Linki/Links (AI & numerical methods)

General numerical methods:

• Lectures by dr Góra (in Polish): http://th-www.if.uj.edu.pl/zfs/gora/metnum19/
• Optimization methods; resources by Hans D. Mittelmann: https://plato.la.asu.edu/guide.html

Deep learning in general:

• Introduction videos: https://youtu.be/b99UVkWzYTQ?list=PLjJh1vlSEYgvGod9wWiydumYl8hOXixNu
• Theory book: https://www.deeplearningbook.org/

Neural networks:

• Convolutional: https://ujjwalkarn.me/2016/08/11/intuitive-explanation-convnets/
• Recurrent: www.wildml.com/2015/09/recurrent-neural-networks-tutorial-part-1-introduction-to-rnns/

Software:

• PSwarm (particle swarm optimization): http://www.norg.uminho.pt/aivaz/pswarm/
• GNU Octave (mathematical computations, MATLAB alternative): https://www.gnu.org/software/octave/
• Maxima (mathematics and symbolic computations): https://sourceforge.net/projects/maxima/