# Foundation of Cloud IoT Edge ML

- Institution: IIT Patna
- Department: Computer Science and Engineering
- Teacher: Prof. Rajiv Misra
- Level: Undergraduate
- Language: English
- Subjects: Computer science, Engineering
- Source: [NPTEL](https://nptel.ac.in/courses/106104242)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/106104242)
- Who can watch: Tweens profiles and older (sources give no ratings; placed by Invisible Network from the source's own words)

## Lectures

1. [Lecture 1 Introduction to Edge Computing 23 12 2022 V1](https://invisiblenetwork.ai/learn/nptel/106104242/c286af624b36) (Video)
2. [Lecture 2 Introduction to Cloud 23 12 2022 V2](https://invisiblenetwork.ai/learn/nptel/106104242/4133f97af993) (Video)
3. [Lecture 3 Introduction to IoT Platform 24 12 2022 V1](https://invisiblenetwork.ai/learn/nptel/106104242/c8694adfc06d) (Video)
4. [Lecture 4 Time and Clock Synchronization in IoT 24 12 2022 V2](https://invisiblenetwork.ai/learn/nptel/106104242/209e6f281fa5) (Video)
5. [Lecture 5](https://invisiblenetwork.ai/learn/nptel/106104242/4360b7a85d5e) (Video)
6. [Lecture 6](https://invisiblenetwork.ai/learn/nptel/106104242/6686b72b82bf) (Video)
7. [Lecture 7 Introduction to Docker Containers and Kubernetes 26 12 2022 V2](https://invisiblenetwork.ai/learn/nptel/106104242/7974e3572435) (Video)
8. [Lecture 8 ML based Predictive Maintenance at IoT Edge 28 12 2022 V1](https://invisiblenetwork.ai/learn/nptel/106104242/d8532334e756) (Video)
9. [Lecture 9: Deep Reinforcement Learning for Cloud Edge](https://invisiblenetwork.ai/learn/nptel/106104242/fb1286bcfa6c) (Video)
10. [Lecture 10 Deep Reinforcement Learning for Cloud Edge Example](https://invisiblenetwork.ai/learn/nptel/106104242/1f79656eb3fe) (Video)
11. [Lecture 11 Public Cloud Services Case Study of AWS Services](https://invisiblenetwork.ai/learn/nptel/106104242/65b413467e19) (Video)
12. [Lecture 12: Mathematical formulations for task offloading in Edge Cloud](https://invisiblenetwork.ai/learn/nptel/106104242/2423d61947a0) (Video)
13. [Lecture 13: Task Offloading Based on LSTM Prediction and Deep Reinforcement Learning](https://invisiblenetwork.ai/learn/nptel/106104242/244a93c96a60) (Video)
14. [Lecture 14: Vertical and Horizontal Offloading for Cloud Edge](https://invisiblenetwork.ai/learn/nptel/106104242/61b895e8ac65) (Video)
15. [Lecture 15: Global State and Snapshot Recording Algorithms](https://invisiblenetwork.ai/learn/nptel/106104242/f06319d1fa3b) (Video)
16. [Lecture 16: Hot Data Analytics for Real Time Streaming in IoT Platform](https://invisiblenetwork.ai/learn/nptel/106104242/9bd2a23d07d4) (Video)
17. [Lecture 17: Introduction to MQTT and Kafka in IoT Platform](https://invisiblenetwork.ai/learn/nptel/106104242/82408873d8c2) (Video)
18. [Lecture 18: Introduction to Edge Data Center for IoT Platform](https://invisiblenetwork.ai/learn/nptel/106104242/9800e407063b) (Video)
19. [Lecture 19: Design of Key Value Stores for IoT Edge Storage](https://invisiblenetwork.ai/learn/nptel/106104242/56ad737b6a27) (Video)
20. [Lecture 20: Introduction to Edge ML with AWS IoT platform](https://invisiblenetwork.ai/learn/nptel/106104242/2c30eea73f6a) (Video)
21. [Lecture 21: Introduction to Federated Learning at IoT Edge](https://invisiblenetwork.ai/learn/nptel/106104242/91d85e07efa1) (Video)
22. [Lecture 22: ML for Autonomous Driving Car](https://invisiblenetwork.ai/learn/nptel/106104242/e516eed9d3dd) (Video)