Ms. Coffee Bean explains, draws and animates how neural networks can solve symbolic mathematics problems, e.g. integration, ODEs. It can even tackle integrals that Mathematica fails to solve. Do not worry, Mathematica, you are still awesome!
Amazing work by Guillaume Lample and François Charton @Facebook AI .
📄 Lample, Guillaume, and François Charton. "Deep learning for symbolic mathematics." arXiv preprint arXiv:1912.01412 (2019). https://arxiv.org/pdf/1912.01412.pdf
📺 Ms. Coffee Bean explains the Transformer: https://youtu.be/FWFA4DGuzSc
Outline:
* 00:00 Neural networks integrate and solve ODEs. So what?
* 03:55 Generating training data
* 06:42 Representing and generating random functions
* 07:56 Symbolic equations with neural nets
Music 🎵 : Pretty Boy by DJ Freedem
-----------------
🔗 Links:
YouTube: https://www.youtube.com/AICoffeeBreak
Twitter: https://twitter.com/AICoffeeBreak
Reddit: https://www.reddit.com/r/AICoffeeBreak/
#AICoffeeBreak #MsCoffeeBean #MachineLearning #AI #research #mathematics
00:00 Neural networks integrate and solve ODEs. So what?
03:55 Generating training data
06:42 Representing and generating random functions
07:56 Symbolic equations with neural nets
