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To conclude our MLx Generative AI track, we were honoured to have Reza Khorshidi, D.Phil. (Oxon) introduce the emerging "Generation-first AI Products" concept. 🏭 In these products, the core user experience is built around hyper-contextualised and personalised AI-generated content (whether text, images, or videos) created on-demand, rather than simply retrieved from existing sources. Reza's insights offered a compelling vision of how generation-first products such as Elandi is set to redefine user experiences across industries. 🙌 🚀 Stay tuned for more updates and highlights from #OxML2024 #OxML24 #OxML #AI4GG #Globalgoalsai #SDGs #RepresentationLearning #GenAI #AIResearch #elandiai #EdTech #GenerativeAI #UserExperience #DigitalInnovation #EducationTransformation #aiconference #MLxGenerativeAI #AI #LSE #healthtech #LLMs #AIproducts Mona Alinejad, D.Phil. (Oxon), Reza Khorshidi, D.Phil. (Oxon), Yali Du, Jane Street, CIFAR

Next in the MLx Generative AI track, we had the privilege of hearing from Asma Ghandeharioun, Senior Research Scientist at Google DeepMind, on "Human and AI Alignment." 🧠 Asma delved into the complexities of AI interpretability, discussing the challenges of specification gaming, goal misgeneralization, and how interpretability can be a powerful tool in aligning AI behaviour with human intentions. She introduced innovative frameworks like Patchscopes, offering new ways to inspect and understand hidden representations in language models. Thank you for your insightful talk! 🔍 🙌 Stay tuned for more updates and highlights from #OxML2024 #OxML24 #OxML #AI4GG #Globalgoalsai #SDGs #RepresentationLearning #GenAI #AIResearch #elandiai #EdTech #GenerativeAI #UserExperience #DigitalInnovation #EducationTransformation #aiconference #MLxGenerativeAI #AI #LSE #healthtech #LLMs #AIproducts Mona Alinejad, D.Phil. (Oxon), Reza Khorshidi, D.Phil. (Oxon), Yali Du, Jane Street, CIFAR

To start off the final day of the MLx Generative AI track, we welcomed Yali Du, Associate Professor at King's College London, who presented on "Cooperative AI Agents." 🕵️♀️ 🔍 Yali discussed the challenges of multi-agent cooperation in environments with partial observability and non-stationarity, highlighting the importance of aligning incentives and enabling zero-shot human-AI coordination. She also explored how LLMs can be leveraged for improved communication and teamwork among agents. Yali’s insights into cooperative AI are paving the way for more advanced and effective multi-agent systems. Thank you for sharing your groundbreaking research! 🪨 🔨 🚀 Stay tuned for more updates and highlights from #OxML2024 #OxML24 #OxML #AI4GG #Globalgoalsai #SDGs #RepresentationLearning #GenAI #AIResearch #elandiai #EdTech #GenerativeAI #UserExperience #DigitalInnovation #EducationTransformation #aiconference #MLxGenerativeAI #AI #LSE #healthtech #LLMs #AIproducts Mona Alinejad, D.Phil. (Oxon), Reza Khorshidi, D.Phil. (Oxon), Yali Du, Jane Street, CIFAR

🌟 Final Day of MLx Generative AI 2024 at LSE, and we're closing out with an incredible lineup that promises to leave you inspired and full of new ideas! Schedule: 09:00 - 10:30: Yali Du – AI Agents 11:00 - 12:30: Asma Ghandeharioun – Human and AI Alignment 13:30 - 14:30: Reza Khorshidi,– Generation-first AI Products Let's make the most of the final day! #MLxGenerativeAI #OxML24 #OxMLSeries #genai #healthtech #edtech #machinelearning #deeplearning #aiinnovation #aiconference OxML The London School of Economics and Political Science (LSE)

To wrap up the second day of the MLx Generative AI track, Jade Fitzgerald from Beyond and Karo Moilanen from Elandi presented on "Gen AI in EdTech." 📚 👩💻 Their talk explored how generative AI can be harnessed to create more dynamic, learner-centric educational experiences. They discussed building Elandi from the ground up with a Gen AI-native approach, focusing on the transformative potential of AI in personalising learning journeys, enhancing teacher-student interactions, and reimagining content delivery. Thank you for sharing your forward-thinking strategies on leveraging AI in education! 👩🏫 👨🏫 🙌🚀 Stay tuned for more updates and highlights from #OxML2024 #OxML24 #OxML #AI4GG #Globalgoalsai #SDGs #RepresentationLearning #GenAI #AIResearch #elandi.ai #EdTech #GenerativeAI #UserExperience #DigitalInnovation #EducationTransformation #aiconference #MLxGenerativeAI #AI #LSE #healthtech #LLMs #AIproducts Mona Alinejad, D.Phil. (Oxon), Reza Khorshidi, D.Phil. (Oxon), Yali Du, Jane Street, CIFAR

This afternoon, Peter Gostev, Head of AI at Moonpig, presented "A Practical Approach to Generative AI: Where to Look for Value" as part of our MLx Generative AI track. 💸 Peter provided a strategic overview of how organisations can harness the power of generative AI, focusing on key opportunity areas such as tool adoption, process automation, and the development of new features. 🧰 ⚙️ His insights into building AI-powered solutions that enhance productivity and user experience offered valuable guidance for those looking to integrate AI effectively within their operations. Thank you, Peter, for sharing your practical approach to finding and ensuring value in generative AI! 🏭 🙌 Stay tuned for more updates and highlights from #OxML2024 #OxML24 #OxML #AI4GG #Globalgoalsai #SDGs #RepresentationLearning #GenAI #AIResearch #elandi.ai #EdTech #GenerativeAI #UserExperience #DigitalInnovation #EducationTransformation #aiconference #MLxGenerativeAI #AI #LSE #healthtech #LLMs #AIproducts Mona Alinejad, D.Phil. (Oxon), Reza Khorshidi, D.Phil. (Oxon), Yali Du, Jane Street, CIFAR

It was great having Tom Zahavy from Google DeepMind, who presented on "Diversifying AI: Towards Creative Chess with AlphaZero." ♟ 👑 Tom explored the open-ended nature of chess and how AI can be diversified to tackle creative challenges within the game. He also discussed the limitations of current superhuman programs in solving human-like puzzles and diversity bonuses can be leveraged to solve more puzzles and outperform homogenous groups. Thank you for sharing your approach to enhancing AI creativity! 🎭 💭 🚀 Stay tuned for more updates and highlights from #OxML2024 #OxML24 #OxML #AI4GG #Globalgoalsai #SDGs #RepresentationLearning #GenAI #AIResearch #elandi.ai #EdTech #GenerativeAI #UserExperience #DigitalInnovation #EducationTransformation #aiconference #MLxGenerativeAI #AI #LSE #healthtech #LLMs #AIproducts Mona Alinejad, D.Phil. (Oxon), Reza Khorshidi, D.Phil. (Oxon), Yali Du, Jane Street, CIFAR

We began the second day of the MLx Generative AI track with Abdul Fatir Ansari, ML Scientist at Amazon Web Services (AWS) AI Labs, who presented on "Advanced Topics in Gen AI & DL for Time Series." 🎓 Fatir delved into the complexities of time series forecasting, sharing insights on advanced modeling techniques, the development of pre-trained models like CHRONOS, and their application in various domains such as finance, healthcare, and energy. Thank you for your insightful presentation! ⏳ 💭 🎓 Stay tuned for more updates and highlights from #OxML2024 #OxML24 #OxML #AI4GG #Globalgoalsai #SDGs #RepresentationLearning #GenAI #AIResearch #elandi.ai #EdTech #GenerativeAI #UserExperience #DigitalInnovation #EducationTransformation #aiconference #MLxGenerativeAI #AI #LSE #healthtech #LLMs #AIproducts Mona Alinejad, D.Phil. (Oxon), Reza Khorshidi, D.Phil. (Oxon), Yali Du, Jane Street, CIFAR

We wrapped up the first day of the MLx Generative AI track with an engaging session on "Gen AI in Health" presented by Jivan Virdee and Nayan J. from ustwo. They showcased how generative AI is being harnessed to create more human-centred digital health experiences. 🫀🤖 Their discussion covered the development of AI-driven products like Sproutiful, which empowers users to make healthier food choices, and a new platform designed to support individuals impacted by cancer. 🥦 They highlighted the importance of responsible AI usage, ensuring technology enhances rather than overwhelms. Thank you for sharing your innovative work in healthcare! 🙏 🙌 Stay tuned for more updates and highlights from #OxML2024 #OxML24 #OxML #AI4GG #Globalgoalsai #SDGs #RepresentationLearning #GenAI #AIResearch #elandi.ai #EdTech #GenerativeAI #UserExperience #DigitalInnovation #EducationTransformation #aiconference #MLxGenerativeAI #AI #LSE #healthtech #LLMs #AIproducts Mona Alinejad, D.Phil. (Oxon), Reza Khorshidi, D.Phil. (Oxon), Yali Du, Jane Street, CIFAR