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WeBank, IBM and Other Organizations Jointly Held the 1st International Workshop on Federated Machine Learning in conjunction with IJCAI 2019
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Once a concept, AI is now ushering in a key stage of application. What’s the solution to the data silos among businesses? Given the enhanced regulation on data at home and abroad, what’s the solution to data privacy and security concerns? What’s the status quo of Federated Machine Learning and how to establish an ecosystem for FML in the future?
WeBank, IBM and other organizations jointly held the 1st International Workshop on Federated Machine Learning for User Privacy and Data Confidentiality (FML’19) in conjunction with the 28th International Joint Conference on Artificial Intelligence (IJCAI-19) on Aug. 12, 2019, to further discussion on these issues.
President of IJCAI, Chair of FML Steering Committee, Chief AI Officer of WeBank Professor Qiang Yang delivered opening remarks at the workshop. Dr. Shahrokh Daijavad from IBM and Dr. Jakub Konečný from Google presented keynote addresses. In the panel discussion, top scholars from WeBank, Bar-Ilan University, IBM, Squirrel AI, Google, Huawei, Clustar, Sinovation Ventures and many other renowned enterprises and universities shared and discussed their findings and experience in FML as an emerging AI technology.
This workshop received 40 papers, of which 12 were presented during the workshop, 19 presented via poster. Awards include Best Theory Paper Award, Best Application Paper Award, Best Student Paper Award, Best Presentation Award. Selected high quality papers will be invited for publication in a special issue in the IEEE Intelligent Systems journal. All these attracted numerous scholars to engage in discussions and join efforts for building the FML ecosystem.
Experts from IBM and Google Share Groundbreaking Findings with a Focus on the Theory and Application of FML
Privacy and security are becoming a key concern in our digital age. On 25th May last year, the implementation of General Data Protection Regulation (GDPR) by the EU, the toughest Act on data privacy protection, stressed that user data collection must be open and transparent. A series of laws and regulations from China and overseas also pose new challenges to the traditional way of handling data and model for cooperation. Seeking ways for AI to adapt to this new reality became top priority, a demand that led to this workshop on FML.
A wealth of solutions and breakthroughs were shared by Dr. Shahrokh Daijavad from IBM and Dr. Jakub Konečný from Google in their speech on FML.
Besides how FML can help tackle challenges in the business world, Dr. Shahrokh Daijavad also shared the concept of Fusion AI, which means to train models on widely distributed data sets, but fuse them to produce one equivalent to what centralized training would yield. “Unlike traditional machine learning, in Fusion AI, model parameters are shared and data is not transferred, which makes Fusion AI model better than models that moving data centrally.” Given the widely distributed data, the development of Fusion AI and FML became ever important and imminent.
“FML enables machine learning engineers and data scientists to work productively with decentralized data with privacy by default,” said Dr. Jakub Konečný from Google. He also shared with us how FML works and its use cases at Google. In the case of Gboard, as on-device data is privacy sensitive or large or is more relevant than server-side proxy data, and labels can be inferred naturally via user interaction, the application of Federated RNN compared to prior n-gram model can increase the accuracy of next-word prediction by 24%, and the click rate of prediction strip by 10%.
Major Figure Panelists Discuss the Way Ahead for FML
The moderator of the panel discussion, AI Principal Scientist of WeBank Dr. Lixin Fan joined panelists including Professor Benny Pinkas from Bar-Ilan University, Dr. Shahrokh Daijavad of IBM Academy of Technology, Chief Architect of Squirrel AI Dr. Richard Tong, Research Scientist of Google Dr. Jakub Konečný, Dr. Baofeng Zhang from CTO Office of CBG Software in Huawei, Executive VP of Clustar Dr. Junxue Zhang, VP of AI Institute in Sinovation Ventures Dr. Ji Feng and other experts in a host of in-depth exchanges with attendees, to shed light on the way ahead for FML.
Experts shared thoughts in the panel discussion on questions including but not limited to: How to meet the security and compliance requirements? Is there a way to extend the value of data while observing user privacy and data security? Given the classic trade-off between data regulation and development of AI, how to achieve the long-term goal of establishing a stable and win-win business ecosystem?
List of Award-Winners
Best Theory Paper Award, Best Application Paper Award, Best Student Paper Award and Best Presentation Award selected by all attendees were announced at the closing of the workshop.
Best Theory Paper Award:
Preserving User Privacy for Machine Learning: Local Differential Privacy or Federated Machine Learning? By Huadi Zheng, Haibo Hu & Ziyang Han;
Best Application Paper Award:
FedHealth: A Federated Transfer Learning Framework for Wearable Healthcare. By Yiqiang Chen, Jindong Wang, Chaohui Yu, Wen Gao & Xin Qin;
Best Student Paper Award:
Quantifying the Performance of Federated Transfer Learning. By Qinghe Jing, Weiyan Wang, Junxue Zhang, Han Tian & Kai Chen;
Best Presentation Award:
Federated Generative Privacy. By Aleksei Triastcyn and Boi Faltings.
President of IJCAI, Chief AI Officer of WeBank Professor Qiang Yang, Chief Architect of Squirrel AI Dr. Richard Tong, andVP of AI Institute in Sinovation Ventures Dr. Ji Feng presented the awards.
“The mission of this International Federated Machine Learning Workshop is to facilitate further understanding in the academia, business community as well as legal and regulatory institutions by promoting the establishment of FML ecosystem in the hope that more businesses will join and build a platform for students aspired to work in FML to find research teams that suit them,” said Professor Qiang Yang.
Held Aug. 10-16, 2019 in Macao, China, IJCAI-19 is one of the leading International Academic Conference on AI, attracting over 3000 AI research personnel and experts. The 1st International Workshop on Federated Machine Learning (FML’19) was a highlight for experts joining this event. Visionaries in the academia and industrial sector expressed the willingness to be part of the effort for academic research, application of FML in the future, and the development and boom of AI ecosystem.
BEIJING, Nov. 15, 2024 /PRNewswire/ — On November 14, 2024, ThunderSoft (Stock Code: 300496), a world leading OS and intelligent device products and technology provider, and HERE Technologies, the leading location data and technology platform, announced a strategic partnership to enhance collaboration in intelligent navigation and high-definition maps. The collaboration aims to support the efficient development of navigation systems, contributing to a more connected and intelligent mobility ecosystem.
The agreement will see both companies maximize their technical strengths and platform resources for comprehensive, multifaceted cooperation. ThunderSoft’s Aqua Drive OS will integrate HERE location data and services, including HERE SDK, HD Map and autonomous driving solutions. These AI-powered elements, create a foundation for developers worldwide to build intelligent system platforms. Additionally, the partnership will deliver tailored intelligent navigation solutions for international markets, addressing the diverse requirements of automotive manufacturers and consumers.
The companies will also collaborate to develop immersive and interactive 3D high-definition mapping solutions by combining HERE’s map data with ThunderSoft’s Kanzi Map engine, establishing a new benchmark in intelligent driving and navigation.
Deon Newman, Senior Vice President and General Manager of HERE Technologies said, “This strategic partnership with ThunderSoft represents a transformative step in delivering on the potential of AI and software-defined vehicles. By uniting our best-in-class location technology with ThunderSoft’s advanced system capabilities, we will together deliver greater insight and intelligence to every journey, empowering our clients to create richer, more personalized experiences for their customers worldwide.”
Hengshang Chang, Executive President and President of SmartVehicle Business Group of ThunderSoft, highlighted the strategic importance of the collaboration, “Our collaboration with HERE holds immense significance. By integrating HERE’s map data and location platform capabilities with ThunderSoft’s pioneering vehicle OS technology, we aim to develop more competitive, globally-oriented intelligent navigation systems for the automotive industry, enabling automakers to achieve accelerated growth.”
About HERE Technologies
HERE has been a pioneer in mapping and location technology for almost 40 years. Today, HERE’s location platform is recognized as the most complete in the industry, powering location-based products, services and custom maps for organizations and enterprises across the globe. Find out how HERE is moving the world forward at here.com.
About ThunderSoft
ThunderSoft, a well-known intelligent operating system products and technologies provider, has been continuously accumulating and innovating in the operating system field, with its business expanding gradually from smart phone to smart vehicle, AIOT and smart industries. Website: https://en.thundersoft.com
View original content:https://www.prnewswire.co.uk/news-releases/thundersoft-partners-with-here-technologies-to-enhance-intelligent-navigation-solutions-302307004.html
Plug and Play, a global accelerator platform and one of the most active early-stage investors globally, has announced a strategic partnership with Gujarat International Finance Tec-City (GIFT City). Through the partnership, Plug and Play will establish and run the International Fintech Innovation Hub (IFIH), GIFT City’s FinTech Incubator and Accelerator, which aims to foster research and innovation in financial technology, reinforcing GIFT City’s role as a premier global fintech hub.
GIFT City’s MD and Group CEO, Mr. Tapan Ray, said, “Our vision at GIFT City is to drive fintech innovation by creating a climate-resilient, inclusive ecosystem that empowers diverse entrepreneurs and builds workforce competitiveness in emerging technologies. With the support of prominent partners in fintech education and incubation, we are committed to nurturing a new generation of talent that will be well-equipped to meet the needs of an evolving global economy.”
Manav Narang, Head of Financial Services for Plug and Play APAC and Program Lead for the GIFT Incubator and Accelerator added, “We are thrilled to bring Plug and Play’s global expertise to GIFT City. Our vision is to create India’s largest industry-wide fintech program – a collaborative platform where banks, payments corporations, venture capital and corporate venture capital firms, accelerators, and ecosystem partners unite. Together, we aim to catalyze transformative fintech solutions and nurture fintech unicorns that will shape the future of finance in India.”
The program will support fintech startups with resources, mentorship, capital, and networking to navigate and excel globally in the dynamic fintech landscape. The first batch of startups will be unveiled in January 2025.
The post Plug and Play and GIFT City Launch “IFIH,” a Global Fintech Incubator and Accelerator appeared first on .
Doo Group’s brokerage brand, Doo Financial is thrilled to announce its expansion into Indonesia by acquiring a reputable Indonesian broker to expand the business. This move brings its global investment services to local investors. Backed by the strength of Doo Group’s extensive international presence, cutting-edge technology, and 10 years of expertise, Doo Financial is well positioned to support investors at every level.
As a brand encompassing investment services offered by various legal entities within the Doo Group, Doo Financial provides a comprehensive range of global brokerage services. This wide range of products empowers investors to pursue their financial goals.
With a diversified portfolio, Doo Financial empowers investors to navigate various market conditions effectively, manage risks, and focus on long-term growth. This entry into the Indonesian market reflects Doo Financial’s commitment to supporting investors with flexible, high-quality investment options tailored to today’s dynamic financial landscape.
Supervision by International Regulatory Institutions to Ensure Top-Tier Safety
As a global leading finance group, Doo Group has licensed entities regulated by top regulatory authorities worldwide, ensuring a secure and reliable trading environment.
Our global credentials include licenses from the U.S. Securities and Exchange Commission (US SEC), the Financial Industry Regulatory Authority (US FINRA) in the U.S., the Financial Conduct Authority (UK FCA) in the UK, the Australian Securities and Investments Commission (ASIC), the Hong Kong Securities and Futures Commission (HK SFC), Badan Pengawas Perdagangan Berjangka Komoditi (BAPPEBTI) in Indonesia. These licenses enable us to provide secure and reliable financial services globally.
Dedication to Shape the Industry with Innovative Solutions
Doo Financial’s expansion into Indonesia brings advanced technology and a global perspective to empower local investors. As an international investment firm committed to secure and seamless trading, Doo Financial offers a diverse range of products and services to help diversify portfolios and open up new opportunities.
This growth elevates opportunities for Indonesian investors by offering seamless access to global markets and advanced trading platforms within a secure and regulated environment. It broadens investment choices and enhances the trading experience, aligning it with international standards and empowering local investors with comprehensive tools and resources for success.
Driven by unwavering commitment, this growth marks a significant milestone in Indonesia’s investment landscape, equipping our clients with the tools to navigate global markets. We remain dedicated to delivering exceptional service, exploring new opportunities, and driving future breakthroughs. With continued support from the FinTech community, we are excited to innovate and shape the future of finance.
Stay updated with the latest insights from Doo Financial. Join our community of empowered investors and let us be your trusted partner!
E-mail: [email protected]
The post Doo Financial Now in Indonesia: Offering Local Investors A Gateway to Global Markets appeared first on .
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