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Sagar M A

@sagarma

Master's student in Computer Science specializing in ML, data pipelines, and explainable AI.

Germany
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What I'm looking for

I seek roles where I can build interpretable ML solutions and scalable data pipelines, work in collaborative teams, and drive measurable business impact while continuing to grow technically.

I am a Master's student in Computer Science with hands-on experience building end-to-end data pipelines, predictive models, and scalable system integrations. I focus on applying interpretable machine learning and statistical analysis to solve practical problems.

My projects include architecting PostgreSQL-backed systems, containerized deployments with Docker, and NLP work using transformer models (BERT, DistilBERT, RoBERTa) with explainability methods such as LIME and SHAP. I have improved model accuracy and interpretability while optimizing training workflows.

I have delivered measurable business impact through forecasting and segmentation projects, including a customer-behavior analysis and sales-forecasting work that produced ROI improvements. I also publish research on medical image analysis and applied ML techniques.

I bring strong technical skills in Python, PyTorch, SQL/PostgreSQL, and data visualization tools, combined with collaborative soft skills and a proactive attitude. I am eager to contribute to software development and digital transformation initiatives in an engineering or data-science role.

Experience

Work history, roles, and key accomplishments

IP

Machine Learning Engineer

Independent Project

May 2025 - Jul 2025 (2 months)

Developed transformer-based sentiment span extraction pipelines on 27k+ samples using BERT variants and explainable AI (LIME, SHAP), improving exact match accuracy by 15% and reducing training loss from 1.22 to 0.40.

MP

Data Analyst / ML Developer

Marburg Vehicles & Parts

Apr 2025 - May 2025 (1 month)

Processed automotive sales time-series data, engineered features for forecasting, developed customer segmentation and targeted ads models, and produced KPI dashboards that supported a 12% ROI improvement.

Education

Degrees, certifications, and relevant coursework

Philipps University Marburg logoPM

Philipps University Marburg

Master of Science, Computer Science

2024 -

Master's student in Computer Science at Philipps University Marburg focusing on explainable AI, big data systems, NLP, database design, and machine learning.

Dayananda Sagar University logoDU

Dayananda Sagar University

Bachelor of Technology, Computer Science

2019 - 2023

Bachelor of Technology in Computer Science with coursework and projects in machine learning, computer vision, and software development.

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