cv
Table of contents
Basics
| Name | Madhura Pawar |
| Label | ELLIS PhD Candidate, University of Amsterdam |
| m.m.pawar@uva.nl | |
| Url | https://madhu221b.github.io/ |
| Summary | My research focuses on fairness, cooperation, and collective action in evolving social networks, as part of the ERC-funded RE-LINK project. I develop computational models for responsible link recommendation algorithms that promote socially desirable outcomes while maintaining user engagement. |
Work
- 2023.09 - Present
Teaching Assistant
University of Amsterdam
- Fundamentals of Data Science (Sept 2024, 2023) - Instructor: Prof. Fernando Santos
- Fairness, Accountability, Confidentiality, and Transparency in AI (Jan 2025, 2024) - Supervised 8 student groups; 3 groups published their reproducibility studies in TMLR
- Information Retrieval 1 (Feb 2024 - Apr 2024) - Instructor: Prof. Andrew Yates
- Deep Learning 1 (Nov 2023 - Dec 2023) - Instructor: Prof. Yuki Asano
- 2021.06 - 2022.07
Software Engineer
KlearStack
AI-driven OCR and Intelligent Data Extraction Software
- Developed a back-end module for extracting information from handwritten mandate forms to validate their authenticity. Witnessed a volume of 2000 forms per day being processed seamlessly.
- Implemented heuristic generalized algorithms for template-less data extraction from invoices
- Set up auto-language detection and translation pipeline to provide multi-lingual invoice support
- 2019.06 - 2022.05
Software Engineer
Credit Suisse
Full Stack Developer in the Group Chief Technology Officer
- Built a web-app predicting the closing date of incoming service requests. Analyzed and trained a variety of predictive models post data cleaning and preprocessing.
- Developed the client-side module using ReactJS, Java Spring Boot, and Flask Python & Impala for database querying where a service owner assesses his service based on pre-defined metrics
- 2018.07 - 2019.05
Student Intern
BMC Software
Sponsored Project by BMC Software, Inc
- Designed and built an application that initiates Business Continuity and Disaster Recovery in case of organizational failure due to a natural disaster
Volunteer
- 2017.04 - 2019.03
Treasurer & Content Writer
Student-volunteer body of PICT
- Managed funding & expenditure of NSS activities; Raised funds towards Kerala flood relief
- Started an online campaign Deed of the Week highlighting the kind acts of people
- Ideated and led the Awareness drive on Malaria & Dengue in slums near Parvati hill, Pune
Education
-
2024.09 - Present ELLIS PhD Candidate
University of Amsterdam, Amsterdam, Netherlands
Socially Intelligent Artificial Systems Group
-
2022.09 - 2024.06 Master of Science, Cum Laude
University of Amsterdam, Amsterdam, Netherlands
Artificial Intelligence
- Machine Learning 1 and 2
- Deep Learning 1 and 2
- Fairness, Accountability, Confidentiality, and Transparency in AI
- Human-in-the-Loop Machine Learning
- Natural Language Processing 1 and 2
- Multimedia Analytics
- Software Modeling & Design
- Design & Analysis of Algorithms
-
2015.08 - 2019.06 Bachelor of Engineering
Pune Institute of Computer Technology (Pune University), Pune, India
Computer Engineering
Awards
- 2019.07.01
Overall University Rank 1 in Computer Engineering
Pune University
Ranked 1st across 90 colleges of Pune University
- 2018.07.01
- 2017.07.01
G. Chordia Scholarship
Pune Institute of Computer Technology
Awarded for outstanding performance in Engg. Math
Publications
-
2024.07.01 Improving Centrality Fairness in Algorithmic Link Recommendations
Humans, Algorithmic Decision-Making and Society Workshop at ICML 2024
Pawar, M., Karimi, F., Santos, F. P. Poster presented at NetSci 2025.
-
2023.12.01 [Re] Reproducibility Study of 'Label-Free Explainability for Unsupervised Models'
ML Reproducibility Challenge 2022, NeurIPS 2023
Avik Pal, Valentinos Pariza, Madhura Pawar, Quim Serra Faber (Equal contribution)
Skills
| Programming Languages | |
| Python | |
| Java | |
| ReactJS | |
| JavaScript | |
| HTML/CSS | |
| PHP |
| Frameworks & Libraries | |
| PyTorch | |
| NumPy | |
| Django | |
| Flask | |
| OpenCV | |
| Scikit-learn |
| Databases | |
| MongoDB | |
| MySQL | |
| Impala | |
| Oracle |
Languages
| English | |
| Full professional proficiency |
| Hindi & Marathi | |
| Native or bilingual proficiency |
Projects
- 2023.11 - 2025.09
- 2023.12 - 2023.12
- 2023.06 - 2023.06
- 2023.04 - 2023.05
- 2023.04 - 2023.05