Amna Bibi

Data Scientist & Analyst

Aspiring Data Scientist with a strong academic background in Economics and hands-on experience in data analysis, visualization, and machine learning. Passionate about transforming raw data into actionable insights and building solutions that solve real-world problems.

Skills & Expertise

Comprehensive toolkit for end-to-end data science projects

Data Analysis & Visualization

  • Python (Pandas, NumPy)
  • Matplotlib & Seaborn
  • Power BI & Excel
  • Statistical Analysis

Machine Learning

  • Scikit-learn
  • Classification & Regression
  • Model Evaluation
  • Feature Engineering

Data Management

  • SQL & Database Querying
  • Data Cleaning & Processing
  • ETL Processes
  • SPSS

Digital Analytics

  • SEO Analytics & Reporting
  • Web Performance Analysis
  • KPI Tracking
  • Business Intelligence

Featured Projects

Real-world applications demonstrating data science skills and impact

Customer Churn Prediction

Machine Learning · Classification

Built a comprehensive machine learning model to predict customer churn using Random Forest algorithm. Implemented feature engineering, data preprocessing, and model optimization techniques to achieve high accuracy.

87% Accuracy
15+ Features
10K+ Records
Python Scikit-learn Pandas Random Forest Data Preprocessing

House Price Prediction

Machine Learning · Regression Modeling

Built a predictive model using scikit-learn to estimate house prices based on features like location, size, and amenities. Includes EDA, preprocessing, and evaluation metrics.

Python scikit-learn Pandas Matplotlib Regression

E-commerce URL Generator

Automation · Web Scraping

Automated script to generate product URLs for e-commerce platforms using Python and BeautifulSoup. Designed to streamline bulk scraping tasks for inventory tracking.

Python BeautifulSoup Automation URL Parsing

Data Cleaning Pipeline

Data Preprocessing · Portfolio Ready

Modular pipeline for cleaning real-world datasets (NYC Taxi). Includes missing value handling, type conversions, and reproducible scripts with markdown documentation.

Python Pandas Data Cleaning Colab Markdown

Let's Connect

🚀 Currently seeking Data Science internship opportunities to apply my skills, learn from industry professionals, and contribute to impactful projects.

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