Systems

Rupsha Debnath

AI & Machine Learning Student | Building Explainable AI, Healthcare AI, Cloud Security Analytics, and Intelligent Systems

B.Tech in Computer Science Engineering (AI & ML) | GPA 8.68 | Jul 2024 - Present

Artificial Intelligence and Machine Learning student passionate about developing intelligent systems that solve real-world problems. My work focuses on Explainable AI (XAI), Healthcare AI, Cloud Security Analytics, Retrieval-Augmented Generation (RAG), and Computer Vision. I enjoy transforming research ideas into practical applications through hackathons, open-source contributions, and collaborative projects.

10+Hackathons Participated
150+DSA Problems Solved
GSSoC 2026Contributor
Rupsha Debnath
LOC Kolkata, West Bengal, India

About Me

Driven by curiosity,
guided by purpose

I am an Artificial Intelligence and Machine Learning student based in Kolkata, India, with a strong interest in healthcare AI, cloud security, explainable machine learning, and intelligent systems.

My experience includes building AI-powered healthcare screening tools, cloud anomaly detection systems, environmental risk assessment platforms, and enterprise AI governance solutions.

I actively participate in hackathons, contribute to open-source programs, and continuously explore emerging areas such as Retrieval-Augmented Generation (RAG), AI security, and trustworthy AI.

Explainable AIHealthcare AICloud Security AnalyticsRetrieval-Augmented GenerationComputer VisionTrustworthy AIHackathonsOpen Source

🎯 Career Aspirations

Interested in internships, research opportunities, and collaborative projects in AI/ML, especially XAI, healthcare AI, cloud security, RAG, and trustworthy intelligent systems.

🎓 Academic Focus

B.Tech in CSE (AI & ML) at Institute of Engineering and Management, Kolkata. Minor in Cyber Security and Minor in Database Security and Access Control. Current CGPA: 8.68.

10+

Hackathons

150+

DSA Problems

GSSoC 2026

Contributor

Multi

AI/ML Projects

Technical Skills

Tools of the trade

PL
Programming Languages
PythonCJava
CS
Core CS Concepts
Data Structures & AlgorithmsObject-Oriented ProgrammingProblem Solving
ML
Machine Learning
Data PreprocessingFeature EngineeringModel TrainingModel Evaluation
DA
Data Analytics & Visualization
Power BIExploratory Data Analysis (EDA)
LF
Libraries & Frameworks
PandasNumPyMatplotlibScikit-learnTensorFlowFlask
TP
Tools & Platforms
GitGitHubVS CodeJupyter NotebookGoogle Colab

Featured Projects

Work that speaks

Selected AI, machine learning, security, and hackathon projects.

ONCO AI - Explainable Breast Image Screening System dashboard screenshot
Featured
AI/MLComputer VisionExplainable AI

Healthcare AI

ONCO AI - Explainable Breast Image Screening System

Explainable breast image screening system for early-stage cancer detection.

  • ->Built as an explainable breast image screening workflow
  • ->Focuses on early-stage cancer detection support
Context-Aware Cloud Anomaly Detection System dashboard screenshot
Featured
Cloud AnalyticsAnomaly Detection

Cloud Security Analytics

Context-Aware Cloud Anomaly Detection System

Context-aware cloud anomaly detection system for monitoring and risk analysis.

  • ->Built for context-aware monitoring and anomaly detection
  • ->Targets cloud infrastructure security use cases
AegisNexus AI - Enterprise AI Governance Prompt Security Platform dashboard screenshot
Featured
AI GovernancePrompt Security

AI Governance

AegisNexus AI - Enterprise AI Governance Prompt Security Platform

Enterprise AI governance platform focused on prompt security, AI policy compliance, and responsible LLM deployment. Built using IBM Granite, Langflow, and Flask to demonstrate secure enterprise AI workflows and governance practices.

  • ->Prompt security and governance framework
  • ->IBM Granite + Langflow powered architecture
  • ->Live demo available for review and presentation
Environmental AI Healthcare System using CNN and RAG dashboard screenshot
Featured
CNNRAG

AI for Healthcare

Environmental AI Healthcare System using CNN and RAG

Developed an AI-based environmental health monitoring system that classifies environmental conditions including air pollution, garbage accumulation, stagnant water, and clean environments.

  • ->Classifies environmental risks using EfficientNetB0 transfer learning.
  • ->Integrates RAG with Ollama and LLaMA models.
  • ->Generates AI-powered health recommendations.
  • ->Creates automated environmental assessment reports in PDF format.
*

RESEARCH

Research & Academic Work

Applied research projects, conference submissions, and ongoing technical investigations.

Featured ResearchResearch Paper

AI-Powered Intelligent Advisory System using CNN and RAG for Environmental Health Risk Detection

Designed an AI-powered intelligent advisory system that combines Convolutional Neural Networks (CNN) with Retrieval-Augmented Generation (RAG) to identify potential health risks from environmental factors. The system analyzes medical and environmental inputs to provide explainable, context-aware health recommendations while improving reliability through retrieval-based reasoning.

CNN | RAG | XAI | Healthcare AI

Conference Submission | Research Project | 2026

Conference Review Pending

Experience

Internships

Hands-on industry learning and applied technical work.

InternshipJun 2026 - Present

Artificial Intelligence Intern

Edunet Foundation (IBM SkillsBuild and AICTE)

Selected for a 6-week Artificial Intelligence internship and participating in mentor-guided learning focused on AI concepts, industry-oriented problem solving, and real-world applications of artificial intelligence. Developing hands-on AI projects while strengthening technical, analytical, and professional skills.

InternshipMar 2026 - Apr 2026

Cyber Security Intern

Edunet Foundation (VOIS for Tech Program, AICTE Certified)

Participated in a 4-week internship focused on cybersecurity, networking, and ethical hacking concepts. Gained hands-on experience with Kali Linux, Wireshark, Nmap, and Social Engineering Toolkit while exploring phishing attacks, MITM attacks, cryptography, and packet analysis using Gen-AI.

Leadership

Leadership and community

Organizing roles, mentoring, volunteering, and the community work that shaped my growth beyond coursework.

Leadership2026

Student Volunteer

ConnectTech 2026

Assisted in event coordination, technical sessions, and participant engagement.

Leadership2025

Student Volunteer

Rotary Business Summit 2025

Supported logistics, coordination, and event operations.

LeadershipOngoing

Event Organizer

Technical College Events

Helped organize workshops, technical sessions, competitions, and student engagement activities.

Volunteering2025 - 2026

Community Volunteer

Tech Communities

Contributed time to student-led initiatives, technical events, and collaborative community activities.

Journey

Journey so far

A chronological look at hackathons, competitions, and community contributions that shaped my growth.

Hackathons2026

GDG India Solution Challenge 2026

Hackathon Project

Co-developed AidFlow, an AI-driven crisis intelligence system using FastAPI, Gemini API, and Google Cloud Run.

Hackathons2026

IBM Bob Dev Day Hackathon

Hackathon Project

Built DevSprint AI, an AI-powered project generator for automated planning and starter code generation.

Competitions2026

Hack2Skill PromptWars

AI Election Assistant

Developed ELECTO, an AI-powered election assistant with cloud deployment and official resource integration.

Open Source Contributions2026

GirlScript Summer of Code

GSSoC 2026

Contributed to open-source AI and intelligent systems projects while collaborating with the broader developer community.

Technical Events2026

Script Grid Coding Contest

GeeksforGeeks Student Chapter

Participated in a coding contest that reinforced problem-solving, speed, and algorithmic thinking.

Community2025 - 2026

Technical Community Events

College and developer communities

Joined community-led sessions and technical meetups that strengthened my exposure to modern tools and teamwork.

Achievements

Selected accomplishments

A concise look at the milestones that best reflect my progress and technical direction.

GS
Featured2026

GSSoC Contributions

GirlScript Summer of Code

Contributed to GirlScript Summer of Code through open-source collaboration, community participation, and consistent repository contributions.

Open SourceCommunityGit
View GSSoC Profile
DSA
FeaturedOngoing

DSA Progress

LeetCode / GFG

Platform: LeetCode / GFG

Built steady problem-solving momentum across LeetCode, HackerRank, and GeeksforGeeks through regular practice and revision.

DSAProblem Solving
150+
Problems Solved
View LeetCode Profile
🏆

Awards

Earned recognition including a 2nd Runner-Up finish in a poster competition.

AwardsRecognition
🥇

Competition Results

Delivered strong outcomes across hackathons, contests, and challenge-based events.

CompetitionsHackathons
🌍

Open Source Contributions

Contributed to collaborative repositories and community-driven development efforts.

Open SourceCommunity

Certifications

Featured certifications

A curated selection of credentials that best represent my current technical growth.

Open Source

GitHub Profile Highlights

GH

@Rupu-techu

Live GitHub profile data, updated automatically from GitHub.

-Public Repositories
-Contributions (Last 12 Months)
-Pull Requests
-Commits
-Repositories Contributed To
View Profile

Get in Touch

Let's build something
meaningful together

Whether you're a recruiter, researcher, or collaborator, I'd love to connect. I'm open to internships, research opportunities, hackathons, and project discussions in AI, ML, healthcare AI, and security.

Send a message