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These patterns are the result of dynamic interactions within the socio-ecological system in different historical contexts. In a next step, we could think of applications of deep learning to capture both the temporal and spatial dynamic of land change (without the artificial division in three components as adopted in the current cellular models), maybe linking the learning to different agent responses through time. Certainly, an exciting scientific frontier, given the importance and complexity of adequately representing these processes in models at multiple scales. https://images.squarespace-cdn.com/content/v1/5cf633b008c1e2000198f2de/1581667227441-HH7QNDVJ28RX901RZRFE/Deep.png News - The possibilities of using deep learning for land change modeling https://www.aipeopleplanet.earth/aipeopleplanet-news/creating-planetary-responsible-ai monthly 0.5 2020-02-14 https://images.squarespace-cdn.com/content/v1/5cf633b008c1e2000198f2de/1581680934265-P1YGYT6LG7DI2TBAWNAB/image-asset.jpeg News - Creating Planetary Responsible AI https://www.aipeopleplanet.earth/aipeopleplanet-news/tag/AI monthly 0.5 https://www.aipeopleplanet.earth/aipeopleplanet-news/tag/DeepLearning monthly 0.5 https://www.aipeopleplanet.earth/aipeopleplanet-news/tag/MachineLearning monthly 0.5 https://www.aipeopleplanet.earth/landing-page daily 1.0 2021-11-11 https://www.aipeopleplanet.earth/about-us daily 0.75 2021-10-14 https://images.squarespace-cdn.com/content/v1/5cf633b008c1e2000198f2de/1570010125821-X1IID5HBF224ZZQXJBA9/image-asset.jpeg About the initiative - Key Questions How can AI be used to advance research about our rapidly changing planet? How will AI and automation affect the prospects of biosphere based sustainability in urban settings, agriculture, forestry, oceans and the Earth system? How can we make sure that applications of artificial intelligence contribute to a just and safe operating space, and help us understand and address urgent social and environmental challenges? https://images.squarespace-cdn.com/content/v1/5cf633b008c1e2000198f2de/1570188203157-ERXKFDT62IIVG3W01ZGU/image-asset.jpeg About the initiative - About us AI, People & Planet is a research initiative hosted by the Beijer Institute of Ecological Economics at the Royal Swedish Academy of Sciences, the Princeton Institute for International Regional and Studies at Princeton University, The Urban Systems Lab at The New School and, the Stockholm Resilience Centre at Stockholm University. https://images.squarespace-cdn.com/content/v1/5cf633b008c1e2000198f2de/1634210251298-KNACPC9FGQ184TNOE6TV/nathan-anderson-PB-14uh_lyg-unsplash.jpg About the initiative - Project Aim The initiative aims to explore how rapid technological change like artificial intelligence (AI) might both support and undermine transformations to sustainability. 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