Synthetic Observability Data Generation using GANs | AI/ML IN 5G CHALLENGE
0Obtaining real-world dataset for AI/ML model development and testing for NFV use cases is extremely difficult for those who are not actively working in this domain for a telco. This difficulty arises due to the nature of business – stringent policies and rules under which the telecom companies have to adhere to. Even the infrastructure metrics, which is the focus of this work, and which may not include any sensitive information, is very difficult to obtain from the real-world NFV environments. This challenge (ITU-T) – generating observability data using GANs, is the first step towards overcoming this difficulty. This talk will elaborate on the problem, explain in detail the dataset, and discuss why GANs can help to solve this problem. \n\n Speakers:\nKai Lu, Researcher, China Mobile Research Institute\nSridhar K. N. Rao, Architect (Networking and Edge), Linux Foundation\nLei Huang, Researcher in AI and Intelligent Operation R&D Center, China Mobile Research Institute\n\n Moderators:\nVishnu Ram OV, Independent Research Consultant, International Telecommunication Union (ITU)\n\n#ML5G #FutureNetworks\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\nExplore more #AIforGood content:\n AI for Good Top Hits\n • Top Hits \n\n AI for Good Webinars\n • AI for Good Webinars \n\n AI for Good Keynotes\n • AI for Good Keynotes \n\n Stay updated and join our weekly AI for Good newsletter:\nhttp://eepurl.com/gI2kJ5\n\n Discover what's next on our programme!\nhttps://aiforgood.itu.int/programme/\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/ITU_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?\nThe 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.\n\nDisclaimer:\nThe views and opinions expressed are those of the panelists and do not reflect the official policy of the ITU.