Deep Learning Design Patterns Study Jams - Session 2

This is the second session of a multi-session learning series organized by GDG Seattle, based on Andrew Ferlitsch's upcoming book: Deep Learning Design Patterns.

Link to event page - https://www.meetup.com/gdg-seattle/events/270036702/

In order to access the links inside, please click on "download pdf" first.

Transcript

1. May 21, 2020
2. GDG Seattle GDG Seattle is an inclusive community where developers, designers, and entrepreneurs of all skill levels, genders, religions, and backgrounds are welcome to learn, practice, and share Google technologies, services, and platforms. Our motto is “be excellent to each other”. If you see or experience anything different, please contact GDG Seattle organizers.
3. @AndrewFerlitsch | @margaretmz | @GDGSeattle | #TensorFlow 2.x | #Keras | #DeepLearning | #ComputerVision Agenda • Instructors intro • Session 2 Review • Q&A • Next steps for session 3 Post questions to YouTube live stream…tweet with hashtags below. 3 Agenda
4. @AndrewFerlitsch | @margaretmz | @GDGSeattle | #TensorFlow 2.x | #Keras | #DeepLearning | #ComputerVision The Instructor(s) - Andrew Ferlitsch • Google Cloud AI / Developer Relations ◦ Conferences ◦ Universities ◦ Meetups ◦ Training / Workshops ◦ Enterprise Clients • Expertise is Computer Vision and Deep Learning ◦ Formerly principal research (imaging) scientist for 20 yrs. ◦ 115 US issued patents based on my research • Writing a Deep Learning book to be published by Manning 4
5. @AndrewFerlitsch | @margaretmz | @GDGSeattle | #TensorFlow 2.x | #Keras | #DeepLearning | #ComputerVision The Instructor(s) - Margaret • ML GDE (Google Developer Expert) • Leading GDG Seattle, and Seattle Data/Analytics/ML • Working on AI for art & design 5
6. @AndrewFerlitsch | @margaretmz | @GDGSeattle | #TensorFlow 2.x | #Keras | #DeepLearning | #ComputerVision Please study for session 2 (5/21/2020): 6 Topics Video Workshop Deep Neural Networks 45 min talk + 15 min workshop Link Link Convolutional and Residual Networks 45 min talk + 15 min workshop Link Link Training Foundation 90 min talk + 30 min workshop Link Link You should have studied
7. @AndrewFerlitsch | @margaretmz | @GDGSeattle | #TensorFlow 2.x | #Keras | #DeepLearning | #ComputerVision We will cover questions on Chapter 1 7 Deep Neural Network
8. @AndrewFerlitsch | @margaretmz | @GDGSeattle | #TensorFlow 2.x | #Keras | #DeepLearning | #ComputerVision We will cover questions on Chapter 2 8 Convolutional and Residual Networks
9. @AndrewFerlitsch | @margaretmz | @GDGSeattle | #TensorFlow 2.x | #Keras | #DeepLearning | #ComputerVision We will cover questions on Chapter 3 9 Training Foundation
10. @AndrewFerlitsch | @margaretmz | @GDGSeattle | #TensorFlow 2.x | #Keras | #DeepLearning | #ComputerVision How do you study? • Read Andy’s DL Primer (link) • Watch the videos (bit.ly/2z3kbIA ) • Do the exercises (bit.ly/2zMRVdw ) • Join slack to help each other out (bit.ly/ml-study-jams) • Bring your questions to Study Jam sessions for live Q&A 10
11. @AndrewFerlitsch | @margaretmz | @GDGSeattle | #TensorFlow 2.x | #Keras | #DeepLearning | #ComputerVision Please study prior to session 3 (6/4/2020): 11 Topics Video Slides Workshop Design Patterns for Models 45 min talk + 15 min workshop Link Link Link Wide Convolutional Networks 30 min talk + 15 min workshop Link Link Link Alternate Connectivity Patterns 45 min talk + 15 min workshop Link Link Link Mobile Convolutional Networks 30 min talk + 15 min workshop Link Link Link What’s next?
12. @AndrewFerlitsch | @margaretmz | @GDGSeattle | #TensorFlow 2.x | #Keras | #DeepLearning | #ComputerVision Missed this session? Catch up with YouTube recording here. Happy studying & see you on 6/4! 12 Thanks for joining us!