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Course10610424222 lectures

Foundation of Cloud IoT Edge ML

Prof. Rajiv Misra · IIT Patna

Start with lecture 1 At NPTEL

Lectures

week-01

  1. Lecture 1 Introduction to Edge Computing 23 12 2022 V1 Video
  2. Lecture 2 Introduction to Cloud 23 12 2022 V2 Video

week-02

  1. Lecture 3 Introduction to IoT Platform 24 12 2022 V1 Video
  2. Lecture 4 Time and Clock Synchronization in IoT 24 12 2022 V2 Video

week-03

  1. Lecture 5 Video
  2. Lecture 6 Video

week-04

  1. Lecture 7 Introduction to Docker Containers and Kubernetes 26 12 2022 V2 Video
  2. Lecture 8 ML based Predictive Maintenance at IoT Edge 28 12 2022 V1 Video

week-05

  1. Lecture 9: Deep Reinforcement Learning for Cloud Edge Video
  2. Lecture 10 Deep Reinforcement Learning for Cloud Edge Example Video
  3. Lecture 11 Public Cloud Services Case Study of AWS Services Video

week-06

  1. Lecture 12: Mathematical formulations for task offloading in Edge Cloud Video
  2. Lecture 13: Task Offloading Based on LSTM Prediction and Deep Reinforcement Learning Video
  3. Lecture 14: Vertical and Horizontal Offloading for Cloud Edge Video
  4. Lecture 15: Global State and Snapshot Recording Algorithms Video

week-07

  1. Lecture 16: Hot Data Analytics for Real Time Streaming in IoT Platform Video
  2. Lecture 17: Introduction to MQTT and Kafka in IoT Platform Video
  3. Lecture 18: Introduction to Edge Data Center for IoT Platform Video
  4. Lecture 19: Design of Key Value Stores for IoT Edge Storage Video

week-08

  1. Lecture 20: Introduction to Edge ML with AWS IoT platform Video
  2. Lecture 21: Introduction to Federated Learning at IoT Edge Video
  3. Lecture 22: ML for Autonomous Driving Car Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Patna
Department
Computer Science and Engineering
Teacher
Prof. Rajiv Misra
Level
Undergraduate
Language
English
Subjects
Computer science, Engineering
Source
NPTEL
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
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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