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portfolio@aparna-katra
visitor@portfolio:~$whoami

AI & Machine Learning MSc student specialising in Human-Centred and Responsible AI, with hands on experience building end- to-end ML pipelines using Python and scikit-learn. Strong background in model evaluation, fairness analysis, and ethical Al for high-risk domains aligned with GDPR and EU AI Act requirements. Actively seeking AI / ML internship or graduate roles in Ireland.

India
visitor@portfolio:~$> cat README.md

AI & Machine Learning MSc student specialising in Human-Centred and Responsible AI, with hands on experience building end- to-end ML pipelines using Python and scikit-learn. Strong background in model evaluation, fairness analysis, and ethical Al for high-risk domains aligned with GDPR and EU AI Act requirements. Actively seeking AI / ML internship or graduate roles in Ireland.

visitor@portfolio:~$> experience --list
Technical AI-Assisted Support@ZOMATO
- [India]
  • Monitored 500+ daily AI chatbot (Zia) interactions, identifying recurring intent classification failures.
  • Reduced misclassification rates by approximately 12–15% through structured error analysis and
  • routing improvements.
  • Improved escalation workflow efficiency by around 18%, contributing to enhanced customer
  • satisfaction.
Artificial Intelligence Intern@CONTRIVER
08/2024 - 09/2024
  • Developed full-stack web application using Python, MySQL, HTML, and JavaScript, improving
  • booking efficiency by 30%.
  • Designed backend database architecture and optimised queries, reducing response time from 2.1s
  • to 1.4s (≈33% improvement).
  • Collaborated using Git, Figma for UI and Agile workflows, delivering project milestones 15% ahead
  • of schedule.
Software Intern@COMPSOFT TECHNOLOGIES
06/2024 - 07/2024
  • Supported software development activities and gained exposure to industry standard coding
  • practices.
  • Assisted in building and testing application components in a professional development
  • environment.
Data Analytics & Visualization - Virtual Internship@ACCENTURE(via Forage)
- Jan 2024
  • Analysed business datasets to extract insights using data cleaning and exploratory analysis
  • techniques.
  • Created visual dashboards and client style reports to communicate findings effectively.
  • Gained exposure to real world consulting workflows and data driven decision making.
visitor@portfolio:~$> npm install --save-dev
+Programming: Data Structures
+Algorithms
+Problem Solving Python
+SQL
+Java
+C++.
+Responsible AI & Ethics: Fairness Metrics
+Bias Detection
+GDPR Awareness
+EU AI Act (High-Risk AI).
+Frameworks & Libraries: scikit-learn
+Pandas
+NumPy
+XGBoost
+Matplotlib
+Seaborn
+PyTorch.
+Machine Learning: Classification
+Regression
+NLP
+Feature Engineering
+Model Evaluation
+Data Visualization(Tableau
+Quicksight).
+Cloud computing: Academic experience with AWS / Azure / GCP for data storage and cloud-based machine learning
+Git
+GitHub.
+Deep Learning: PyTorch
+CNNs
+Neural Network Fundamentals
visitor@portfolio:~$> cat /etc/education
Msc in Human centered AI
Technological University Dublin
09/2025 - 04/2026 | Dublin
visitor@portfolio:~$> cat .contact
visitor@portfolio:~$echo "Thanks for visiting!"
    Aparna Katra's Portfolio | grad.jobs