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Sai Suraj Suravajhala

PROFILE

Sai Suraj Suravajhala

Contributed to the INFO_7390_Art_and_Science_of_Data repository by delivering targeted enhancements in causal analytics and generative AI. Developed a wine quality analysis feature using Python and Jupyter Notebook, applying propensity score matching and causal forest methods to estimate heterogeneous treatment effects. Introduced generative AI capabilities for image analysis, leveraging CLIP and image-to-image diffusion on datasets such as CIFAR-10 and Fashion-MNIST. Initiated the setup for an Intelligent Financial Insights Platform, establishing the project structure and initial application skeleton. Improved repository clarity by removing outdated notebooks, ensuring a more maintainable codebase and streamlined collaboration for future data science and machine learning projects.

Overall Statistics

Feature vs Bugs

75%Features

Repository Contributions

9Total
Bugs
1
Commits
9
Features
3
Lines of code
39,048
Activity Months1

Work History

April 2025

9 Commits • 3 Features

Apr 1, 2025

April 2025 monthly summary for nikbearbrown/INFO_7390_Art_and_Science_of_Data. Delivered targeted causal analytics enhancements, introduced Generative AI capabilities for image analysis, kicked off a scalable Intelligent Financial Insights Platform, and improved repository clarity through cleanup of outdated notebooks. Focused on features with clear business value and robust implementation across data science and platform setup.

Activity

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Quality Metrics

Correctness84.4%
Maintainability82.2%
Architecture84.4%
Performance82.2%
AI Usage36.6%

Skills & Technologies

Programming Languages

Jupyter NotebookPython

Technical Skills

Backend DevelopmentCLIPCausal ForestCausal InferenceComputer VisionData AnalysisData ScienceData VisualizationDeep LearningEconMLGenerative AIImage AnalysisJupyter NotebookMachine LearningMatplotlib

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

nikbearbrown/INFO_7390_Art_and_Science_of_Data

Apr 2025 Apr 2025
1 Month active

Languages Used

Jupyter NotebookPython

Technical Skills

Backend DevelopmentCLIPCausal ForestCausal InferenceComputer VisionData Analysis