Eslam Abuelella

Skills

Technical skills aligned with applied data science, geospatial analytics, and scalable analytical workflows.

Programming & Analytics

Python

R

SQL

Pandas

NumPy

Scikit-learn

Matplotlib

Seaborn

PySpark

TensorFlow

Keras

Databases

SQL Server

PostgreSQL / PostGIS

Cloud

Microsoft Azure

ArcGIS Online

Microsoft Azure (Administrator Certified)

Tools

Jupyter

RStudio

GitHub

VS Code

Spyder

Tableau

ArcGIS Pro

ArcGIS Enterprise

ArcGIS Dashboards

ArcGIS Experience Builder

ArcGIS Insights

QGIS

FME Form

Projects

Constraint-Aware and Explainable Vehicle Fuel Prediction

Explainable and physically constrained machine learning framework for robust vehicle fuel consumption prediction under distribution shift, including manufacturer hold-out and cross-cycle transfer experiments.

Python Machine Learning Explainable AI Physics-Informed Constraint-Aware SHAP

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Fuzzy Entity Resolution for Vehicle Dataset Integration

Reproducible fuzzy entity-resolution pipeline integrating fuel consumption and vehicle specification datasets using text normalisation, token-based matching, and Jaccard similarity.

Python Pandas Data Engineering Fuzzy Matching Jaccard Similarity

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Seismic Event Classification (ML – Research Grade)

Benchmarking classical machine learning models for multi-class classification of low-magnitude seismic events (M1–4) using USGS catalogue data under severe class imbalance.

Python scikit-learn Seismology Classification Imbalanced Data

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🍁 CO₂ Emissions Drivers in Canadian Vehicles

PySpark and Tableau workflow for scalable analysis of Canadian vehicle CO₂ emissions (1995–2023), combining distributed machine learning and feature importance analysis to identify the strongest emission drivers.

PySpark Spark ML Regression Big Data Analytics Tableau

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Animal Lifespan Analytics (AnAge Database)

Exploratory data analysis of 4,000+ animal species from the AnAge database to investigate lifespan patterns across biological classes and examine the relationship between body mass and lifespan using Python & visual analytics.

Python Pandas EDA Data Visualisation Matplotlib Seaborn

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Global Life-Work Balance Index Multivariate Analysis

Comparative Principal Component Analysis of the Global Life–Work Balance Index, uncovering regional structural differences and policy-healthcare drivers across global and European datasets.

R PCA ggplot2 Tidyverse dplyr Multivariate Analysis Policy Analytics

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Linear Regression From Scratch

Matrix-based Ordinary Least Squares implementation from first principles, demonstrating explicit linear algebra, dummy variables, and interaction effects.

NumPy Linear Algebra Statistical Modelling

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Blackjack Game Design (Python)

Console-based Blackjack game implementing deck simulation, scoring rules, Ace handling, and rule-based dealer logic.

Python Game Logic Control Flow Rule-Based Systems

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Certifications

• Microsoft Certified: Azure Fundamentals
  Microsoft · Verify credential →
  Microsoft Azure Cloud concepts Core services Governance
• Microsoft Certified: Azure Administrator Associate
  Microsoft · Verify credential →
  Microsoft Azure Identity Storage Compute Administration
• IBM Data Science Professional Certificate
  IBM · Coursera · View certificate →
  Data Science Machine Learning AI Python SQL Pandas NumPy Scikit-learn Data Visualization Jupyter
IBM Data Analyst Professional Certificate
IBM · Coursera · View certificate →
Data Analysis Dashboards Microsoft Excel Python SQL Pandas NumPy Spreadsheet Data Visualization Jupyter
• Geographic Information Systems (GIS)
  Coursera · View certificate →
  GIS Spatial Analysis ArcGIS Geospatial Data Heat Maps Data Quality Public Health Spatial Data Analysis

Publications