Albin Abraham

Aspiring Data Scientist with a background in Electronics and Communication Engineering and a strong focus on Data Science and Generative AI. Completed a Data Scientist internship at iDatalytics (Jan–Apr 2025), gaining hands-on experience in machine learning, data exploration, and Gen-AI applications. Passionate about solving real-world problems through data-driven insights. Analytically driven Data Science Intern, known for high productivity and efficient task completion. Possess deep knowledge in machine learning, statistical analysis, and data visualization. Excel in problem-solving, critical thinking, and communication, ensuring seamless integration of data insights into actionable business strategies.

1. Employee Attrition Prediction Model

• Conducted exploratory data analysis (EDA) to identify key trends and patterns in employee data using Pandas and Seaborn.
• Performed comprehensive feature engineering including encoding, normalization, and creating interaction terms.
• Evaluated multiple machine learning algorithms including Logistic Regression, Decision Trees, Random Forest, SVM, and KNN.
• Selected the best-performing model based on precision, recall, F1-score, and ROC-AUC from cross-validation results.
• Applied SHAP analysis for model interpretability and presented findings to highlight actionable business insights.

2. Global Life Expectancy EDA

• Analyzed WHO life expectancy data across 150+ countries to explore trends by region, economic status, and healthcare access.
• Used Pandas and NumPy for data wrangling, and Matplotlib/Seaborn for in-depth visualizations.
• Identified key drivers of life expectancy such as GDP per capita, immunization rates, and adult mortality.
• Created correlation heatmaps and multi-variable plots to illustrate relationships between demographic factors and life expectancy.
• Generated a summary report and presented findings with actionable insights for public health strategy.

• Junior IT Analyst, NPower Canada, 05/01/20, 09/30/20
• CompTIA A+, Expired, 2023