Module #1 Introduction to AI for Urban Planning Overview of the intersection of AI and urban planning, including the benefits and challenges of using AI in urban planning
Module #2 Urban Planning Fundamentals Review of key concepts in urban planning, including land use, transportation, and urban design
Module #3 AI and Machine Learning Basics Introduction to AI and machine learning concepts, including supervised and unsupervised learning, neural networks, and deep learning
Module #4 Data Sources for Urban Planning Overview of data sources commonly used in urban planning, including GIS, sensors, and crowdsourced data
Module #5 Data Preprocessing for Urban Planning Techniques for preprocessing and preparing urban planning data for AI and machine learning analysis
Module #6 Urban Analytics with AI Applying AI and machine learning to urban analytics, including regression, classification, and clustering techniques
Module #7 Predictive Modeling for Urban Planning Using AI and machine learning to build predictive models for urban planning applications, including land use forecasting and traffic prediction
Module #8 Computer Vision for Urban Planning Applying computer vision techniques to urban planning, including image recognition, object detection, and scene understanding
Module #9 Natural Language Processing for Urban Planning Using NLP to analyze and understand urban planning text data, including social media and citizen feedback
Module #10 AI for Urban Transportation Applying AI to urban transportation planning, including traffic optimization, route planning, and autonomous vehicles
Module #11 AI for Urban Land Use Planning Using AI to analyze and predict land use patterns, including zoning, density, and land use mix
Module #12 AI for Urban Design Applying AI to urban design, including generative design, urban morphology, and building information modeling
Module #13 AI for Urban Sustainability Using AI to analyze and optimize urban sustainability, including energy efficiency, water management, and waste reduction
Module #14 AI for Disaster Response and Recovery Applying AI to disaster response and recovery, including damage assessment, resource allocation, and infrastructure resilience
Module #15 AI for Urban Equity and Justice Using AI to analyze and address urban equity and justice issues, including gentrification, inequality, and accessibility
Module #16 AI for Urban Governance and Policy Applying AI to urban governance and policy, including policy analysis, decision support, and transparency and accountability
Module #17 Ethics and Bias in AI for Urban Planning Examining the ethical implications of AI in urban planning, including bias, fairness, and transparency
Module #18 Case Studies in AI for Urban Planning Real-world examples of AI applications in urban planning, including successful projects and lessons learned
Module #19 AI Tools and Platforms for Urban Planning Overview of AI tools and platforms commonly used in urban planning, including open-source and commercial options
Module #20 Collaboration and Communication in AI for Urban Planning Strategies for collaborating with stakeholders and communicating AI results in urban planning, including data visualization and storytelling
Module #21 Future of AI in Urban Planning Exploring the future of AI in urban planning, including emerging trends, opportunities, and challenges
Module #22 Practical Applications of AI in Urban Planning Hands-on exercises and projects applying AI to real-world urban planning challenges
Module #23 AI for Smart Cities Applying AI to smart city initiatives, including IoT, sensor integration, and data-driven decision making
Module #24 AI for Urban Climate Change Mitigation Using AI to analyze and mitigate the urban impacts of climate change, including energy efficiency and green infrastructure
Module #25 AI for Urban Public Health Applying AI to urban public health, including disease surveillance, air quality monitoring, and health equity
Module #26 AI for Urban Economy and Development Using AI to analyze and optimize urban economic development, including business attraction, retention, and workforce development
Module #27 AI for Urban Housing and Real Estate Applying AI to urban housing and real estate, including market analysis, pricing, and property valuation
Module #28 AI for Urban Social Services Using AI to improve urban social services, including education, healthcare, and social welfare
Module #29 AI for Urban Emergency Management Applying AI to urban emergency management, including emergency response, disaster recovery, and crisis management
Module #30 Course Wrap-Up & Conclusion Planning next steps in AI for Urban Planning career
