How to Read Math in Deep Learning Papers - A 5-Step Process

Learn a simple 5-step method for effectively reading and understanding the mathematical sections of deep learning research papers. Begin by relaxing and identifying all formulas shown or referenced. Then, take these formulas out of the digital world and work on translating symbols into meaningful concepts. Practice this approach with QHAdam formulas through multiple examples. Finally, summarize the meanings into an intuitive understanding. This 27-minute video provides a practical guide to demystifying complex mathematical notations in academic literature, making it easier to grasp advanced deep learning concepts.

- Introduction:
- step 0 : relax :
- step 1 : identify all formula shown or referred :
- step 2 : take the formulas out of the digital world :
- step 3 : work on them to translate symbols into meaning :
- example with QHAdam formulas 0 :
- example with QHAdam formulas 1 :
- example with QHAdam formulas 2 :
- example with QHAdam formulas 3 :
- step 4 : summarize the meanings into an intuition.
- Conclusion :