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Course10610623974 lectures

Social Network Analysis

Prof. Tanmoy Chakraborty · IIIT Delhi

Start with lecture 1 At NPTEL

About

Networks are a fundamental tool for modeling complex social, technological, and biological systems. Coupled with the emergence of online social networks and large-scale data availability in social sciences, this course focuses on the analysis of massive networks which provide many computational, algorithmic, and modeling challenges. The course will cover research on the structure and analysis of such large networks and on models and algorithms that abstract their basic properties. We will explore how to practically analyze large-scale network data and how to reason about it through models for network structure and evolution. Topics covered in this course are how information spreads through society; robustness and fragility of networks; algorithms for the World Wide Web; prediction and recommendation in online social networks; representation learning for large networks; etc.

Prerequisites: Python programming, Probability and Statistics, Machine Learning

Lectures

Week 1

  1. SNA Chapter 1 Lecture 1 YouTube
  2. SNA Chapter 1 Lecture 2 YouTube
  3. SNA Chapter 1 Lecture 3 YouTube
  4. Tutorial 1: Introduction to Python/Colab YouTube
  5. Tutorial 2: Introduction to NetworkX - Part I YouTube

Week 2

  1. SNA Chapter 2 Lecture 1 YouTube
  2. SNA Chapter 2 Lecture 2 YouTube
  3. SNA Chapter 2 Lecture 3 YouTube
  4. SNA Chapter 2 Lecture 4 YouTube
  5. SNA Chapter 2 Lecture 5 YouTube
  6. SNA Chapter 2 Lecture 6 YouTube
  7. Tutorial 3: Introduction to NetworkX - Part II YouTube

Week 3

  1. SNA Chapter 3 Lecture 1 YouTube
  2. SNA Chapter 3 Lecture 2 YouTube
  3. SNA Chapter 3 Lecture 3 YouTube
  4. SNA Chapter 3 Lecture 4 YouTube
  5. SNA Chapter 3 Lecture 5 YouTube
  6. SNA Chapter 3 Lecture 6 YouTube
  7. SNA Chapter 3 Lecture 7 YouTube

Week 4

  1. SNA Chapter 4 Lecture 1 YouTube
  2. SNA Chapter 4 Lecture 2 YouTube
  3. SNA Chapter 4 Lecture 3 YouTube
  4. SNA Chapter 4 Lecture 4 YouTube
  5. SNA Chapter 4 Lecture 5 YouTube
  6. SNA Chapter 4 Lecture 6 YouTube

Week 5

  1. SNA Tutorial 4 YouTube
  2. SNA Chapter 5 Lecture 1 YouTube
  3. SNA Chapter 5 Lecture 2 YouTube
  4. SNA Chapter 5 Lecture 3 YouTube
  5. SNA Chapter 5 Lecture 4 YouTube

Week 6

  1. SNA Chapter 5 Lecture 5 YouTube
  2. SNA Chapter 5 Lecture 6 YouTube
  3. SNA Chapter 5 Lecture 7 YouTube
  4. SNA Chapter 5 Lecture 8 YouTube
  5. SNA Chapter 5 Lecture 9 YouTube
  6. SNA Chapter 5 Lecture 10 YouTube

Week 7

  1. SNA Chapter 6 Lecture 1 YouTube
  2. SNA Chapter 6 Lecture 2 YouTube
  3. SNA Chapter 6 Lecture 3 YouTube
  4. SNA Chapter 6 Lecture 4 YouTube
  5. SNA Chapter 6 Lecture 5 YouTube

Week 8

  1. SNA Chapter 7 Lecture 1 YouTube
  2. SNA Chapter 7 Lecture 2 YouTube
  3. SNA Chapter 7 Lecture 3 YouTube
  4. SNA Chapter 7 Lecture 4 YouTube
  5. SNA Chapter 7 Lecture 5 YouTube
  6. SNA Chapter 7 Lecture 6 YouTube
  7. SNA Chapter 7 Lecture 7 YouTube
  8. SNA Chapter 7 Lecture 8 YouTube

Week 9

  1. SNA Chapter 8 Lecture 1 YouTube
  2. SNA Chapter 8 Lecture 2 YouTube
  3. SNA Chapter 8 Lecture 3 YouTube
  4. SNA Chapter 8 Lecture 4 YouTube
  5. SNA Chapter 8 Lecture 5 YouTube
  6. SNA Chapter 8 Lecture 6 YouTube

Week 10

  1. SNA Chapter 9 Lecture 1 YouTube
  2. SNA Chapter 9 Lecture 2 YouTube
  3. SNA Chapter 9 Lecture 3 YouTube
  4. SNA Chapter 9 Lecture 4 YouTube
  5. SNA Chapter 9 Lecture 5 YouTube
  6. SNA Chapter 9 Lecture 6 YouTube

Week 11

  1. SNA Chapter 9 Lecture 7 YouTube
  2. SNA Chapter 9 Lecture 8 YouTube
  3. SNA Chapter 9 Lecture 9 YouTube
  4. SNA Chapter 9 Lecture 10 YouTube
  5. SNA Chapter 9 Lecture 11 YouTube
  6. SNA Tutorial 5 YouTube

Week 12

  1. SNA Chapter 10 Lecture 1 YouTube
  2. SNA Chapter 10 Lecture 2 YouTube
  3. SNA Chapter 10 Lecture 3 YouTube
  4. SNA Chapter 10 Lecture 4 YouTube
  5. SNA Chapter 10 Lecture 5 YouTube
  6. SNA Conclusion- Panel discussion YouTube
  7. SNA Conclusion YouTube

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIIT Delhi
Department
Computer Science and Engineering
Teacher
Prof. Tanmoy Chakraborty
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 Delhi.
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