Alex McFarland’s Post

Stop stressing over AI "reasoning"—focus on what really matters. There’s a lot of noise lately about whether AI, particularly LLMs, can truly reason. Critics argue that without reasoning, AI is fundamentally flawed. But here’s the thing: do we really need LLMs to reason in the philosophical sense? Neural networks, LLMs, and even traditional statistical models all share one thing in common—they’re inherently imperfect(just like us). They were never designed to be "always right." Instead, their strength lies in producing good enough outcomes to tackle real-world problems. And frankly, "good enough" has driven a multibillion-dollar industry that’s transforming every sector imaginable. Rather than obsessing over whether LLMs can think like humans, shouldn’t we ask: Can they help solve the specific problem in front of us? How can we fine-tune or prompt-engineer them to better fit our use case? The beauty of this tech isn’t in mimicking human reasoning; it’s in unlocking utility across niches—from drafting legal documents to brainstorming creative ideas. Instead of debating semantics, let’s focus on designing solutions and maximizing impact. At the end of the day, it’s not about what AI can’t do—it’s about what it can. And that’s already changing the world.

interesting article about DeepMind’s Gemma Scope; by using sparse auto-encoders, we now have a sneak peek into what’s going on inside an AI’s “brain”. it's a step towards making AI safer and smarter; will help us understand why AI makes certain decisions, fix its biases, and mostly importantly, keep it from going rogue! https://lnkd.in/dbkCeYUt #AI #technology #ML #Google #Deepmind #safe #smart #datascience

A useful guide to gen AI! #GenAI #LLMs

𝗪𝗵𝗲𝗻 𝘄𝗲 𝘀𝗮𝘆 '𝗔𝗜', 𝗶𝘁 𝗼𝗳𝘁𝗲𝗻 𝗿𝗲𝗳𝗲𝗿𝘀 𝘁𝗼 𝗮 𝘀𝘂𝗯𝘀𝗲𝘁: 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝘃𝗲 𝗔𝗜. 𝗔𝗜 is the broadest category of machine intelligence. 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 is AI that improves with experience. 𝗗𝗲𝗲𝗽 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴, a subset of Machine Learning, uses multi-layered neural networks for complex tasks. 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝘃𝗲 𝗔𝗜, the narrowest concept, creates content: - LLMs produce human-like text at scale. - Image AI generates original visuals from prompts. - Audio AI synthesizes speech and composes music. - Video AI creates videos from images or texts. How much of AI's potential do you think we're using? ------------------------------- Found this helpful? Please like and repost ♻ Follow Emmi Kim to stay informed!

AI is so much more than just large language models and chatbots. To truly understand the depth of AI, we need to embrace the core concept at its foundation: Solving a Problem through Search. This isn’t just about algorithms or models; it’s about intelligently navigating vast solution spaces, identifying patterns, and finding answers in ways that mimic problem-solving and decision-making in the real world. For those wanting to dive deep into AI, understanding the role of search in AI is essential. It’s the backbone that underpins everything from classic AI systems to modern neural networks. #AI #MachineLearning #ProblemSolving

AI Image Generation: #My Journey From skeptic to enthusiast - my AI image generation journey has been nothing short of fascinating! When I first started exploring text-to-image AI, I'll be honest - my initial results were mediocre. My first thought? "Nah, this isn't going to work." But then I dove deep into understanding the technical magic behind the scenes: - Grasping the intricacies of U-Net models - Exploring diffusion models - Learning how to train AI to create images that truly match text descriptions - Reducing noise and improving image quality What seemed complex gradually became more intuitive. The key? Understanding the code and models that power these incredible AI capabilities. Just finished "AI Workshop: Text-to-Image Generation" by Jonathan Fernandes! Check it out: https://lnkd.in/g78PEtNP #generativeai, #promptengineering.

The transformative impact of AI on the market! Josh Fischer & Khaled Ali talks about how AI is going to have a major impact on the market, similar to how the internet impacted the market. We're currently in the early stages of AI, like the late 90s for the internet, where less than half the market has adopted the technology. But there will come a day when you can't exist without this new AI technology. Josh shared his excitment to dive deep into AI, machine learning, and neural networks to understand how this technology will impact the e-commerce world, and that he want to build tools with this new technology. #ai #machinelearning #neuralnetworks #ecommerce #futureoftechnology

MindLab's AI Generated Post of the Day, Inspired by today's news around the world: Today's technology news roundup spotlights some groundbreaking advancements and tools. Joshua Vogelstein delves into the neural intricacies of connectomes and the novel approach of prospective learning in AI, contrasting it with traditional retrospective learning methods. The innovative CoTrader AI enhances trading decisions by providing personalized insights and emotional management. University of Toronto researchers have developed PepFlow, an AI model that surpasses AlphaFold 2 in predicting peptide structures, holding promise for drug development. Amazon introduces Rufus, an AI shopping assistant revolutionizing the online shopping experience. Meanwhile, new AI tools like Adspire® simplify ad creation for businesses. Anthropic's Claude Sonnet 3.5 surpasses GPT-4, while the University of Reading study reveals AI's capability in generating undetected exam answers, raising questions on academic integrity. Finally, an insightful piece explores NLP's vital role in AI, emphasizing its growing applications despite existing challenges. #mindlab #ArtifcialIntelligence More at https://www.mindlab.news

Still throwing around buzzwords but not truly grasping how #GenAI works? In this blog, I explain how #AI works in a language understandable by most while also touching upon some of the technical aspects of GenAI such as #transformers, model parameters and fine tuning. I also take a short stroll down history to see where we came from and what the future holds in this GenAI driven era. What would you like to read about next? https://lnkd.in/dmjx37_V

My latest newsletter… Dispatch: New AI Claude 3 shows signs of Metacognition - A New Era for Humanity & The Science of Consciousness? This development may have big implications for us & science as well as for what AI could become... https://lnkd.in/eTv--udq