Ayush Mane

Ayush Mane

Aspiring Data Scientist | Python • SQL • EDA • ML Basics | Power BI |
India
Marathi, Hindi, English

About Me

I’m an aspiring Data Scientist with strong foundations in Python, SQL, Excel, and Power BI. I’ve worked on projects involving data cleaning, EDA, feature understanding, and building insight-driven reports/dashboards. I’m…

PROJECTS

Credit card fraud detection

Duration : 09-Oct-2025 - 14-Oct-2025

Credit Card Fraud Detection (Imbalanced Classification | AUPRC)Built a machine learning pipeline to detect fraudulent credit card transactions from highly imbalanced data.Performed data cleaning, exploratory analysis, and feature scaling/processing where required.Trained and compared multiple models (baseline + advanced) and tuned hyperparameters to improve fraud recall while controlling false alarms.Evaluated using AUPRC (Area Under Precision–Recall Curve) instead of accuracy due to class imbalance; also tracked precision, recall, F1, and confusion matrix.Selected the best model based on AUPRC and created a final evaluation report highlighting trade-offs and business impact (catch more fraud vs fewer false positives).

Skills

Excel MySQL Structured Query Language (SQL) NumPy Programming Python ML Evaluation Visualization Matplotlib Seaborn Jupyter/Colab Git/GitHub Pandas Scikit-learn Classification Imbalanced Data Handling Feature Engineering Cross-Validation Precision/Recall F1 Confusion Matrix ROC-AUC / PR-AUC Python Matplotlib Jupyter Colab Git GitHub Precision Recall ROC-AUC PR-AUC
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