Johns Hopkins University
Social Computing 专项课程
Johns Hopkins University

Social Computing 专项课程

Master Applied Skills in Social Computing. Learn advanced techniques to analyze social networks, build chatbots, and enhance AI with crowdsourcing

Ian McCulloh

位教师:Ian McCulloh

包含在 Coursera Plus

深入学习学科知识
中级 等级

推荐体验

4 月 完成
在 5 小时 一周
灵活的计划
自行安排学习进度
深入学习学科知识
中级 等级

推荐体验

4 月 完成
在 5 小时 一周
灵活的计划
自行安排学习进度

您将学到什么

  • Analyze social media dynamics using advanced techniques in social computing.

  • Explore graph theory and centrality measures in social network analysis.

  • Utilize crowdsourcing to enhance AI through reliable data annotation.

  • Build and optimize chatbots using AWS for diverse applications.

要了解的详细信息

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授课语言:英语(English)

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  • 通过 Johns Hopkins University 获得职业证书

专业化 - 4门课程系列

Introduction to Social Computing

Introduction to Social Computing

第 1 门课程20小时

您将学到什么

  • Understand the basics of social computing and its relationship with social media and analytics.

  • Analyze how social media influences communication, behavior, and societal interactions.

  • Recognize how cognitive biases affect online behavior and the spread of information.

  • Explore how gamification enhances user motivation and improves social computing applications.

您将获得的技能

类别:Data Ethics
类别:Human Computer Interaction
类别:Game Design
类别:Research
类别:Systems Thinking
类别:Behavioral Economics
类别:Artificial Intelligence
类别:Sociology
类别:Social Network Analysis
类别:Responsible AI
类别:Analytics
类别:Social Sciences
类别:Psychology
Social Network Analysis

Social Network Analysis

第 2 门课程12小时

您将学到什么

  • Learn to calculate and interpret key centrality measures to identify influential nodes in social networks.

  • Gain skills in applying statistical models to analyze relationships and dynamics within social networks.

  • Understand how foundational social theories inform network analysis and shape interpretations of social interactions.

您将获得的技能

类别:Social Network Analysis
类别:Statistical Modeling
类别:Network Analysis
类别:Graph Theory
类别:Statistical Hypothesis Testing
类别:R Programming
类别:Sociology
类别:Statistical Analysis
类别:Social Sciences
Training AI with Humans

Training AI with Humans

第 3 门课程22小时

您将学到什么

  • Learn to construct and evaluate various machine learning classifiers and performance metrics.

  • Master the calculation and implications of Inter-Annotator Agreement (IAA) for data consistency.

  • Understand how to design and implement effective crowdsourcing tasks using Amazon Mechanical Turk.

  • Analyze crowdsourced data to enhance machine learning models and understand ethical considerations in AI.

您将获得的技能

类别:Data Quality
类别:Human Factors
类别:Data Validation
类别:Artificial Intelligence and Machine Learning (AI/ML)
类别:Statistical Analysis
类别:Data Collection
类别:Data Ethics
类别:Experimentation
类别:Performance Tuning
类别:Machine Learning
类别:Applied Machine Learning
类别:Research Design
Chatbots

Chatbots

第 4 门课程13小时

您将学到什么

  • Explore the history and mechanics of chatbots, enhancing your understanding of their design and function.

  • Construct and evaluate machine learning classifiers using BERT for effective text classification tasks.

  • Gain hands-on experience in creating and configuring functional chatbots using AWS Chatbot services.

您将获得的技能

类别:Natural Language Processing
类别:Artificial Intelligence and Machine Learning (AI/ML)
类别:Supervised Learning
类别:Amazon Web Services
类别:Collaborative Software
类别:LLM Application
类别:Application Development
类别:Tensorflow
类别:Applied Machine Learning

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位教师

Ian McCulloh
Johns Hopkins University
17 门课程16,198 名学生

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