Zulqarnain Zahid
AI specialist Data scientist automating expert and much more
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a simple web scraper
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A simple command-line password manager in Python with:
Add / View / Delete passwords
Password encryption using cryptography
SQLite database storage
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14
Predicts wine quality (0-10 scale) from 11 physicochemical properties (acidity, sulphates, alcohol content, etc.) using the UCI Red Wine Quality dataset (1,599 samples).
Pipeline
Data Ingestion → Validation → Transformation → Model Training → Evaluation Tracked with MLflow.
Results
Initially trained with ElasticNet (R² = 0.28). Switched to a RandomForestRegressor, improving R² to 0.53 and reducing RMSE by ~19%.
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:Predicts wine quality (0-10 scale) from 11 physicochemical properties (acidity, sulphates, alcohol content, etc.) using the UCI Red Wine Quality dataset (1,599 samples).
Pipeline
Data Ingestion → Validation → Transformation → Model Training → Evaluation Tracked with MLflow.
Results
Initially trained with ElasticNet (R² = 0.28). Switched to a RandomForestRegressor, improving R² to 0.53 and reducing RMSE by ~19%.
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24