“Discover how AI is getting smarter and more private with the latest breakthroughs in Federated Learning and Foundation Models! #AIRevolution #PrivacyMatters” Advancing AI with FL & FMs: The paper discusses the integration of Federated Learning (FL) and Foundation Models (FMs), highlighting how FL’s privacy-preserving data collaboration enhances FMs’ robustness and adaptability, especially in sensitive domains like healthcare and finance. Cutting-edge Techniques: It surveys techniques addressing efficiency, adaptability, and trustworthiness in FM-FL synergy, offering a comparative analysis with existing research and showcasing advancements like parameter-efficient fine-tuning and zeroth-order optimization. Benefits & Use Cases: The paper outlines the potential of FM-FL to revolutionize AI applications, providing use cases where domain-specific FMs benefit from FL’s distributed and private data training, leading to more personalized and privacy-aware AI solutions. Full Article - https://lnkd.in/gwa9ewTY #AI (essential) #ArtificialIntelligence #MachineLearning #DeepLearning #FutureofAI,#FederatedLearning #FoundationModels #PrivacyPreservingAI #DomainSpecificAI #SecureAI #AIInnovation #NextGenAI #AIRevolution #AIRevolution #TechTrends #Efficiency #Adaptability #TrustworthyAI #PersonalizedAI #HealthcareAI #FinTech #EnterpriseAI
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Important links for LPMV AI Course Participants Use the link below to acces the resources below.......... 1. 𝗣𝗔𝗥𝗧 𝟭 𝗢𝗙 𝗧𝗛𝗘 𝗥𝗘𝗖𝗢𝗥𝗗𝗘𝗗 𝗭𝗢𝗢𝗠 𝗦𝗘𝗦𝗦𝗜𝗢𝗡 𝗢𝗡 𝗔𝗥𝗧𝗜𝗙𝗜𝗖𝗜𝗔𝗟 𝗜𝗡𝗧𝗘𝗟𝗟𝗜𝗚𝗘𝗡𝗖𝗘 2. 𝗣𝗔𝗥𝗧 𝟮 𝗢𝗙 𝗧𝗛𝗘 𝗥𝗘𝗖𝗢𝗥𝗗𝗘𝗗 𝗭𝗢𝗢𝗠 𝗦𝗘𝗦𝗦𝗜𝗢𝗡 𝗢𝗡 𝗔𝗥𝗧𝗜𝗙𝗜𝗖𝗜𝗔𝗟 𝗜𝗡𝗧𝗘𝗟𝗟𝗜𝗚𝗘𝗡𝗖𝗘 3. 𝗦𝗧𝗨𝗗𝗬 𝗠𝗔𝗧𝗘𝗥𝗜𝗔𝗟 4. 𝗧𝗘𝗦𝗧 𝗟𝗜𝗡𝗞 5. 𝗦𝗶𝗺𝗽𝗹𝗲 𝗔𝗿𝘁𝗶𝗳𝗶𝗰𝗶𝗮𝗹 𝗜𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 𝗧𝗼𝗼𝗹𝘀 𝘄𝗲 𝗰𝗮𝗻 𝘂𝘀𝗲 𝗮𝗻𝘆𝘁𝗶𝗺𝗲 6. 𝗛𝗼𝘄 𝘁𝗼 𝘂𝘀𝗲 𝗮𝗿𝘁𝗶𝗳𝗶𝗰𝗶𝗮𝗹 𝗶𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 𝐓𝐨 𝐚𝐜𝐜𝐞𝐬𝐬 𝐭𝐡𝐞 𝐚𝐛𝐨𝐯𝐞 𝐫𝐞𝐬𝐨𝐮𝐫𝐜𝐞𝐬 𝐮𝐬𝐞 𝐭𝐡𝐞 𝐥𝐢𝐧𝐤 𝐛𝐞𝐥𝐨𝐰 https://lnkd.in/dAbqcih2 La Plage Meta Verse Artificial Intelligence Community of Pakistan Artificial Intelligent Robot Artificial Intelligence Artificial Intelligence and Machine Learning EAISI – Eindhoven Artificial Intelligence Systems Institute Artificial Intelligence Artificial Intelligence (Online) by UC Berkeley Executive Education Artificial Intelligence in Healthcare
Important links for LPMV AI Course Participants Use the link below to acces the resources below.......... 1. 𝗣𝗔𝗥𝗧 𝟭 𝗢𝗙 𝗧𝗛𝗘 𝗥𝗘𝗖𝗢𝗥𝗗𝗘𝗗 𝗭𝗢𝗢𝗠 𝗦𝗘𝗦𝗦𝗜𝗢𝗡 𝗢𝗡 𝗔𝗥𝗧𝗜𝗙𝗜𝗖𝗜𝗔𝗟 𝗜𝗡𝗧𝗘𝗟𝗟𝗜𝗚𝗘𝗡𝗖𝗘 2. 𝗣𝗔𝗥𝗧 𝟮 𝗢𝗙 𝗧𝗛𝗘 𝗥𝗘𝗖𝗢𝗥𝗗𝗘𝗗 𝗭𝗢𝗢𝗠 𝗦𝗘𝗦𝗦𝗜𝗢𝗡 𝗢𝗡 𝗔𝗥𝗧𝗜𝗙𝗜𝗖𝗜𝗔𝗟 𝗜𝗡𝗧𝗘𝗟𝗟𝗜𝗚𝗘𝗡𝗖𝗘 3. 𝗦𝗧𝗨𝗗𝗬 𝗠𝗔𝗧𝗘𝗥𝗜𝗔𝗟 4. 𝗧𝗘𝗦𝗧 𝗟𝗜𝗡𝗞 5. 𝗦𝗶𝗺𝗽𝗹𝗲 𝗔𝗿𝘁𝗶𝗳𝗶𝗰𝗶𝗮𝗹 𝗜𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 𝗧𝗼𝗼𝗹𝘀 𝘄𝗲 𝗰𝗮𝗻 𝘂𝘀𝗲 𝗮𝗻𝘆𝘁𝗶𝗺𝗲 6. 𝗛𝗼𝘄 𝘁𝗼 𝘂𝘀𝗲 𝗮𝗿𝘁𝗶𝗳𝗶𝗰𝗶𝗮𝗹 𝗶𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 To access the above resources use the link below https://lnkd.in/e5jyCwk7
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The technologies supporting the life sciences industry are evolving fast, and now is the time to know what the future of machine learning, artificial intelligence and data integration will look like for GxP manufacturing operations and how you can maintain compliance. Is your GxP manufacturing facility ready to embrace the future? Sign-up for our upcoming webinar with Zifo as we dive into how system integrations can revolutionize your operations and help you prepare for ML and AI. Let's unlock your facility’s potential together. 🗓️ When: Wednesday, November 13th at 10am ET 🔗 Register Here: https://hubs.ly/Q02Vp3Xq0 Dave Porrill, Nick Sturniolo, Vanessa Briand, Natalja Kurbatova, Rene Kaufmann #GxP #MachineLearning #AI #DataIntegration #LifeSciences
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What if Machines Could Organize Knowledge like we do? Imagine a world where machines not only process data, but understand and organize all human knowledge coherently, just like an expert. That's exactly what OLLM is achieving ➔ a cutting-edge AI model that’s changing how machines comprehend the world. ⤷ How does OLLM work? Instead of simply linking isolated relationships, OLLM builds complete ontologies ➔ networks of interconnected concepts that allow AI to organize and understand information in a structured way. In its latest test with Wikipedia, OLLM extracted subgraphs showing how complex concepts relate to each other, revealing the accuracy and depth of its learning. ⤷ Why does it matter? 1./ Greater precision in processing and analyzing information. 2./ Clear structure that facilitates understanding and access to large volumes of data. Scalability ➔ works across any domain, from scientific articles to everyday text. ⤷ What’s next? This breakthrough could accelerate innovation in fields like education, healthcare and scientific research. OLLM doesn’t just organize data, it interprets it, making knowledge more accessible and useful. We’re entering an era where AI doesn’t just solve problems, it understands knowledge. ↩️ 📚 Study access (en): https://lnkd.in/dNWT2Vyu #ai #machinelearning #datascience #wikipedia #innovation #deeplearning #knowledge #OLLM
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#AI is delivering results. This week's top stories reveal our AI-powered growth, the power of open innovation, and how InstructLab is revolutionizing the LLM training process. Dive into the full stories below. ⚡️ Discover how InstructLab and Granite models can streamline LLM training with synthetic data: https://ibm.co/3SoUHvg 📺 Watch IBMer David Cox take the stage at #VBTransform to discuss how open innovation is advancing enterprise AI: https://ibm.co/3WDn62U 🌟 Read how AI integration led to IBM’s Q2 growth amidst broader economic challenges: https://ibm.co/4c0oml9
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What impact does AI have on your business?
#AI is delivering results. This week's top stories reveal our AI-powered growth, the power of open innovation, and how InstructLab is revolutionizing the LLM training process. Dive into the full stories below. ⚡️ Discover how InstructLab and Granite models can streamline LLM training with synthetic data: https://ibm.co/3SoUHvg 📺 Watch IBMer David Cox take the stage at #VBTransform to discuss how open innovation is advancing enterprise AI: https://ibm.co/3WDn62U 🌟 Read how AI integration led to IBM’s Q2 growth amidst broader economic challenges: https://ibm.co/4c0oml9
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AI offers numerous benefits, such as automating repetitive tasks and enhancing adaptive learning, but we can see how it also presents challenges. One major challenge is ensuring the accuracy and reliability of AI-generated solutions. During our recent LinkedIn Live discussion, Tony Smith pointed out that while AI can handle a lot of data and provide useful insights, it still relies heavily on the quality of the input data and requires human oversight to validate its outputs. 🔢 The excitement around AI lies in its potential to augment human capabilities and improve efficiency, but it is essential to approach its integration thoughtfully and ethically. #LearningStrategy #LearningAndDevelopment #ArtificialIntelligence #VPS #PerformBeyond
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AI definitely needs to be used with care. I have noticed that Chat GPT has buzzwords that it is overusing such as "meticulous" and "foster". There are also format choices such as headline:text that are a real giveaway. This overuse of elements can make content boring and predictable so it is important to always read through and edit content to improve readability and originality.
AI offers numerous benefits, such as automating repetitive tasks and enhancing adaptive learning, but we can see how it also presents challenges. One major challenge is ensuring the accuracy and reliability of AI-generated solutions. During our recent LinkedIn Live discussion, Tony Smith pointed out that while AI can handle a lot of data and provide useful insights, it still relies heavily on the quality of the input data and requires human oversight to validate its outputs. 🔢 The excitement around AI lies in its potential to augment human capabilities and improve efficiency, but it is essential to approach its integration thoughtfully and ethically. #LearningStrategy #LearningAndDevelopment #ArtificialIntelligence #VPS #PerformBeyond
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IBM Is there any AI that can answer the following questions of business intelligence? "Who, in the Ontario province of Canada, have new US patents granted on the nearest Tuesday (Eastern Time), when the USPTO releases the newly granted US patents on a weekly basis?" "Who, in the "江蘇" province of China, have new US patents granted on the nearest Tuesday (Eastern Time), when the USPTO releases the newly granted US patents on a weekly basis?" With our intellectual property (IP), a Chinese-English multilingual metadata, we can get the full list answers for the above questions. Do you or any of your contacts need our expertise/IP to do the data analysis that AI can't do? Metadata is an enabler. It is like a treasure map for treasure hunting. Without metadata, like a treasure map, NO data can be found/retrieved, even by the most advanced technologies, like AI, high-end chips, supercomputers, etc. https://lnkd.in/g-aJFnXR
#AI is delivering results. This week's top stories reveal our AI-powered growth, the power of open innovation, and how InstructLab is revolutionizing the LLM training process. Dive into the full stories below. ⚡️ Discover how InstructLab and Granite models can streamline LLM training with synthetic data: https://ibm.co/3SoUHvg 📺 Watch IBMer David Cox take the stage at #VBTransform to discuss how open innovation is advancing enterprise AI: https://ibm.co/3WDn62U 🌟 Read how AI integration led to IBM’s Q2 growth amidst broader economic challenges: https://ibm.co/4c0oml9
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We are thrilled to announce the launch of our highly anticipated AI in Learning Masterclass. Designed for L&D professionals, by Chief AI Strategist of The LPI Jon Fletcher, this masterclass is your gateway to integrating AI into learning strategies, ensuring alignment with business goals for scalable, sustainable growth. What to expect: ✅ Gain a comprehensive understanding of AI's current state. ✅ Discover innovative approaches for leading AI initiatives within your organisations. ✅ Develop strategic frameworks for AI-enhanced L&D. ✅ In-depth look at ethical AI use, building AI-ready infrastructures, and developing AI skills within teams. ✅ Future-proof your workforce with essential skills for an AI-driven workplace. ✅ Learn how to use AI with a cohesive framework for implementation. Join our 6-week program and gain access to a dedicated global community group where you can share insights and knowledge with fellow masterclass attendees from around the world. Don't miss out on this opportunity to navigate AI effectively and lead the way in optimizing L&D operations. ⏰ STARTS Wednesday, May 1st 🔗 REGISTER HERE: https://bit.ly/3wUw7u2 #thelpi #yourlpi #learninganddevelopment #ai #artificialintelligence #aiinlearning #event
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I am delighted to share that our team’s latest human-AI cooperation paper, “Learning to Complement and to Defer to Multiple Users,” has been accepted to #ECCV2024. 💡 LECODU aims to maximise classification accuracy and minimise collaboration costs associated with user involvement. LECODU not only combines learning to complement and learning to defer strategies, but it also incorporates an estimation of the optimal number of users to engage in the decision process. 📊 Our method outperforms existing HAI-CC methods across real-world and synthesised datasets. Remarkably, even when relying on unreliable users with high rates of label noise, LECODU exhibits significant improvement over both human decision-makers alone and AI alone. 🔗 The paper can be accessed via the following link:https://lnkd.in/eBpkzCwM #PeopleCentredAI #CVSSP
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