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Learnings from a Machine Learning Engineer — Part 6: The Human Side

In my , I have spent a lot of time talking about the technical aspects of an Image Classification problem from data collection, model evaluation, performance optimization, and a detailed look at model training. These elements require a certain degree of in-depth expertise, and they (usually) have well-defined metrics and established processes that are within our control. Now it’s time to …

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Understanding the faulty proteins linked to cancer and autism

AlphaFold is helping researchers uncover how protein-mutations cause disease, and how to prevent them Luigi Vitagliano is a Research Director at the Institute of Biostructures and Bioimaging in Naples, Italy. He shares his AlphaFold story. Being a structural biologist in the age of AlphaFold is like the early days of gold mining. Before this technology, …

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Sesame  Speech Model:  How This Viral AI Model Generates Human-Like Speech

published a demo of their latest Speech-to-Speech model. A conversational AI agent who is really good at speaking, they provide relevant answers, they speak with expressions, and honestly, they are just very fun and interactive to play with. Note that a technical paper is not out yet, but they do have a short blog post …

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Fighting osteoporosis before it starts

Detecting signs of this debilitating disease with AI before any bones start to break Melissa Formosa is an osteoporosis expert at the University of Malta in Msida. She shares her AlphaFold story. Right now, medicine is too dependent on radiographic imaging techniques for diagnosing osteoporosis. It can be a debilitating disease that develops slowly over …

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Deb8flow: Orchestrating Autonomous AI Debates with LangGraph and GPT-4o

ContentsI’ve been fascinated by debates—the strategic framing, the sharp retorts, and the carefully timed comebacks. Debates aren’t just entertaining; they’re structured battles of ideas, driven by logic and evidence. Recently, I started wondering: could we replicate that dynamic using AI agents—having them debate each other autonomously, complete with real-time fact-checking and moderation? The result was …

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Discovering novel algorithms with AlphaTensor

Research Published 5 October 2022 Authors Alhussein Fawzi, Matej Balog, Bernardino Romera-Paredes, Demis Hassabis, Pushmeet Kohli First extension of AlphaZero to mathematics unlocks new possibilities for research Algorithms have helped mathematicians perform fundamental operations for thousands of years. The ancient Egyptians created an algorithm to multiply two numbers without requiring a multiplication table, and Greek …

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Avoiding Costly Mistakes with Uncertainty Quantification for Algorithmic Home Valuations

a home, whether you’re an everyday buyer looking for your dream house or a seasoned property investor, there’s a good chance you’ve encountered automated valuation models, or AVMs. These clever tools use massive datasets filled with past property transactions to predict the value of your potential new home. By considering features like location, number of …

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How undesired goals can arise with correct rewards

Research Published 7 October 2022 Authors Rohin Shah, Victoria Krakovna, Vikrant Varma, Zachary Kenton Exploring examples of goal misgeneralisation – where an AI system’s capabilities generalise but its goal doesn’t As we build increasingly advanced artificial intelligence (AI) systems, we want to make sure they don’t pursue undesired goals. Such behaviour in an AI agent …

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Evaluating potential cybersecurity threats of advanced AI

Artificial intelligence (AI) has long been a cornerstone of cybersecurity. From malware detection to network traffic analysis, predictive machine learning models and other narrow AI applications have been used in cybersecurity for decades. As we move closer to artificial general intelligence (AGI), AI’s potential to automate defenses and fix vulnerabilities becomes even more powerful. But …

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