Day 13: Case Study: The Analog Ecosystem Powering Dynamic Neural Networks Imagine a supply chain that organizes itself, aligned to shared goals in real-time. That’s what we accomplished in the Australian fresh produce industry—a system once weighed down by inefficiencies, waste, and unpredictability. It was fragmented, reactive, and out of sync. The challenge was clear: How do we fix it? The solution wasn’t just to tweak the system, but to reimagine it completely. We stopped thinking of it as a traditional supply chain and envisioned it as a living ecosystem. An analog ecosystem powered by collaboration. We introduced ‘One Touch,’ a simple yet revolutionary system that connected growers, manufacturers, wholesalers, and retailers in real-time. They could see exactly what was happening in the supply chain, at every moment. Inventory, demand, availability—all dynamically adjusting, like neurons responding to live data. The impact? Over a billion dollars saved. Waste slashed. Inventory moved faster. What was once a broken system is now self-organizing, adapting, and thriving. This is the power of thinking differently. When you create an ecosystem that evolves with the world, it transforms how we live, work, and trade. Now, we’ve taken that analog ecosystem and digitally twinned it with a Dynamic Neural Network. And this is just the beginning of what’s possible. #SupplyChain #Sustainability #Innovation #ai #machine #NeuralNetworks #BalancedEcosystemScorecard
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Most algorithms today, like this tree search example, assume the world of AI operates in Euclidean space—a simple, flat plane where relationships are linear and direct. But here's the catch: the real world, and even knowledge itself, behaves more like Hyperbolic space—curved, multi-dimensional, and interconnected. While this tree-based algorithm (on the right) looks innovative, it struggles with scaling complexity and interconnected patterns because it’s stuck in the Euclidean mindset. Imagine trying to map a globe onto a flat map—it’s not just harder; it’s fundamentally wrong. The future lies in Hyperbolic algorithms, which embrace complexity and handle exponential relationships naturally. If you’re building for AI, ask yourself: are your tools truly exploring the space of ideas, or are they just scratching the surface of a flat plane? Let’s move AI beyond Euclidean limits. #HyperbolicAI #AIgeometry #FutureOfAI
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🌟 Unlocking Creativity: Exploring Variational Autoencoders (VAEs) 🌟 Are you ready to dive into the cutting-edge world of generative neural networks? Join me on a journey where innovation meets imagination as we explore the captivating realm of Variational Autoencoders (VAEs)! 🎨 **Crafting Creativity**: At the heart of every VAE lies the power to unleash creativity. Imagine a world where machines learn to understand and replicate the essence of art, music, and literature. With VAEs, this dream becomes a tangible reality, as these neural networks master the art of generating new, awe-inspiring samples that mirror the beauty of the original data. 🌌 **Exploring Latent Space**: Step into a dimension where possibilities are limitless. Unlike traditional autoencoders, VAEs offer a continuous and smooth latent space, inviting us to embark on a journey of exploration. From seamlessly morphing faces to composing harmonious melodies, VAEs empower us to traverse this space with boundless creativity, fostering meaningful transitions and transformations along the way. 💡 **Innovative Techniques**: Ever wondered how VAEs achieve such remarkable feats? The answer lies in their innovative techniques. Through the distribution trick and the reparameterization trick, VAEs revolutionize the way we approach generative modeling. By embracing probabilistic concepts and elegant solutions, these networks redefine the boundaries of what's possible in artificial intelligence. 🚀 **Unleash Your Potential**: Whether you're a seasoned AI enthusiast or a curious newcomer, VAEs offer a gateway to unleashing your creative potential. Join the movement of forward-thinkers and visionaries who are harnessing the power of VAEs to push the boundaries of innovation and redefine the future of technology. Ready to embark on this exhilarating journey of discovery? Join me as we unravel the mysteries of VAEs and unlock the boundless possibilities of generative neural networks. Together, let's shape a future where creativity knows no bounds! #VAE #GenerativeAI #Innovation #Creativity #ArtificialIntelligence #FutureTech #LinkedInLearning #AICommunity 🚀🎨🌌
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Ever feel like you're drowning in a sea of information? You're not alone. As knowledge rapidly expands, it's becoming increasingly difficult for us to keep up. But what if there was a solution? A New Era of Knowledge. As an AI enthusiast and arm-chair philosopher, I've been fascinated by the rapid expansion of both human and knowledge and its implications for our future. This passion has led me to create a five-part series exploring the implications of the expanding human knowledge. In today's post, we dive into the first aspect of dealing with cognitive overload: the knowledge explosion and how AI and neuromorphic computing can help us keep up. AI to the Rescue: Mastering the Data Deluge. According to R. Buckminster Fuller's "Knowledge Doubling Curve," knowledge doubled every 25 years until the end of World War II. Today, knowledge doubles annually. The sheer volume of data generated is mind-boggling, and our brains simply can't keep up. This is where AI shines. By mimicking the way our brains process information, AI and neuromorphic computing can help us manage cognitive overload and extract valuable insights from vast datasets. Imagine a world where AI-powered systems can analyse medical images in seconds, identifying potential health issues that might otherwise go unnoticed due to human error. But this is just the beginning. As we continue to develop innovative solutions like honey-based memristors and salted DNA storage, we'll be able to store and process even more data, pushing the boundaries of what's possible. Bridging Minds and Machines. As we continue to generate and encounter more information, the role of AI becomes ever more critical. It's not just about managing data; it's about augmenting our understanding and capabilities, pushing the boundaries of what we can achieve. In the coming posts, we'll explore how these advancements are reshaping our understanding of consciousness, breaking down the barriers between mind and body, and paving the way for a new era of human cognition. #AI #innovation #technology
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AI is undoubtedly here to stay, helping shape the future for generations to come. However, with new technologies come inflated expectations, ranging from Star Trek's computer to SkyNet. Expectations often initially outpace reality, leading to deflated expectations before finding a middle ground and reality. Explore our perspective on AI in the Public Sector and Health and Human Services in this white paper: https://lnkd.in/g-MqRmW5
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𝗙𝗼𝗿𝗴𝗲𝘁 𝗲𝘃𝗲𝗿𝘆𝘁𝗵𝗶𝗻𝗴 𝘆𝗼𝘂 𝘁𝗵𝗼𝘂𝗴𝗵𝘁 𝘆𝗼𝘂 𝗸𝗻𝗲𝘄 𝗮𝗯𝗼𝘂𝘁 𝗔𝗜 - 𝗤𝗜𝗛𝗡𝗡𝘀 𝗮𝗿𝗲 𝗵𝗲𝗿𝗲! The world of AI is moving at warp speed, and there's a new concept generating a lot of buzz: Quantum-Inspired Hypergraph Neural Networks (QIHNNs for short). Buckle up, because these guys have the potential to completely change how we handle complex data. Think of data as Legos, but way cooler. Normal AI uses basic bricks (think nodes and edges), but QIHNNs? They like to connect multiple Legos together in one go (that's a hyperedge). This lets them understand complex relationships between things, making them perfect for untangling messy data in fields like medicine, social media, and even recommending what movie you should watch next (creepy cool, right?). QIHNNs borrow some tricks from quantum computing. It's like they're taking a peek into the future of super-powered computers! Even though true quantum computers are still under development, QIHNNs can use these ideas on regular computers to make them more efficient and powerful. So, how do these QIHNNs actually work? Imagine you're feeding data to the AI. First, it gets transformed into a special kind of Lego structure (the hypergraph) where all the connections are clear. Then, the AI uses some quantum-inspired moves to analyze all this data super quickly, almost like it can explore multiple possibilities at once. Finally, it learns from the data and gets even better at understanding complex stuff. What can we do with QIHNNs? The possibilities are endless! QIHNNs could help us design new medicines, understand how information spreads on social media, and recommend things you'll actually love (not just another pair of shoes you don't need). QIHNNs are a game-changer for AI. They're like the superheroes of data analysis, combining the best of hypergraphs and quantum computing to tackle even the most challenging problems. So, stay curious, stay informed, and get ready to see QIHNNs revolutionize the world around you! #MachineLearning #AI #QuantumComputing #Hypergraphs #Innovation #TechTrends
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An excellent visual explanation of AI, making it easy for non-technical audiences to understand. #AI #GenAI #MachineLearning #DeepLearning #NeuralNetworks
As AI continues to reshape our world, it's crucial to understand the sprawling universe of artificial intelligence techniques and domains. This infographic captures the key components! - - - Follow Abdul Rahim Roni for more content like this. If you like this and want to get more AI tools, tutorials and news, join Cool Tech Gadgets - my newsletter that helps you get smarter about Microsoft and AI and technology: https://lnkd.in/grn4UX-8
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If you need a quick visual about the AI Universe, take a look at this great storytelling graphic. What is your organization delving into right now? How are you preparing your teams for the new AI workplace? Would love to hear your stories. #AI #Innovation #AmpersandConsulting #DigitalTransformation #OperationalExcellence
As AI continues to reshape our world, it's crucial to understand the sprawling universe of artificial intelligence techniques and domains. This infographic captures the key components! - - - Follow Abdul Rahim Roni for more content like this. If you like this and want to get more AI tools, tutorials and news, join Cool Tech Gadgets - my newsletter that helps you get smarter about Microsoft and AI and technology: https://lnkd.in/grn4UX-8
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A vivid graphic and insightful summary of AI!
As AI continues to reshape our world, it's crucial to understand the sprawling universe of artificial intelligence techniques and domains. This infographic captures the key components! - - - Follow Abdul Rahim Roni for more content like this. If you like this and want to get more AI tools, tutorials and news, join Cool Tech Gadgets - my newsletter that helps you get smarter about Microsoft and AI and technology: https://lnkd.in/grn4UX-8
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As AI continues to reshape our world, it's crucial to understand the sprawling universe of artificial intelligence techniques and domains. This infographic captures the key components!
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