Machine Learning

Machine Learning Roadmap

Your structured path to becoming a Machine Learning expert. Follow this roadmap to learn ML concepts, from fundamentals to advanced topics.

Quick Navigation

Foundations of Machine Learning

beginner2 weeks

Essential mathematical concepts and programming skills required for ML

Prerequisites

  • Basic Python
  • High School Math

Skills You'll Learn

Python ProgrammingLinear AlgebraStatisticsCalculus

Resources

📄Mathematics for Machine Learning

Supervised Learning

intermediate4 weeks

Learn about algorithms that learn from labeled data

Prerequisites

  • Foundations of Machine Learning

Skills You'll Learn

ClassificationRegressionModel Evaluation

Resources

📚Scikit-learn Tutorials

Deep Learning

advanced6 weeks

Neural networks and deep learning architectures

Prerequisites

  • Supervised Learning

Skills You'll Learn

Neural NetworksPyTorchTensorFlow

Resources

📄Deep Learning Book

Model Deployment

advanced3 weeks

Deploying ML models to production

Prerequisites

  • Deep Learning

Skills You'll Learn

DockerFlask/FastAPIMLOps

Resources

📚MLOps Course

What's Next?

After completing this roadmap, you'll be ready to:

  • Build and deploy real-world ML applications
  • Participate in Kaggle competitions
  • Contribute to open-source ML projects
  • Pursue specialized areas like NLP or Computer Vision