EXCEEDS logo
Exceeds
brisiq

PROFILE

Brisiq

Contributed to the racousin/data_science_practice_2025 repository by developing reusable utilities, end-to-end machine learning notebooks, and robust data pipelines supporting modules 1 through 6. Focused on data integrity and model evaluation, the work included packaging Python utilities, implementing user tracking for personalized exercise flows, and cleaning up repository assets for maintainability. Leveraged technologies such as Python, Pandas, and LightGBM to enable cross-validation, model benchmarking, and automated prediction pipelines. Applied deep learning with YOLOv8 for object detection tasks, delivering validated predictions and performance metrics. Addressed data quality issues and ensured production-ready workflows for both tabular and computer vision modules.

Overall Statistics

Feature vs Bugs

86%Features

Repository Contributions

16Total
Bugs
1
Commits
16
Features
6
Lines of code
27,562
Activity Months2

Work History

October 2025

4 Commits • 3 Features

Oct 1, 2025

October 2025 monthly summary for racousin/data_science_practice_2025. Focused on data integrity, model benchmarking, end-to-end prediction readiness, and applied computer vision demonstrating practical deployment potential across modules. All work was aligned with business value: higher data quality, faster, evidence-based model iteration, and ready-to-submit predictions in production-like notebooks.

September 2025

12 Commits • 3 Features

Sep 1, 2025

September 2025 (2025-09) focused on delivering reusable utilities, enabling user-centric exercise flows, and establishing end-to-end ML notebooks and data pipelines across modules 1-4. Key hygiene improvements were made to ensure a stable, scalable baseline for automated delivery and evaluation.

Activity

Loading activity data...

Quality Metrics

Correctness85.2%
Maintainability86.4%
Architecture83.8%
Performance83.8%
AI Usage22.6%

Skills & Technologies

Programming Languages

CSVJSONJupyter NotebookPythonSQLShellTOMLText

Technical Skills

API IntegrationBeautifulSoupBuild SystemsComputer VisionCross-validationData AnalysisData CollectionData EntryData ManagementData PreprocessingData ProcessingData ScienceData VisualizationDeep LearningFeature Engineering

Repositories Contributed To

1 repo

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

racousin/data_science_practice_2025

Sep 2025 Oct 2025
2 Months active

Languages Used

JSONJupyter NotebookPythonSQLTOMLTextCSVShell

Technical Skills

API IntegrationBeautifulSoupBuild SystemsData AnalysisData CollectionData Entry