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Title:Analyzing the Amazon Deforestation with ML and Google Earth – Part 1 | AI FOR GOOD DISCOVERY
Duration:02:23:13
Viewed:0
Published:15-03-2022
Source:Youtube

Google Earth Engine combines data catalogue and processing capabilities, allowing the user to access vast amount of geospatial data and apply custom created processing scripts. The focus of the workshop is to apply machine learning algorithms for analyzing deforestation in the Brazilian Amazon using earth observation data, in particular multispectral images from ESA Sentinel and NASA Landsat missions. The workshop gives a general introduction to the Google Earth Engine cloud-computing service. Along basic functionalities we demonstrate how to browse and access the petabyte data catalogue. We also introduce the basic JavaScript in order for the user to be able to manipulate and handle data processing at a certain level. Going further into the workshop we will present how to compute indices such as NDVI (Normalized Difference Vegetation Index) and to analyze in a time-series manner. All the showcased steps eventually lead to a preprocessed set of scenes which are further used to apply a machine learning algorithm to quantify forest loss over time. Finally, the resulted products are evaluated against an external dataset. Speakers: Maria Antonia Brovelli, Professor of Geographic Information Systems and Digital Mapping, Politecnico di Milano Vasil Yordanov, PhD candidate, ‘Vasil Levski’ National Military University Watch the latest #AIforGood videos! https://www.youtube.com/c/AIforGood/videos Explore more #AIforGood content: AI for Good Top Hits https://www.youtube.com/playlist?list=PLQqkkIwS_4kXXQWhP4vSr0Rtl13t2Ud2w AI for Good Webinars https://www.youtube.com/playlist?list=PLQqkkIwS_4kUwDVioxixBf8OYlGAS_9_z AI for Good Keynotes https://www.youtube.com/playlist?list=PLQqkkIwS_4kUmK6zjiuWWE4fImrbGBWRF Stay updated and join our weekly AI for Good newsletter: http://eepurl.com/gI2kJ5 Discover what's next on our programme! https://aiforgood.itu.int/programme/ Check out the latest AI for Good news: https://aiforgood.itu.int/newsroom/ Explore the AI for Good blog: https://aiforgood.itu.int/ai-for-good-blog/ Connect on our social media: Website: https://aiforgood.itu.int/ Twitter: https://twitter.com/ITU_AIForGood LinkedIn Page: https://www.linkedin.com/company/26511907 LinkedIn Group: https://www.linkedin.com/groups/8567748 Instagram: https://www.instagram.com/aiforgood Facebook: https://www.facebook.com/AIforGood What is AI for Good? The AI for Good series is the leading action-oriented, global & inclusive United Nations platform on AI. The Summit is organized all year, always online, in Geneva by the ITU with XPRIZE Foundation in partnership with over 35 sister United Nations agencies, Switzerland and ACM. The goal is to identify practical applications of AI and scale those solutions for global impact. Disclaimer: The views and opinions expressed are those of the panelists and do not reflect the official policy of the ITU. #AIforGoodDiscovery #AIforEnvironmentalSustainability



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