DataBytes-Organisation/DiscountMate_new
Apr 2025 – May 2025
2 Months active
Languages Used
CSVSQLPython
Technical Skills
Data AnalysisData CleaningData EngineeringData ManagementSQLData Preprocessing
martin-anju
PROFILE
Martin-anju
Worked on the DataBytes-Organisation/DiscountMate_new repository to deliver a data cleaning pipeline and initial price forecasting models over a two-month period. Developed SQL scripts and Python workflows to clean and preprocess Coles and Woolworths datasets, addressing duplicate entries, category filtering, and missing data. Expanded synthetic data resources to support robust testing and demonstration scenarios. Implemented LSTM and ARIMA time series models using Keras, TensorFlow, and Statsmodels, establishing a reproducible training and evaluation workflow for price prediction. The work emphasized data reliability, analytics readiness, and rapid experimentation, with a focus on maintainable, traceable code and reproducible results throughout the project.
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
4Total
Bugs
0
Commits
4
Features
3
Lines of code
63,945
Activity Months2
Your Network
47 peopleWork History
May 2025
1 Commits • 1 Features
May 1, 2025May 2025 monthly summary for DataBytes-Organisation/DiscountMate_new. Delivered initial price forecasting capability by adding two time-series models (LSTM and ARIMA) using synthetic transaction data. Focused on data preprocessing, model implementation, and establishing an initial training setup to enable rapid experimentation and iteration.
1 Commits • 1 Features
May 1, 2025May 2025 monthly summary for DataBytes-Organisation/DiscountMate_new. Delivered initial price forecasting capability by adding two time-series models (LSTM and ARIMA) using synthetic transaction data. Focused on data preprocessing, model implementation, and establishing an initial training setup to enable rapid experimentation and iteration.
May 2025
April 2025
3 Commits • 2 Features
Apr 1, 2025April 2025 performance summary for DataBytes-Organisation/DiscountMate_new: Delivered data quality and testing capabilities by implementing a dedicated data cleaning pipeline for Coles/Woolworths data and expanding synthetic testing data resources. The work emphasizes business value through improved data reliability and accelerated analytics readiness.
April 2025
3 Commits • 2 Features
Apr 1, 2025April 2025 performance summary for DataBytes-Organisation/DiscountMate_new: Delivered data quality and testing capabilities by implementing a dedicated data cleaning pipeline for Coles/Woolworths data and expanding synthetic testing data resources. The work emphasizes business value through improved data reliability and accelerated analytics readiness.
Activity
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Quality Metrics
Correctness85.0%
Maintainability85.0%
Architecture85.0%
Performance80.0%
AI Usage20.0%
Skills & Technologies
Programming Languages
CSVPythonSQL
Technical Skills
Data AnalysisData CleaningData EngineeringData ManagementData PreprocessingDeep LearningKerasMachine LearningModel ImplementationPythonSQLStatsmodelsTensorFlowTime Series Analysis
Repositories Contributed To
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