Itba Malahat

Machine Learning Engineer · Trustworthy AI Researcher

Experience

Research experience

November 2025–Present

Research Assistant

Colombo HCI Lab, University of Colombo School of Computing · Remote

Advised by Dr. Dilrukshi Gamage

  • Conducting research on deepfake detection, culturally grounded evaluation, and media literacy in the Global South, with responsibility for the Pakistan research context.

  • Contributing to the design of culturally relevant datasets, benchmarks, and reproducible evaluation methods for synthetic-media detection.

  • Developing mixed-methods workflows for studying deepfake discourse in public online channels, including keyword design, language identification, content decomposition, topic discovery, and qualitative coding.

  • Translating technical findings into research and public-awareness directions aimed at safer digital spaces for women and other communities disproportionately affected by online abuse.

March 2024–May 2025

Student Researcher

Ghulam Ishaq Khan Institute of Engineering Sciences and Technology

  • Designed AVIA, an end-to-end multimodal deepfake-detection framework spanning image, video, and audio analysis.

  • Trained and evaluated models across 12 benchmark datasets and more than 5,000 samples, including GAN-generated and diffusion-generated media.

  • Co-authored a published proceedings paper on hybrid RFID–PIN authentication and a preprint on the socio-political implications of deepfakes in developing countries.

  • Synthesised findings from more than 70 peer-reviewed studies to identify research gaps in mammogram preprocessing for breast-cancer detection.

Professional experience

December 2025–June 2026

Senior Technical Support Engineer

Motive

  • Resolved more than 200 production incidents spanning cloud services, firmware, AI telematics, and REST API integrations for enterprise fleets.

  • Partnered with engineering teams to reproduce defects, isolate root causes, and deliver evidence-based technical escalations.

  • Queried Snowflake and Redash data and analysed Grafana telemetry to trace failures, monitor platform health, and support production reliability.

April 2025–December 2025

Automations Engineer

Farmdar

  • Built and operated 12 production Apache Airflow pipelines delivering crop-yield analytics across more than 2 million acres for clients in Pakistan and international markets.

  • Automated the processing and delivery of more than 100 geospatial reports using PostgreSQL, PostGIS, and AWS S3.

  • Used CloudWatch monitoring to diagnose and resolve more than 60 workflow failures, improving the reliability of data delivery across production pipelines.

July 2024–September 2024

Summer Intern — Data Engineering & DevOps

Procter & Gamble

  • Selected among 20 interns from approximately 6,500 applicants, placing in the top 0.35% of the applicant pool.

  • Developed three enterprise analytics products supporting data-driven decision-making across Pakistan and Gulf markets, with 95% validated output accuracy.

  • Built a fault-tolerant ETL workflow with more than 10 automated validation checks and three monitoring dashboards.

  • Eliminated recurring billing and reporting discrepancies, reducing analyst rework by approximately 40 hours per month.

June 2023–August 2023

Information Technology Summer Intern

Bank of Khyber · Peshawar

  • Managed and optimised VPN access records supporting secure remote connectivity for more than 300 employees.

  • Applied encryption and network-security protocols to strengthen the protection of sensitive organisational data and reduce exposure to unauthorised access.

June 2022–August 2023

English Tutor

Engoo · Remote

  • Mentored more than 50 students in English-language learning and examination preparation, contributing to a 25% improvement in average test scores.

  • Developed personalised study strategies based on each student's goals, proficiency level, and areas for improvement.

  • Guided students towards relevant academic programmes and scholarship opportunities supporting their educational and professional development.