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Introduction to Social Media Analytics · LearnSpace
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Introduction to Social Media Analytics

Курс от Birla Institute of Technology & Science, Pilani
Средний≈ 47.1 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This comprehensive course explores the intersection of social media platforms and network science, providing students with essential skills for analysing digital social interactions. Beginning with graph theory fundamentals, students learn to model social media data as networks and apply mathematical frameworks to extract meaningful insights. The curriculum progresses through advanced network analysis, centrality measures, and community detection algorithms. Students master key concepts, including degree centrality, betweenness analysis, PageRank algorithms, and information diffusion models. Practical applications focus on influencer identification, recommendation systems, viral marketing strategies, and community leader detection. Advanced modules cover machine learning techniques for social media, including language analysis, fake news detection, and behavioural prediction. Students explore ethical considerations in social media research, privacy preservation, and responsible AI applications. The course emphasises hands-on implementation using NetworkX, real-world case studies, and industry-relevant projects. By completion, students will be equipped to analyse social media networks professionally, develop recommendation algorithms, design viral marketing campaigns, and conduct ethical social media research. This course is ideal for data scientists, marketing professionals, researchers, and anyone seeking to understand the mathematical foundations of social media analytics.

Навыки, которые вы освоите

Graph TheoryNetwork AnalysisSocial Media AnalyticsData MiningAlgorithmsApplied Machine LearningAI SecurityAnalyticsNetwork ModelBig DataArtificial IntelligenceDeep LearningMachine LearningResponsible AIUnsupervised LearningSocial Network AnalysisResearchData EthicsGraphingAI Personalization

Программа курса

10 модулей · 286 учебных материалов

01Introduction to Social Media and Graph Fundamentals40 материалов

Course Introduction

Course OverviewЧтениеCourse IntroductionВидеоMeet Your Instructor: Prof. Aneesh ChivakulaВидеоMeet Your Instructor: Prof. Seetha ParameswaranВидео

Social Media Landscape and Mining Fundamentals

Учитесь у экспертов

BITS Pilani Instructors Group

Преподаватель курса

Introduction to Social Media Analytics
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Обучение на Coursera

≈ 47.1 ч

10 модулей

Язык: Английский

Часть программы вашего университета
Why Social Media Analytics MattersВидео
Social Media Definition and EvolutionВидео
Social Media Definition and EvolutionЗадание
Types of Social Media PlatformsВидео
Types of Social Media PlatformsЗадание
Social Media Mining Applications and ChallengesВидео
Social Media Mining Applications and ChallengesЗадание
Exploring Different Social Media Platforms and Their Data StructuresВидео
Recommended Reading: Social Media Landscape and Mining FundamentalsЧтение

Graph Theory Fundamentals

Graph Basics - Building Blocks of NetworksВидеоGraph Basics: Building Blocks of NetworksЗаданиеDirected vs. Undirected Graphs in Social MediaВидеоDirected vs. Undirected Graphs in Social MediaЗаданиеBasic Graph PropertiesВидеоBasic Graph PropertiesЗаданиеModelling Social Media as NetworksВидеоModelling Social Media as NetworksЗаданиеDemo: Creating Basic Social Media Graphs with NetworkXВидеоRecommended Reading: Graph Theory FundamentalsЧтение

Graph Representation Methods

Adjacency Matrix RepresentationВидеоAdjacency Matrix RepresentationЗаданиеAdjacency List RepresentationВидеоAdjacency List RepresentationЗаданиеEdge List and Other RepresentationsВидеоEdge List and Other RepresentationsЗаданиеDemo: Implementing Different Graph Representations in PythonВидеоRecommended Reading: Graph Representation Models Чтение

Network Data Collection and Ethics

Introduction to Social Media APIsВидеоIntroduction to Social Media APIsЗаданиеData Storage and ManagementВидеоData Storage and ManagementЗаданиеPrivacy and Ethical ConsiderationsВидеоPrivacy and Ethical ConsiderationsЗаданиеDemo: Building Ethical Social Media Data Collection PipelineВидеоRecommended Reading: Data Collection, Processing, and EthicsЧтение

Summary and Assessment

From Theory to PracticeВидео
02Network Analysis and Graph Properties32 материалов

Advanced Graph Types and Network Models

Understanding Network StructureВидеоBipartite Networks and ProjectionsВидеоBipartite Networks and ProjectionsЗаданиеWeighted Networks in Social MediaВидеоWeighted Networks in Social MediaЗаданиеScale-free and Small-world NetworksВидеоScale-free and Small-world NetworksЗаданиеMeasuring Network ConnectivityВидеоMeasuring Network ConnectivityЗаданиеCreating and Analysing Different Network TypesВидеоRecommended Reading: Advanced Graph Types and Network ModelsЧтение

Graph Algorithms for Network Analysis

DFS and Network ExplorationВидеоDFS and Network ExplorationЗаданиеBFS and Distance AnalysisВидеоBFS and Distance AnalysisЗаданиеDijkstra's Algorithm for Weighted NetworksВидеоDijkstra's Algorithm for Weighted NetworksЗадание

Graph Connectivity and Basic Properties

Network Density and ClusteringВидеоNetwork Density and ClusteringЗаданиеTrees and Hierarchical StructuresВидеоTrees and Hierarchical StructuresЗаданиеAlgorithm Complexity and Practical ConsiderationsВидеоAlgorithm Complexity and Practical ConsiderationsЗадание

Summary and Assessment

From Structure to BehaviourВидеоGraded Quiz - Week 1 and 2Задание
03Network Measures and Centrality Analysis35 материалов

Basic Network Measures and Node Properties

Measuring Importance in NetworksВидеоIntroduction to Network MeasuresВидеоIntroduction to Network MeasuresЗаданиеDegree CentralityВидеоDegree CentralityЗаданиеBasic Node PropertiesВидеоBasic Node PropertiesЗаданиеNode Classification and RolesВидеоNode Classification and RolesЗаданиеComputing Basic Network Measures for Social Media UsersВидеоComputing Basic Network Measures for Social Media UsersЗаданиеRecommended Reading: Basic Network Measures and Node PropertiesЧтение

Advanced Centrality Measures

Betweenness CentralityВидеоBetweenness CentralityЗаданиеCloseness CentralityВидеоCloseness CentralityЗаданиеPageRank AlgorithmВидеоPageRank AlgorithmЗаданиеCentrality Comparison and Selection

Social Network Patterns

Transitivity and ReciprocityВидеоTransitivity and ReciprocityЗаданиеHomophily and Assortativity BasicsВидеоHomophily and Assortativity BasicsЗаданиеLink Prediction and Practical ApplicationsВидеоLink Prediction and Practical ApplicationsЗадание

Summary and Assessment

From Individual Nodes to GroupsВидео
04Community Detection and Analysis36 материалов

Community Fundamentals and Basic Detection

Finding Groups in Social NetworksВидеоSocial Communities Definition and CharacteristicsВидеоSocial Communities Definition and CharacteristicsЗаданиеCommunity Detection ApproachesВидеоCommunity Detection ApproachesЗаданиеModularity-Based Community DetectionВидеоModularity-Based Community DetectionЗаданиеSimple Community Detection AlgorithmsВидеоSimple Community Detection AlgorithmsЗаданиеVisualising and Exploring Communities in Real NetworksВидеоVisualising and Exploring Communities in Real NetworksЗаданиеRecommended Reading: Community Fundamentals and Basic DetectionЧтение

Advanced Detection Methods

Louvain AlgorithmВидеоLouvain AlgorithmЗаданиеSpectral Methods for Community DetectionВидеоSpectral Methods for Community DetectionЗаданиеOverlapping CommunitiesВидеоOverlapping CommunitiesЗадание

Advanced Community Detection

Community Quality EvaluationВидеоCommunity Quality EvaluationЗаданиеAlgorithm ComparisonВидеоAlgorithm ComparisonЗаданиеSocial Media ApplicationsВидеоSocial Media ApplicationsЗаданиеHierarchical Community Detection

Summary and Assessment

From Structure to BehaviourВидеоGraded Quiz - Week 3 and 4Задание
05Information Diffusion and Behaviour Analytics31 материалов

Information Diffusion Models

How Information and Behaviour SpreadВидеоInformation Diffusion FundamentalsВидеоInformation Diffusion FundamentalsЗаданиеIndependent Cascade ModelВидеоIndependent Cascade ModelЗаданиеLinear Threshold ModelВидеоLinear Threshold ModelЗаданиеInfluence Maximisation BasicsВидеоInfluence Maximisation BasicsЗаданиеSimulating Information Diffusion in Social NetworksВидеоRecommended Reading: Information Diffusion ModelsЧтение

Collective Behaviour and Social Phenomena

Herd Behaviour and Social ProofВидеоHerd Behaviour and Social ProofЗаданиеEcho Chambers and Filter BubblesВидеоEcho Chambers and Filter BubblesЗаданиеSocial Contagion MechanismsВидеоSocial Contagion MechanismsЗадание

Influence Analysis and Behaviour Prediction

Influence vs. HomophilyВидеоInfluence vs. HomophilyЗаданиеBehaviour Prediction MethodsВидеоBehaviour Prediction MethodsЗаданиеApplications in Social Media AnalyticsВидеоApplications in Social Media AnalyticsЗадание

Summary and Assessment

From Structure to BehaviourВидео
06Recommender Systems27 материалов

Practical Realisations of Collective Intelligence

Social Recommendation ApproachesВидеоSocial Recommendation ApproachesЗаданиеCross-Domain Recommendation ApproachesВидеоCross-Domain Recommendation ApproachesЗаданиеWeb Intelligence-Powered RecommendationВидеоWeb Intelligence-Powered RecommendationЗаданиеRecommended Reading: Practical Realisations of Collective IntelligenceЧтение

Recommendation Algorithms

Recommender System DesignВидеоRecommender System DesignЗаданиеMemory-Based MethodsВидеоMemory-Based MethodsЗаданиеFactorisation MachinesВидеоFactorisation MachinesЗаданиеComputational Optimization Algorithms

Knowledge Discovery Methods

Clustering AlgorithmsВидеоClustering AlgorithmsЗаданиеFrequent Pattern Mining AlgorithmsВидеоFrequent Pattern Mining AlgorithmsЗаданиеAssociation Rule Mining AlgorithmsВидеоAssociation Rule Mining AlgorithmsЗадание

Summary and Assessment

Module Wrap-UpВидеоGraded Quiz - Week 5 and 6 Задание
07Big Data Analytics20 материалов

Neuro-Symbolic AI

Predictive ModellingВидеоPredictive ModellingЗаданиеData Stream MiningВидеоData Stream MiningЗаданиеNon-Stationary Data AnalyticsВидеоNon-stationary Data AnalyticsЗаданиеDynamic Network AnalysisВидеоDynamic Network AnalysisЗаданиеRecommended Reading: Neuro-Symbolic AIЧтение

Agentic AI

Virtual AssistantsВидеоVirtual AssistantsЗаданиеAgentic AI EvolutionВидеоAgentic AI EvolutionЗаданиеAdversarial RobustnessВидеоAdversarial RobustnessЗаданиеInformation Asymmetry - Part 1
08Intelligent Systems26 материалов

Responsible AI

Strategic ClassificationВидеоStrategic ClassificationЗаданиеPrediction GamesВидеоPrediction GamesЗаданиеCounterfactual FairnessВидеоCounterfactual FairnessЗаданиеMachine UnlearningВидеоMachine UnlearningЗаданиеRecommended Reading: Responsible AIЧтение

Robust AI

Social Media PolarisationВидеоSocial Media PolarisationЗаданиеPrivacy PreservationВидеоPrivacy PreservationЗаданиеData EncryptionВидеоData EncryptionЗаданиеBandit LearningВидео

Hybrid AI

Hybrid Learning SystemsВидеоHybrid Learning SystemsЗаданиеMLOps ВидеоMLOpsЗаданиеRecommended Reading: Hybrid AIЧтение

Summary and Assessment

Graded Quiz - Week 7 and 8Задание
09Language Analysis18 материалов

Text Analytics

Content-Based FilteringВидеоContent-Based FilteringЗаданиеNovelty Detection Filters - Part 1ВидеоNovelty Detection Filters - Part 1ЗаданиеNovelty Detection Filters - Part 2ВидеоNovelty Detection Filters - Part 2ЗаданиеTopic ModellingВидеоTopic ModellingЗаданиеRecommended Reading: Text AnalyticsЧтение

Large Language Models

Semantic Web MiningВидеоSemantic Web MiningЗаданиеNatural Language GenerationВидеоNatural Language GenerationЗаданиеTransformer ModelsВидеоTransformer ModelsЗаданиеAdversarial Learning in Foundation Models
10Social Media Detection Methods21 материалов

Digital Forensics

Fake News DetectionВидеоFake News DetectionЗаданиеDeepfakesВидеоDeepfakesЗаданиеCyberbullying Detection ВидеоCyberbullying Detection ЗаданиеCybercrime DetectionВидеоCybercrime DetectionЗаданиеRecommended Reading: Digital ForensicsЧтение

Information Warfare

Adversarial AI in Information WarfareВидеоAdversarial AI in Information WarfareЗаданиеComputational Red TeamingВидеоComputational Red TeamingЗаданиеAdvanced Persistent ThreatsВидеоAdvanced Persistent ThreatsЗадание

Summary and Assessment

Graded Quiz - Week 9 and 10 ЗаданиеCourse WrapupВидео

Course Wrap-Up

Course SummaryЧтение
Basic Network Flow ConceptsВидео
Basic Network Flow ConceptsЗадание
Identifying and Analysing Special Graph StructuresВидео
Recommended Reading: Graph Algorithms for Network AnalysisЧтение
Analysing Connectivity in Real NetworksВидео
Graph Algorithms ImplementationВидео
Recommended Reading: Graph Connectivity and Basic PropertiesЧтение
Видео
Centrality Comparison and SelectionЗадание
Calculating and Comparing Different Centrality MeasuresВидео
Calculating and Comparing Different Centrality MeasuresЗадание
Recommended Reading: Advanced Centrality Measures Чтение
Analysing Social Patterns in Network DataВидео
Analysing Social Patterns in Network DataЗадание
Building User Profiles Using Network MeasuresВидео
Building User Profiles Using Network MeasuresЗадание
Recommended Reading: Social Network PatternsЧтение
Dynamic Community DetectionВидео
Dynamic Community DetectionЗадание
Implementing Basic Community Detection AlgorithmsВидео
Implementing Basic Community Detection AlgorithmsЗадание
Recommended Reading: Advanced Detection MethodsЧтение
Видео
Hierarchical Community DetectionЗадание
Overlapping Community DetectionВидео
Overlapping Community DetectionЗадание
Recommended Reading: Advanced Community DetectionЧтение
Cascade Detection and MeasurementВидео
Cascade Detection and MeasurementЗадание
Detecting and Analysing Herd Behaviour in Social Media DataВидео
Recommended Reading: Collective Behaviour and Social PhenomenaЧтение
Measuring and Modelling Influence vs HomophilyВидео
Building Complete Behaviour Analytics PipelineВидео
Recommended Reading: Influence Analysis and Behaviour PredictionЧтение
Видео
Computational Optimization AlgorithmsЗадание
Neural Factorisation MachinesВидео
Neural Factorisation MachinesЗадание
Recommended Reading: Recommendation AlgorithmsЧтение
Recommended Reading: Knowledge Discovery MethodsЧтение
Видео
Information Asymmetry - Part 2Видео
Information Asymmetry - Part 3Видео
Information AsymmetryЗадание
Recommended Reading: Agentic AIЧтение
Bandit LearningЗадание
Robustness of RecommendationВидео
Robustness of RecommendationЗадание
Recommended Reading: Robust AIЧтение
Видео
Adversarial Learning in Foundation ModelsЗадание
Recommended Reading: Large Language ModelsЧтение
WargamingВидео
WargamingЗадание
Recommended Reading: Information WarfareЧтение