Sagar M A
@sagarma
Master's student in Computer Science specializing in ML, data pipelines, and explainable AI.
What I'm looking for
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
Conducted customer behavior analysis using predictive models to improve segmentation precision by 30% and delivered recommendations that improved ROI by 12% through end-to-end data pipelines and interactive dashboards.
Student Project
Philipps University Marburg
May 2025 - Present (4 months)
Architected and implemented a PostgreSQL-backed system for scalable student exercise results management, containerized services with Docker, and built Java/Python integration layers to enable automated large-scale data processing.
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.
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
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
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.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Social media
Job categories
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