I am Sumana Sree Madasu, a data science and ML enthusiast with a strong background in model risk management and AI system development. I enjoy turning complex data into actionable insights and building responsible AI solutions that emphasize fairness and transparency. Over the years I have delivered end-to-end ML projects, implemented bias mitigation strategies, and collaborated across product, governance, and engineering teams to ensure robust, auditable models and scalable production systems.

Sumana Sree Madasu

I am Sumana Sree Madasu, a data science and ML enthusiast with a strong background in model risk management and AI system development. I enjoy turning complex data into actionable insights and building responsible AI solutions that emphasize fairness and transparency. Over the years I have delivered end-to-end ML projects, implemented bias mitigation strategies, and collaborated across product, governance, and engineering teams to ensure robust, auditable models and scalable production systems.

Available to hire

I am Sumana Sree Madasu, a data science and ML enthusiast with a strong background in model risk management and AI system development. I enjoy turning complex data into actionable insights and building responsible AI solutions that emphasize fairness and transparency.

Over the years I have delivered end-to-end ML projects, implemented bias mitigation strategies, and collaborated across product, governance, and engineering teams to ensure robust, auditable models and scalable production systems.

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Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
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Language

English
Fluent

Work Experience

Associate Solution Advisor (Consultant I) at Deloitte Consulting LLP
January 1, 2025 - November 22, 2025
Conduct independent validation of AI and ML models for Visa's Model Risk Management (MRM) team, covering fraud, operational risk, and business prediction models. Prepare comprehensive validation reports detailing model methodology, data quality, performance metrics, limitations, risk findings, ratings, and ongoing monitoring plans. Assess model components such as data quality, feature engineering, algorithm design, explainability, and bias mitigation, ensuring alignment with Visa's Model Risk Governance Framework (MRGF). Collaborate with model developers, data scientists, and governance teams to enhance model transparency, documentation quality, and compliance across low-risk portfolios.
Machine Learning Engineer at Hireplusplus Pvt. Ltd.
December 31, 2024 - December 31, 2024
Led end-to-end machine learning projects including data sourcing, scraping, mining, and leveraging Generative AI for data collection and prompt engineering. Developed and fine-tuned models for JD–CV matching, sentiment analysis on interview transcripts, and head pose estimation to assess engagement during AI-based interviews. Ensured ethical and regulatory compliance in AI workflows, integrating responsible AI practices in product development. Collaborated with cross-functional teams to design and deploy real-time AI solutions, improving accuracy and latency in production systems.
Machine Learning Engineer at Hireplusplus Pvt. Ltd. (AI Startup, T-Hub, Hyderabad)
December 1, 2024 - December 1, 2024
Led end-to-end machine learning projects including data sourcing, scraping, mining, and leveraging Generative AI for data collection and prompt engineering. Developed and fine-tuned models for JD–CV matching, sentiment analysis on interview transcripts, and head pose estimation to assess engagement during AI-based interviews. Ensured ethical and regulatory compliance in AI workflows, integrating responsible AI practices in product development. Collaborated with cross-functional teams to design and deploy real-time AI solutions, improving accuracy and latency in production systems.
Mathematics Tutor at SciAstra Education Pvt. Ltd.
February 28, 2023 - February 28, 2023
Taught mathematics, developed course materials, and mentored students; supported curriculum delivery and learning outcomes during Oct 2022–Feb 2023.

Education

BSMS Mathematics at Indian Institute of Science Education and Research, Tirupati
August 1, 2018 - July 31, 2023
Online Diploma in Data Science at Indian Institute of Technology, Madras
January 1, 2021 - April 1, 2024
Master’s Thesis in Computational and Data Sciences at Indian Institute of Science Education and Research (IISER) Kolkata
August 1, 2022 - May 31, 2023
Summer Research Project at Indian Institute of Science Education and Research (IISER) Kolkata
May 1, 2022 - June 30, 2022
BSMS (Mathematics Major) at Indian Institute of Science Education and Research, Tirupati
August 1, 2018 - July 31, 2023
Online Diploma in Data Science at Indian Institute of Technology, Madras
January 1, 2021 - April 1, 2024
Higher Secondary Education at Board of Intermediate Education, Andhra Pradesh
January 1, 2015 - December 31, 2017

Qualifications

Add your qualifications or awards here.

Industry Experience

Professional Services, Software & Internet, Education, Financial Services