Data Science Fundamentals

Data Science Fundamentals

Comprehensive data science bootcamp covering Python programming, SQL databases, statistical analysis, data visualization with Matplotlib and Seaborn, and machine learning fundamentals. Graduate job-ready.

Ages 16+
By Dr. Fatima Noor

What You'll Learn

  • Clean, transform, and analyze datasets with Pandas and NumPy
  • Write complex SQL queries for data extraction and reporting
  • Create compelling visualizations and dashboards with Matplotlib and Seaborn
  • Build and evaluate basic machine learning models for prediction

Course Highlights

  • Python for data analysis
  • SQL & database management
  • Statistical analysis
  • Data visualization
  • Machine learning intro
  • Real datasets & projects

Curriculum

7 modules · 21 sessions over 14 weeks

Week 1-2
  • Python fundamentals
  • Data types & structures
  • Functions
Week 3-4
  • NumPy & Pandas
  • Data cleaning
  • Exploratory analysis
Week 5-6
  • SQL fundamentals
  • Joins & subqueries
  • Database design
Week 7-8
  • Statistics
  • Probability
  • Hypothesis testing
Week 9-10
  • Matplotlib & Seaborn
  • Dashboard creation
  • Storytelling with data
Week 11-12
  • ML fundamentals
  • Regression & classification
  • Model evaluation
Week 13-14
  • Capstone project
  • Portfolio building
  • Certification