TF Lite training - are you interested?

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Khanh LeViet

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May 28, 2020, 9:01:28 AM5/28/20
to ML on Mobile OS Working Group, Marcus Chang, Joana Carrasqueira
Hi Mobile ML Working Group members,

tl;dr: Please sign up here to join TF Lite training in June if you're interested!

I will be joining Sayak and Margaret to host two TF Lite training for the community next month. We already invited the ML GDEs and I'd like to also extend an invitation to this group because I think many of this group members might be interested as well.

Here is the schedule:
TFLite Session 1 APAC/EMEAWed 6/171:00am - 2:30am (PST)
TFLite Session 1 NA/LATAMWed 6/174:30pm - 6:00pm (PST)
TFLite Session 2 APAC/EMEAWed 6/241:00am - 2:30am (PST)
TFLite Session 2 NA/LATAMWed 6/244:30pm - 6:00pm (PST)

And here is the agenda. I'll cover the TF Lite "theory", then Margaret and Sayak will share about the TF Lite projects that they've worked on :)

Day 1: Getting started with on-device ML

  • Introduction to TF Lite and on-device machine learning

  • Demo: Build an Android app to recognize hand-written digits using MNIST dataset

  • How to convert a TF model to TF Lite

  • Leverage hardware accelerators to speed up model inference

  • Optimize TF Lite models with quantization and pruning

  • Create TF Lite models easily with TF Lite Model Maker

  • Brief introduction to other Google products relevant to on-device ML: Coral, ML Kit, Cloud AutoML Edge

Day 2: Advanced TensorFlow Lite

  • Choose the mobile optimized architecture for your use case

  • Quantization: which technique should I use?

  • The benefits of pruning

  • Combining quantization and delegates for faster inference

  • Benchmarking and profiling model inference

  • Leveraging Firebase for better model deployment

  • Model metadata for easy model sharing and integration to mobile apps


If you are interested in joining the training, please sign up using this form. We'll send you calendar invites. There are other TF product training listed in the form, so feel free to sign up for other training as well.

Cheers,
Khanh

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Le Viet Gia Khanh (カン)
TensorFlow Developer Advocate


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Ali Mustufa Shaikh

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May 28, 2020, 9:07:31 AM5/28/20
to Khanh LeViet, ML on Mobile OS Working Group, Marcus Chang, Joana Carrasqueira
Hello,

Thanks for sharing, I have filled the form and super excited for this.

Regards,
Ali Mustufa Shaikh.
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Dhaval Sodha Parmar

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May 28, 2020, 9:19:24 AM5/28/20
to Khanh LeViet, ML on Mobile OS Working Group, Marcus Chang, Joana Carrasqueira
Thank you Khanh for sharing, super excited.

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Sayak Paul

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Sep 17, 2020, 11:26:59 AM9/17/20
to mukesh works, Khanh LeViet, Marcus Chang, ML on Mobile OS Working Group
Adding in @Khanh LeViet @Marcus Chang 
Sayak Paul | sayak.dev



On Thu, Sep 17, 2020 at 8:48 PM mukesh works <mukesh...@gmail.com> wrote:
Hi,

Is the recording available on Youtube or any platform?
Thank you
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Soonson Kwon

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Sep 17, 2020, 8:49:50 PM9/17/20
to Sayak Paul, Biswajeet Mallik, mukesh works, Khanh LeViet, Marcus Chang, ML on Mobile OS Working Group

Below is the information +Biswajeet Mallik shared as part of TF community training. :-)


Topic

Slides

Recordings

TF.js

Link

Link

TF Lite

Link

NA/LATAM session - Link

APAC/EMEA session - Link 

TF Hub

Link

Link

TFX

Session 1 - TFX Getting started

Session 2 - Cloud AI Pipelines

Session 1 Slides

Session 2 Slides

Session 1 Recording

Session 2 Recording




Khanh LeViet

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Sep 17, 2020, 8:49:53 PM9/17/20
to Sayak Paul, mukesh works, Marcus Chang, ML on Mobile OS Working Group
Hi Mukesh,

The recordings are here:

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