AWONE’s Post

📚Book Published! 📚 Glad to share that our edited book, "Cognitive Analytics and Reinforcement Learning: Theories, Techniques, and Applications," is now available online from Wiley! 🎉(Link: https://lnkd.in/d8B8TYTv) In this comprehensive volume, we delve into the cutting-edge theories, advanced techniques, and practical applications of cognitive analytics and reinforcement learning. From understanding human cognition to developing intelligent algorithms, this book offers invaluable insights into harnessing the power of data-driven decision-making. Whether you're a researcher, practitioner, or enthusiast in the fields of artificial intelligence, machine learning, or cognitive science, this book is a must-read. Explore the latest advancements, learn from industry experts, and discover innovative approaches to solving complex problems in today's data-driven world. #CognitiveAnalytics #ReinforcementLearning #AI #MachineLearning #DataScience #BookPublished #Research

✖ ➕ ➗ Unlock the full potential of AI: Revisit the math basics and transform your AI journey! I often repeat this mantra: To dive into AI, start with the fundamentals, and that means Math. So, do you need math to dabble in AI? Not necessarily. But to truly excel? Absolutely. Whether you're about to embark on your AI adventure or you're already on the path, my advice is to revisit those university notebooks. Dive back into calculus, algebra, and statistics. Refreshing your grasp on these core subjects will significantly elevate your AI game. #ai #genai #maths

Real Results, Not Hype: The Integral Relationship between Math and AI Join us on Monday December 9th (9am EST / 2pm GMT) for an informative session, hosted by Dr. Robert McKeown, on how AI is reshaping how math is taught and learned. Dr. McKeown will explore how the pillars of mathematics underpin AI technologies and how educators can leverage AI to create personalized, impactful learning experiences. Backed by data and classroom experience, this webinar will offer valuable insights into the evolving relationship between math and AI, including its potential to shape future learning environments. Register here: https://bit.ly/3BcK5Kt #McGrawHill #ArtificialIntelligence #ALEKS #Math

The Math Behind Machine Learning: A Practical Guide Mathematics is the backbone of machine learning. Every model, every algorithm, is built on mathematical concepts that drive predictions and insights. Understanding the math behind these models isn't just helpful—it's essential for truly mastering machine learning. Today, I'm sharing a comprehensive PDF on Mathematics for Machine Learning, complete with practical implementations. It's a valuable resource for anyone looking to deepen their understanding of how math underpins the world of ML. #MachineLearning #Mathematics #DataScience #AI #ML

The Chinese have introduced Qwen2-Math, which has topped the charts. The AI was trained on tons of textbooks and math papers, now it can solve any problems in seconds. The source code is available on GitHub. https://lnkd.in/dq7DASUD #AI #Math

Day:- 4/30 🌟 🌟 Book Recommendation Alert! 🌟 Excited to share that I've been diving into "Make Your Own Neural Network" by Tariq Rashid. This book is an incredible resource for anyone looking to understand and build neural networks from scratch. 📚✨ Whether you're a beginner in AI or looking to deepen your understanding, this book breaks down complex concepts into easily digestible steps, making it accessible and engaging. It's been a game-changer for my journey in AI, especially as I work on my current project developing an intelligent Tic Tac Toe game. If you're passionate about machine learning and want a hands-on approach to learning, I highly recommend giving this book a read! #ArtificialIntelligence #MachineLearning #NeuralNetworks #LearningJourney #BookRecommendation Degree2Destiny Axis Colleges

MathGPTPro: Advanced AI-based Mathematical Problem-Solving 🤖 🤓 #math #AI #problem-solving https://lnkd.in/geSAi2U2

DeepMind’s AlphaProof and AlphaGeometry 2 have just shown how AI can compete at the highest level of mathematics – solving complex problems and earning points equivalent to a silver medal in the International Mathematical Olympiad (IMO). Self-training, reinforcement learning, and critical thinking skills enable AI to solve advanced math problems. How can these capabilities be applied to help your business? Subscribe to our AI newsletter to find out. 📬 Sign up here 👉 https://lnkd.in/d9GMGzWN #AIBytes #Innovation #SoftwareDevelopment #AI  

4. Can you multiply these matrices by hand? ✍️ [Like] this post if you can calculate this. One of the key ingredients of the deep learning revolution is the ability to perform matrix multiplications at incredible speed and scale. Despite linear algebra listed as a prerequisite of my courses, I found many students lack confidence in multiplying matrices. Thus, I teach my students this unique system to multiply matrices by hand. Let's say we are calculating A x B = C. This system offers several desirable properties: 💡 𝗗𝗶𝗺𝗲𝗻𝘀𝗶𝗼𝗻𝘀: We can easily see C's dimensions must match A's height (vertical) and B's width (horizontal). 💡 𝗦𝗰𝗮𝗹𝗮𝗯𝗹𝗲: If we scale any of the matrices A, B, C to an arbitrary size, we can easily see how the sizes of other matrices must change accordingly to match the dimensions. 💡 𝗥𝗼𝘄 𝘃𝘀. 𝗖𝗼𝗹𝘂𝗺𝗻 𝗩𝗲𝗰𝘁𝗼𝗿𝘀: For each value in C, we can easily see the corresponding row vector (green) and column vector (yellow) that are combined using dot-product to obtain the value. 💡 𝗦𝘁𝗮𝗰𝗸𝗮𝗯𝗹𝗲: Because of their compactness, we can stack multiple grids like these to represent the underlying sequence of matrix multiplications of a deep neural network (e.g., multi-layer perceptron), like the one I shared a while ago. One month ago, I decided to share my hands-on exercises for deep learning and generative AI. I was surprised by how well those exercises are received by the community. Thank you! In 2024, I will continue to share more exercises I developed. In my first post of the year, I want to go back to the most basic and the absolutely important---matrix multiplication! Enjoy! #deeplearning #generatieveai #llms