Fast.ai Deep Learning - Lesson 12

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Welcome back! This is a continuation of last year's Fast.ai study group. New members are welcome to attend, but are encouraged to review the material from Part 1 to make sure they have experience with previously covered material.

Free and open to all.

In this study group, we will be working through the 2018 fast.ai deep learning MOOC: Cutting Edge Deep Learning For Coders, Part 2. For more information, visit the course's site here: https://course.fast.ai/part2.html
Each session we will use that week’s fast.ai lectures and course materials as a basis for discussion and learning. Everyone is invited to contribute their insights and questions.

Prior to each session, attendees are expected to have watched the lecture for that week and worked on course assignments. This group will assume familiarity with the material from fast.ai Part 1.

Agenda:
6 pm: food, drinks, networking
6:30 - 8:00 pm: fast.ai Deep Learning Lesson

Lessons schedule:
8 - Monday, 1/14, StartMart, 6 - 8 pm
9 - Monday, 1/21, StartMart, 6 - 8 pm
10 - Monday, 1/28, TechElevator, 6 - 8 pm
11 - Monday, 2/04, TechElevator, 6 - 8 pm
12 - Monday, 2/11, TechElevator, 6 - 8 pm
13 - Monday, 2/18, TechElevator, 6 - 8 pm
14 - Monday, 2/25, StartMart, 6 - 8 pm

Please note that we have no official connection with fast.ai.

Topics (7 lessons, about 20 hours of video):
- 8: Object detection
- 9: Single shot multi-box detector (SSD)
- 10: NLP classification and transfer learning
- 11: Neural translation; Multi-modal learning
- 12: DarkNet; Generative Adversarial Networks
- 13: CycleGANs; Data ethics; Style transfer
- 14: Super resolution; Segmentation with Unets

Expect to spend 5-10 hours per week (i.e. 70 hours total person + GPU time)

Here are links to course resources:

fast.ai course home page: https://course.fast.ai/part2.html

The course forum is here: http://forums.fast.ai/

The fast.ai GitHub containing all the course notebooks is here: https://github.com/fastai/fastai/tree/master/courses/dl1

The fastai Python package is here: https://github.com/fastai/fastai/tree/master/fastai

AI6
https://nurture.ai/ai-saturdays

CAIG:
https://clevelandaigroup.github.io/

Hope to see you there,
Cleveland Artificial Intelligence Group and AI6
@Brendan Mulcahy
@Jason Mancuso
@Vinod Pankajakshan
@Michał Wojczulis
@Michael Kudlaty