AbdelRayan/AutomaticSleepScoring
Jul 2025 – Sep 2025
3 Months active
Languages Used
PythonJupyter Notebook
Technical Skills
Data ScienceDeep LearningMachine LearningPythonSignal ProcessingAlgorithm Implementation
Andrei Raducea-Marin
PROFILE
Andrei Raducea-marin
Developed and maintained the AutomaticSleepScoring repository over a three-month period, focusing on building a modular, reproducible pipeline for automated sleep data analysis. Established the foundational project structure in Python and Jupyter Notebook, enabling rapid feature development and traceable experiments. Enhanced graph-based sleep scoring by implementing Infomap clustering and expanding the dataset for improved model evaluation. Refactored core analysis notebooks into modular Python files with comprehensive documentation, streamlining onboarding and maintainability. Prioritized repository hygiene by removing unnecessary outputs and artifacts, ensuring clean version control. Leveraged skills in machine learning, data analysis, and code refactoring to deliver a robust, maintainable research codebase.
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
8Total
Bugs
0
Commits
8
Features
5
Lines of code
534,857
Activity Months3
Your Network
7 peopleWork History
September 2025
4 Commits • 2 Features
Sep 1, 2025September 2025 monthly summary for AbdelRayan/AutomaticSleepScoring focused on delivering core notebook enhancements and improving repository hygiene to boost reproducibility, onboarding, and maintainability. Key activities include modularizing the analysis notebook into separate Python files with comprehensive documentation and cleaning up notebooks by removing commented-out code, large outputs, and temporary artifacts.
4 Commits • 2 Features
Sep 1, 2025September 2025 monthly summary for AbdelRayan/AutomaticSleepScoring focused on delivering core notebook enhancements and improving repository hygiene to boost reproducibility, onboarding, and maintainability. Key activities include modularizing the analysis notebook into separate Python files with comprehensive documentation and cleaning up notebooks by removing commented-out code, large outputs, and temporary artifacts.
September 2025
August 2025
3 Commits • 2 Features
Aug 1, 2025August 2025 performance summary for AbdelRayan/AutomaticSleepScoring: Delivered key feature enhancements to Infomap-based clustering and expanded the sleep scoring dataset, enabling more accurate graph-based sleep analysis and stronger model evaluation. Focused on data quality, reproducibility, and clear commit-driven traceability.
August 2025
3 Commits • 2 Features
Aug 1, 2025August 2025 performance summary for AbdelRayan/AutomaticSleepScoring: Delivered key feature enhancements to Infomap-based clustering and expanded the sleep scoring dataset, enabling more accurate graph-based sleep analysis and stronger model evaluation. Focused on data quality, reproducibility, and clear commit-driven traceability.
July 2025
1 Commits • 1 Features
Jul 1, 2025Monthly work summary for 2025-07 focusing on establishing the foundational setup for AbdelRayan/AutomaticSleepScoring, delivering initial repository scaffolding and configurations to enable rapid feature development. No major bugs fixed this month; groundwork laid for automated sleep-scoring experiments and algorithm development. Key achievements and impact described below.
1 Commits • 1 Features
Jul 1, 2025Monthly work summary for 2025-07 focusing on establishing the foundational setup for AbdelRayan/AutomaticSleepScoring, delivering initial repository scaffolding and configurations to enable rapid feature development. No major bugs fixed this month; groundwork laid for automated sleep-scoring experiments and algorithm development. Key achievements and impact described below.
July 2025
Activity
Loading activity data...
Quality Metrics
Correctness87.6%
Maintainability92.4%
Architecture85.0%
Performance80.0%
AI Usage22.4%
Skills & Technologies
Programming Languages
Jupyter NotebookPython
Technical Skills
Algorithm ImplementationCode RefactoringData AnalysisData ScienceDeep LearningDocumentationFile ManagementGraph TheoryJupyter NotebookMachine LearningModularityPythonPython ScriptingRepository ManagementSignal Processing
Repositories Contributed To
Overview of all repositories you've contributed to across your timeline