Se ha denunciado esta presentación.
Se está descargando tu SlideShare. ×

Intelligent internet of things with Google Cloud

Anuncio
Anuncio
Anuncio
Anuncio
Anuncio
Anuncio
Anuncio
Anuncio
Anuncio
Anuncio
Anuncio
Anuncio
Próximo SlideShare
Big data on google cloud
Big data on google cloud
Cargando en…3
×

Eche un vistazo a continuación

1 de 39 Anuncio

Intelligent internet of things with Google Cloud

Descargar para leer sin conexión

Learn how recent innovation at Google allows you to produce intelligence from IoT data. We will look at some use cases and you will get an overview of the building blocks we use to build truly intelligent IoT solutions in the cloud and on the edge.

Learn how recent innovation at Google allows you to produce intelligence from IoT data. We will look at some use cases and you will get an overview of the building blocks we use to build truly intelligent IoT solutions in the cloud and on the edge.

Anuncio
Anuncio

Más Contenido Relacionado

Presentaciones para usted (20)

Similares a Intelligent internet of things with Google Cloud (20)

Anuncio

Más reciente (20)

Intelligent internet of things with Google Cloud

  1. 1. Henrik Hammer Eliassen Customer Engineer Google Cloud Copenhagen, Denmark Intelligent IoT with Google Cloud
  2. 2. IoT Data HW AI Eco- System Business ModelSecurity Value of IoT - more than collecting data
  3. 3. Some of the companies innovating with Cloud IoT
  4. 4. 40 Foot Container IoT Micro Climate Growing parameters (and taste) can be controlled across the world through Mobile/IoT 2-4 Tons of produce pr. Year 52 Harvests pr. Year https://www.youtube.com/watch?v=nkzkQVExK6U
  5. 5. 500.000 Events pr. Second streamed from sensors & applications Voice Operated data access to platform through Google Assistant https://www.youtube.com/watch?v=CNOLO9Fi_eo ML On real-time and historical data streams to optimize production
  6. 6. Serverless, Petabyte-scale IoT & Data Platform https://cloud.google.com/solutions/iot/
  7. 7. BigQuery Cloud ML Engine Cloud AutoML Data Scientist SQL Analyst Business Analyst ML services for different skill profiles
  8. 8. Cloud Machine Learning Engine cloud.google.com/ml-engine Fully Managed platform for machine learning Distributed Training with GPUs & TPUs Fast & Scalable online/batch prediction
  9. 9. Is this wire damaged? Yes, 96% accuracy and recall Cloud ML Engine
  10. 10. BigQuery: Store, Analyse & Build ML on IoT data Petabyte-scale storage and queries Real-time analytics on streaming data Google Cloud Platform’s enterprise data warehouse for analytics Convenience of standard SQL Fully managed and serverless Built-in Machine Learning Encrypted, durable and highly available 1-2 cent pr. GB storage
  11. 11. ML in BigQuery Example: Train Model Score Model https://cloud.google.com/bigquery/docs/bigqueryml
  12. 12. Confidential & ProprietaryGoogle Cloud Platform 15 Speaking AI now powers real time audio speech translation for the top languages, allowing more humans to connect than ever before AlphaGo AI learns by itself from the historical games of Go to beat the world champion https://deepmind.com/blog/alphago-zero-learning-scratch/
  13. 13. AutoML - Reinforcement Learning made easy Dataset Cloud AutoML Train Deploy Serve Predictions with a REST API https://deepmind.com/blog/alphago-zero-learning-scratch/
  14. 14. Inception-ResNet-v2 Years of effort by top ML researchers in the world computational cost Accuracy(precision@1) accuracy Learning Transferable Architectures for Scalable Image Recognition, Zoph et al. 2017, https://arxiv.org/abs/1707.07012 Handcrafted models by cost and accuracy
  15. 15. Learning Transferable Architectures for Scalable Image Recognition, Zoph et al. 2017, https://arxiv.org/abs/1707.07012 computational cost Accuracy(precision@1) accuracy AutoML outperforms handcrafted models
  16. 16. Confidential & Proprietary Reinforcement Learning on IoT data to reduce PUE in Google Datacenters Confidential & Proprietary 40%
  17. 17. On average, a Google data center uses 50% less energy than a typical data center We now deliver 3.5x as much computing power with the same amount of electricity vs 5 years ago Our data centers use nearly six times less overhead energy https://environment.google/projects/environmental-report-2017/
  18. 18. Is this wire damaged? (Revisited) https://www.youtube.com/watch?v=HYvAPjukKic Yes, 96% accuracy and recall Cloud AutoML 3 months work 5 min. work
  19. 19. “If everyone spoke to their phone for three minutes, we’d exhaust all available compute resources” Jeff Dean Senior Fellow, Google
  20. 20. Up to 180 teraflops per device 64 GB high-bandwidth memory Real images/sec ~2650 Train ResNet-50 on ImageNet starting at < $7.5 Cloud TPU https://cloud.google.com/blog/products/gcp/cloud-tpu-now-offers-preemptible-pricing-and-global-availability
  21. 21. Cloud TPU v2 180 teraflops 64 GB HBM training and inference Cloud TPU v2 PodALPHA 11.5 petaflops 4 TB HBM 2-D toroidal mesh network training and inference Cloud TPU v3ALPHA 420 teraflops 128 GB HBM training and inference Google Cloud ML horsepower On-prem GPUs depreciate at 50% pr. year. Use the cloud instead
  22. 22. How about the Edge? Cloud IoT Edge
  23. 23. Introducing Edge TPU Run multiple AI models concurrently on high resolution video frames at 30 FPS
  24. 24. Edge TPU development kit Available through ➤ System On Module (SOM) = Integrated Edge TPU + CPU + Crypto ➤ Edge TPU accelerator with USB-C connector for edge systems that already have a host connectivity➤ Base board adds connectivity options to SOM
  25. 25. Edge TPU module (coming soon) Works with: SoM combining: Quad-core CPU Wifi Secure Element (Crypto chip) Edge TPU https://aiyprojects.withgoogle.com/edge-tpu/
  26. 26. Integrated ML solution for the Edge Edge TPU / GPU / CPU Edge Device Edge ML Edge IoT Core or Linux OS Cloud IoT Edge Real-time analytics & ML Predict & act at the Edge Device data Operational data OS Hardware Software
  27. 27. Device data Aggregated data Build or bring your own model Cloud IoT Edge Real-time analytics & ML Edge TPU / GPU / CPU Operational data Trained ML model Edge Device Edge ML Edge IoT Core Data Deploy Trained ML Model Build and Train ML model in the Cloud Predict & act at the Edge or Linux OS Integrated AI solution with Cloud IoT platform
  28. 28. Demo at Next Camera input 1080P at 60 FPS Multiple AI models run concurrently No Edge TPU 3-4 FPS Edge TPU 25 FPS https://youtu.be/-T9MNR-Bl8I?t=1697
  29. 29. Image analysis of 200 HD images of glass panels in 0.8 seconds Edge TPU built into camera From 60% to 99.9 % accuracy https://www.facebook.com/gcp/videos/lg-cns/1026946984153368/
  30. 30. Application partnersDevices partners Edge partners Some of our IoT partners...
  31. 31. Announcing Microchip 8-bit MCU for Cloud IoT LiPo battery charger & debugger Light sensor Secure Crypto Chip ATECC608 Temp sensor Smart 8-bit PIC/AVR WIFI Connected WINC1510 mikroBUS™ mikroBUS™ https://www.youtube.com/watch?v=wwgxpC1oomM +450 sensors
  32. 32. Try it out yourself in QWIKLabs ! https://www.qwiklabs.com/quests/49?locale=en
  33. 33. Try it out yourself in AIY or Android Things ! https://aiyprojects.withgoogle.com/ https://developer.android.com/things/get-started/kits
  34. 34. That’s really a wrap https://cloud.google.com/solutions/iot/ Auto ML
  35. 35. Backup Slides
  36. 36. Confidential & Proprietary Largest corporate buyer…ever Cumulative corporate renewable energy purchased in US, Europe & Mexico - March 2018
  37. 37. Serverless Reference Architecture for IoT & ML https://cloud.google.com/solutions/iot/
  38. 38. Google’s Private Low-latency Network carry your IoT data Cloud Pub/Sub - Message Bus

×