Deep Learning: Introduction - Part I (WS 20/21)

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j.alvarezagente
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Deep Learning - Introduction Part 1

This video introduces the topic of Deep Learning by showing several well-known examples. Note that this version still has problems with the audio and is missing introductions to the guest quotes. We will fix this issue as soon as possible in the next days.

For reminders to watch the new video follow on Twitter https://twitter.com/maier_ak or LinkedIn https://www.linkedin.com/in/andreas-maier-a6870b1a6/.

Interested in joining our network? Get reminders for talks, videos and job offers related to machine learning here: https://lme.tf.fau.de/lab/join-the-pattern-recognition-lab/

Full Transcript (Summer 2020)
https://towardsdatascience.com/lecture-notes-in-deep-learning-introduction-part-1-5a1729abd580

Video References:
Cast Away Scene https://youtu.be/2ZwIsMzga_c
Spock Scene https://youtu.be/cFods1KSWsQ
ImageNet in 12 Hours https://youtu.be/PC60JL-lMzA
Lex Fridman's Channel https://www.youtube.com/channel/UCSHZKyawb77ixDdsGog4iWA
AlphaStar https://www.youtube.com/watch?v=nbiVbd_CEIA&list=LLoiMqX5FHfk_KDow7xSe7pg&index=2&t=0s
Yolo V2 https://www.youtube.com/watch?v=VOC3huqHrss&list=LLoiMqX5FHfk_KDow7xSe7pg&index=8&t=0s
Siri Examples https://www.youtube.com/watch?v=sem3OrrVt4A&list=LLoiMqX5FHfk_KDow7xSe7pg&index=7&t=0s
Alexa Example https://www.youtube.com/watch?v=CYvFxs32zvQ&list=LLoiMqX5FHfk_KDow7xSe7pg&index=6&t=0s

Music References:
Shinigami by XTaKeRuX https://freemusicarchive.org/music/XTaKeRuX/Empty_Grave/Shinigami
Destructing Own Kingdom by XTaKeRuX https://freemusicarchive.org/music/XTaKeRuX/2019073141810785/Destructing_Own_Kingdom_1900
Demilitarized Zone by Ethan Meixsell https://www.youtube.com/watch?v=3YsKTW3rYhE

Further Reading
A gentle Introduction to Deep Learning https://www.sciencedirect.com/science/article/pii/S093938891830120X

Further Free Deep Learning Ressources (including programming exercises)
https://lme.tf.fau.de/teaching/free-deep-learning-resources/
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