Más contenido relacionado La actualidad más candente (20) Similar a Machine Learning in Google I/O 19 (20) Más de Jeongkyu Shin (20) Machine Learning in Google I/O 192. • Lablup Inc.
•
• Backend.AI
•
• Google Developer Expert
• ML / DL GDE, Sprint Master
7. • : AI →
• “ ” “ ” ?
• “ ?” →
• “ ?” →
• “ ?” → , , OS, Stadia,
Fuchusia…
“ ” “ ”
Google I/O `19
9. • 14 + ⍺
•
• 3 TensorFlow DevSummit …
10. +
• Coral, Edge TPU
• TensorFlow Lite
• TensorFlow.js + PWA
• Swift for TensorFlow
• TensorFlow 2.0
• TF-Agents
•
• /
• Federated Learning
• On-chip
• Private Join and Compute
• TPU Pods V3
• Cloud TPU Pods Beta
• ML Kit + Firebase
:
11. :
• Coral, Edge TPU
• TensorFlow Lite
• TensorFlow.js + PWA
• Swift for TensorFlow
15. +
• TPU Pods V3
• Cloud TPU Pods Beta
• ML Kit + Firebase
18. Coral
• Edge TPU
•
• USB
• PCI-E, SOM
•
• Mendel OS (Debian Fork)
• TF Lite Edge TPU
• Python SDK
19. • I/O `19: SDK
•
• ops :
•
• Edge AI ASIC
• Neural ComputeStick / Jetson
Nano
• RP4 + Add-on
• ?
Coral
20. • TF
• XLA
• TensorFlow 2.0 / TensorFlow.js
• GPU / NPU ( )
TensorFlow Lite
21. • node.js
• prebuilt / TF Hub (AI Hub)
TensorFlow.js
22. • node.js
• prebuilt / TF Hub (AI Hub)
TensorFlow.js
23. •
• Backend Frontend
• C++ + Python + (TF Lite) + … !
• Swift:
• LLVM
• ( Python + )
• On-the-track: (O’reilly)
•
Swift for TensorFlow
25. • (6 )
• Keras / Eager Execution
•
• tf.compat.v1
• TF Docs Sprint Seoul
TensorFlow 2.0
http://bit.ly/2Y2VdR5
26. • Jupyter Notebook
• TensorFlow / pybullet
•
• TensorFlow 1.14 2.0
• 2019 6 7 : RL (GFootball)
• https://github.com/google-research/
football
TF
TF-Agents https://github.com/tensorflow/agents
28. •
• - , ,
• “ ”
(ML Fairness)
33. Federated Learning
• (Data island) +
• + +
• 2016
• 2019 : TensorFlow Federated
• PySyft (for PyTorch)
*Sources: [1] https://ai.googleblog.com/2017/04/federated-learning-collaborative.html
[2] Federated Learning: Machine Learning on Decentralized Data (Google I/O 19)
34. •
•
•
• GBoard
• /
Federated Learning
extended
38. +
• TPU Pods V3
• Cloud TPU Pods Beta
• ML Kit + Firebase
extended
39. • ? → !
TPU Pods !
Cloud TPU Pods Beta
• XLNet ( 6 20 )
• BERT
• Cloud TPU Pod 2.5 !
• 2.5 2.9 .
extended
40. •
• → →
• / Transfer Learning
Firebase + +
AutoML Vision Edge
41. +
• Coral, Edge TPU
• TensorFlow Lite
• TensorFlow.js + PWA
• Swift for TensorFlow
• TensorFlow 2.0
• TF-Agents
•
• /
• Federated Learning
• On-chip
• Private Join and Compute
• TPU Pods V3
• Cloud TPU Pods Beta
• ML Kit + Firebase