Deep Learning Design Patterns Study Jams - Session 3

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/270036718/

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

Transcript

1. June 4, 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 3 Review • Q&A • Next steps for session 4 Post questions to YouTube live stream & doc bit.ly/dldp-qa 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 You should have studied the following for session 3 (6/4/2020): 6 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 You should have studied
7. @AndrewFerlitsch | @margaretmz | @GDGSeattle | #TensorFlow 2.x | #Keras | #DeepLearning | #ComputerVision Ask Your Questions 7 Open Q&A
8. @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 8
9. @AndrewFerlitsch | @margaretmz | @GDGSeattle | #TensorFlow 2.x | #Keras | #DeepLearning | #ComputerVision Please study prior to session 4 (6/18/2020): 9 Topics Video Slides Workshop AutoEncoders 45 min talk + 15 min workshop Link Link Link Hyperparameter Tuning 45 min talk + 15 min workshop Link Link Link Transfer Learning 45 min talk + 15 min workshop Link Link Link What’s next?
10. @AndrewFerlitsch | @margaretmz | @GDGSeattle | #TensorFlow 2.x | #Keras | #DeepLearning | #ComputerVision Missed this session? Catch up with YouTube recording here. Happy studying & see you on 6/18! 10 Thanks for joining us!