Deep Learning - What is it and What It Can Do For You • Diogo Moitinho de Almeida • GOTO 2016

This presentation was recorded at GOTO Copenhagen 2016 http://gotocph.com Diogo Moitinho de Almeida - Data scientist, software engineer, and hacker ABSTRACT We will start from the basics of deep learning: what it is, how it works, and how to get started, and then move to the most commonly used architectures including convolutional and recurrent networks. [...] TIMECODES 0:00 Introduction 1:25 Super High level 2:52 Deep Learning An Interface 4:06 Deep Learning Vocabulary 5:52 Details: How to implement the backward pass 7:12 Details: How do we update the parameters 7:32 Details: What is backproplagation 8:40 Basics Review 9:38 Matrix Multiplication 10:28 Sigmoid 11:38 Slight Tangent 17:47 Recurrent Neural Networks CRNNO 23:07 Convolutional Neural Networks (CNN) 36:38 Robot Overlords 38:12 Generation 40:38 Deeper Language Understanding 41:34 Deeper Visual Understanding 42:06 Harder Game Playing 42:54 Automatically Discovering Hierarchical Structure 43:47 Learning to Use Memory 44:06 Differentiable Data Structures 44:33 Learning to Program 45:02 Learning to Execute 45:37 Module Networks 46:29 OKI I'm pumped to deep learning some problems Download slides and read the full abstract here: https://gotocon.com/cph-2016/presentations/show_talk.jsp?oid=7744 https://twitter.com/GOTOcon https://www.linkedin.com/company/goto- https://www.facebook.com/GOTOConferences #DataScience #DeepLearning #ML #ai Looking for a unique learning experience? Attend the next GOTO conference near you! Get your ticket at https://gotopia.tech Sign up for updates and specials at https://gotopia.tech/newsletter SUBSCRIBE TO OUR CHANNEL - new videos posted almost daily. https://www.youtube.com/user/GotoConferences/?sub_confirmation=1