Data Science Roadmap (2025–2026 Edition)

This is a practical, step-by-step roadmap to go from zero to employable Data Scientist in 12–18 months (full-time) or 18–24 months (part-time). Focus on skills that pay, portfolio projects, and real-world impact.

Welcome to Data Science Roadmap (2025–2026 Edition)

Select a module from the sidebar to begin.

About This Course

This is a practical, step-by-step roadmap to go from zero to employable Data Scientist in 12–18 months (full-time) or 18–24 months (part-time). Focus on skills that pay, portfolio projects, and real-world impact.

What You'll Learn

  • Power BI for Business Intelligence: Complete Guide (2025 Edition)
  • LightGBM GPU Optimization (2025 Edition)
  • Advanced ML & MLOps
  • DoRA Implementation Guide (2025 Edition)
  • QLoRA Implementation Details (2025 Edition)
  • LoRA Fine-Tuning Tutorial (2025 Edition)
  • PyTorch Lightning Deep Dive (2025 Edition)
  • Deep Learning with PyTorch: Complete Mastery (2025 Edition)
  • Machine Learning Core
  • Data Science Roadmap
  • Data Visualization
  • Statistics & Math for Data Science
  • End-to-End ML Project: Fraud Detection System
  • Behavioral Cohort Analysis: Real-World Examples
  • Cohort Analysis with SQL & Python
  • Advanced SQL Window Functions for Data Science
  • Detailed SQL for Data Analysis
  • Statistics & Math