machine learning

resources

pdfs

Data Science From Scratch - First Priciples With Python (O'Reilly)

vids

statistics (khan):

https://www.youtube.com/watch?v=uhxtUt_-GyM&list=PL1328115D3D8A2566

linear algebra (3Blue1Brown):

https://www.youtube.com/watch?v=kjBOesZCoqc&list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab

neural networks (3Blue1Brown):

https://www.youtube.com/watch?v=aircAruvnKk&list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi

k-nearest neighbour:

https://www.youtube.com/watch?v=k_7gMp5wh5A

deep learning intro series:

https://www.youtube.com/watch?v=TjhYqAQDwZI&list=PLjJh1vlSEYgvGod9wWiydumYl8hOXixNu&index=18

google developers - ml:

https://www.youtube.com/watch?v=cKxRvEZd3Mw&list=PLOU2XLYxmsIIuiBfYad6rFYQU_jL2ryal

articles

twitter - auto-cropping:

https://blog.twitter.com/engineering/en_us/topics/infrastructure/2018/Smart-Auto-Cropping-of-Images.html

chris olah - lstms:

http://colah.github.io/posts/2015-08-Understanding-LSTMs/

courses

coursera - ml-005 - andrew ng:

https://www.youtube.com/watch?v=PPLop4L2eGk&list=PLLssT5z_DsK-h9vYZkQkYNWcItqhlRJLN

mit - artificial intelligence:

https://www.youtube.com/watch?v=TjZBTDzGeGg&list=PLUl4u3cNGP63gFHB6xb-kVBiQHYe_4hSi

caltech - machine learning mooc:

https://work.caltech.edu/telecourse.html