Machine Learning Resources

Complete roadmap for machine learning and AI, from mathematical foundations to advanced deep learning concepts and practical applications.

Prerequisites

Programming Languages:Python, C++, R, Julia
Frameworks:PyTorch, TensorFlow, Caffe
Libraries:Pandas, Matplotlib, scikit-learn, OpenCV

Mathematical Foundations

Essential Tools & References

Learning Resources

Machine Learning Courses

Practice Platforms & Computing Resources

Tip: If your machine is not powerful enough, use cloud platforms with free GPU/TPU access