Here are a few learning resources that I have on my to-do list:
Computer Science
- Algorithms 4th Edition – basic algorithms
- Elements of Computing Systems – nand2tetris
- SICP – computer science textbook
Statistics and Machine Learning
- Think Stats – statistics through Python
- The Humongous Book of Statistics Problems – a book of practice problems that I picked up a while ago
- Programming Collective Intelligence – machine learning recipes in Python
- Coding the Matrix – linear algebra through Python
- Coursera Machine Learning – Andrew Ng’s course
I have a longer list, but that’s my shorter-term list for CS and machine learning topics.