Resources

Resources & Learning Materials

Welcome to my curated collection of resources for data science, machine learning, and programming.

Learning Materials

Tutorials

• Introduction to Data Visualization with Python

Code Examples

• Efficient Data Processing with Pandas

Books & Courses

Recommended Books

• The Elements of Statistical Learning
• Deep Learning by Goodfellow, Bengio, and Courville
• Python for Data Analysis by Wes McKinney
• Hands-On Machine Learning

Online Courses

• Deep Learning Specialization (Coursera)
• Machine Learning by Andrew Ng
• Fast.ai Practical Deep Learning
• CS231n: CNN for Visual Recognition

Tools & References

Key Libraries

TensorFlow

Deep learning framework

Visit →

PyTorch

Deep learning library

Visit →

scikit-learn

Machine learning toolkit

Visit →

Pandas

Data manipulation

Visit →

NumPy

Numerical computing

Visit →

Matplotlib

Data visualization

Visit →

Useful Websites

• Towards Data Science
• Papers With Code
• Distill.pub
• KDnuggets