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1jacki3

PROFILE

1jacki3

Developed the Orbit Angle Prediction Module in the Julek-AK/AE2224-I-B04 repository, establishing a data-driven baseline for orbit angle forecasting using Python and PyTorch. The work included designing a neural network with multiple hidden layers and ReLU activation, implementing a training loop with SGD optimization and MSE loss, and building reusable data-loading and training scaffolding to support rapid experimentation. Additionally, addressed technical debt by removing legacy LSTM prediction logic and updating data interfaces to prepare for future predictor migration. Demonstrated skills in data preprocessing, deep learning, and machine learning, with a focus on maintainability and production-readiness throughout the project.

Overall Statistics

Feature vs Bugs

50%Features

Repository Contributions

3Total
Bugs
1
Commits
3
Features
1
Lines of code
138
Activity Months2

Work History

May 2025

1 Commits

May 1, 2025

Summary for May 2025 focused on reducing technical debt and enabling future predictor migration in AE2224-I-B04. Key work centered on removing legacy LSTM_long_predict.py logic and aligning data interfaces with the upcoming predictor, laying groundwork for improved performance and maintainability.

March 2025

2 Commits • 1 Features

Mar 1, 2025

March 2025 performance summary: Orbit Angle Prediction Module groundwork delivered, establishing a data-driven baseline for orbit angle forecasting and a reusable training pipeline. The work emphasizes business value by enabling data-informed trajectory insights and faster experimentation for future iterations.

Activity

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Quality Metrics

Correctness86.6%
Maintainability80.0%
Architecture80.0%
Performance86.6%
AI Usage20.0%

Skills & Technologies

Programming Languages

Python

Technical Skills

Data PreprocessingDeep LearningMachine LearningPyTorchPython

Repositories Contributed To

1 repo

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

Julek-AK/AE2224-I-B04

Mar 2025 May 2025
2 Months active

Languages Used

Python

Technical Skills

Data PreprocessingDeep LearningMachine LearningPyTorchPython