Data Science for Social Influence

سرفصل های دوره

Combining data, AI, network science, and psychology for social influence.

1 - Introduction

1 - About this Course

2 - Are You Ready for this Course

3 - Course Materials.html

2 - Psychology of Social Influence

4 - Psychology of Social Influence Intro

5 - A Perspective of Social Influence

6 - Cognitive Biases Part 1 Primers Illusory Truth Effect Availability Heuristic

7 - Cognitive Biases Part 2 Cognitive Dissonance

8 - Cognitive Biases Part 3 Conformity Ostracism

9 - Behavior in Groups

3 - Influence in Social Networks

10 - Influence in Social Networks Intro

11 - Influence

12 - Influence Decay and the Network Horizon

13 - Information Spread in Social Networks

14 - Phase Transitions in the Ising Model

15 - The Rise of an Influencer Demo of Detecting a Rising Star

4 - Graph Representation Learning

16 - Graph Representation Learning Intro

17 - Graph Feature Engineering

18 - Graph Spectral Properties the Laplacian

19 - Graph Embeddings

20 - GNNs Part 1

21 - GNNs Part 2

22 - Graph Convolutions GCNs

23 - Graph Embeddings GNNs for Dynamic Graphs

24 - Evaluating Graph Representations

25 - Project Overview Node Classification with GNNs

26 - Project Node Classification with GNNs

5 - Data Manipulation

27 - Data Manipulation Intro

28 - How to Fake Statistical Analysis

29 - Bayesian AB Testing

30 - How to Generate Realistic Data

31 - Demo How to Break Benfords Law

32 - Fake News Deepfakes

33 - How to Create a Deepfake Leverage it for Social Influence

34 - Exploiting Data Visualization

6 - Media Bias Propaganda

35 - Media Bias Propaganda Intro

36 - Media Bias

37 - Propaganda

38 - Censorship

39 - Project Overview Hate Speech Detection

40 - Project Hate Speech Detector

41 - Project Overview News Recommender

42 - Project News Recommender

7 - Directed Influence Campaigns Botnets

43 - Directed Influence Campaigns Intro

44 - Directed Influence

45 - Demo Social Botnet Detection

46 - Project Overview Directed Influence Campaign

47 - Project Directed Influence Campaign

8 - Conclusion

48 - Where to Go From Here.html

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تولید کننده: Udemy-Training