Learn · Foundation of Cloud IoT Edge ML

Lecture 20 of 22week-08

Lecture 20: Introduction to Edge ML with AWS IoT platform

Prof. Rajiv Misra · IIT Patna

Credits and licence

From
Foundation of Cloud IoT Edge ML, IIT Patna (at NPTEL)
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only.
Attribution
NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge. Coordinated by IIT Kanpur.
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All the lectures

  1. Lecture 1 Introduction to Edge Computing 23 12 2022 V1 Video
  2. Lecture 2 Introduction to Cloud 23 12 2022 V2 Video
  3. Lecture 3 Introduction to IoT Platform 24 12 2022 V1 Video
  4. Lecture 4 Time and Clock Synchronization in IoT 24 12 2022 V2 Video
  5. Lecture 5 Video
  6. Lecture 6 Video
  7. Lecture 7 Introduction to Docker Containers and Kubernetes 26 12 2022 V2 Video
  8. Lecture 8 ML based Predictive Maintenance at IoT Edge 28 12 2022 V1 Video
  9. Lecture 9: Deep Reinforcement Learning for Cloud Edge Video
  10. Lecture 10 Deep Reinforcement Learning for Cloud Edge Example Video
  11. Lecture 11 Public Cloud Services Case Study of AWS Services Video
  12. Lecture 12: Mathematical formulations for task offloading in Edge Cloud Video
  13. Lecture 13: Task Offloading Based on LSTM Prediction and Deep Reinforcement Learning Video
  14. Lecture 14: Vertical and Horizontal Offloading for Cloud Edge Video
  15. Lecture 15: Global State and Snapshot Recording Algorithms Video
  16. Lecture 16: Hot Data Analytics for Real Time Streaming in IoT Platform Video
  17. Lecture 17: Introduction to MQTT and Kafka in IoT Platform Video
  18. Lecture 18: Introduction to Edge Data Center for IoT Platform Video
  19. Lecture 19: Design of Key Value Stores for IoT Edge Storage Video
  20. Lecture 20: Introduction to Edge ML with AWS IoT platform Video
  21. Lecture 21: Introduction to Federated Learning at IoT Edge Video
  22. Lecture 22: ML for Autonomous Driving Car Video