Explain it to me! On the use of explainable ML for the agricultural and environmental sciences
0Machine learning approaches, especially deep neural networks, are showing tremendous success in finding patterns and relationships in large data sets for predictions and classifications that are usually too complex to be directly captured by humans. In addition to high accuracy, a desired goal is to learn explainable models and understand how a particular decision was made. To achieve this goal and obtain explanations, knowledge from the domain is needed that can be integrated into the model or applied post-hoc. This talk presents diverse environmental and agricultural sciences applications in which explainable machine learning is used. It will also show that machine learning can not only be used to learn models that align with our existing knowledge but can also lead to new scientific insights. \n\nSpeakers:\nRibana Roscher\nProfessor\nJoint Research Centre, Centre for Advanced Studies - European Commission\n\nModerators:\nJoachim Denzler\nProfessor of Computer Vision\nUniversity of Jena\n\nJoin the Neural Network!\nhttps://aiforgood.itu.int/neural-network/\nThe AI for Good networking community platform powered by AI. \nDesigned to help users build connections with innovators and experts, link innovative ideas with social impact opportunities, and bring the community together to advance the SDGs using AI.\n\n Watch the latest #AIforGood videos!\n\n\n Stay updated and join our weekly AI for Good newsletter:\nhttp://eepurl.com/gI2kJ5\n\nCheck out the latest AI for Good news:\nhttps://aiforgood.itu.int/newsroom/\n\nExplore the AI for Good blog:\nhttps://aiforgood.itu.int/ai-for-good-blog/\n\n Connect on our social media:\nWebsite: https://aiforgood.itu.int/\nTwitter: https://twitter.com/AIforGood\nLinkedIn Page: https://www.linkedin.com/company/26511907 \nLinkedIn Group: https://www.linkedin.com/groups/8567748 \nInstagram: https://www.instagram.com/aiforgood \nFacebook: https://www.facebook.com/AIforGood\n\nWhat is AI for Good?\nWe have less than 10 years to solve the UN SDGs and AI holds great promise to advance many of the sustainable development goals and targets.\nMore than a Summit, more than a movement, AI for Good is presented as a year round digital platform where AI innovators and problem owners learn, build and connect to help identify practical AI solutions to advance the United Nations Sustainable Development Goals.\nAI for Good is organized by ITU in partnership with 40 UN Sister Agencies and co-convened with Switzerland.\n\nDisclaimer:\nThe views and opinions expressed are those of the panelists and do not reflect the official policy of the ITU.