{"product_id":"foundations-of-artificial-intelligence-agent-systems-neural-networks-and-deep-learning-for-beginners","title":"Foundations of Artificial Intelligence: Agent Systems, Neural Networks, and Deep Learning for Beginners","description":"\u003cp\u003eThis beginner-friendly video course offers a thorough introduction to the foundational concepts of artificial intelligence (AI). Covering agent systems, neural networks, deep learning, machine learning, and computer vision, the course provides a historical perspective to help learners understand the evolution of AI. It begins with a section titled \"Introduction and Historical Background of AI.\"\u003c\/p\u003e\n\u003cp\u003eCourse Topics and Lessons:\u003c\/p\u003e\n\u003cp\u003eI. Introduction and Historical Background\u003c\/p\u003e\n\u003cp\u003ePhilosophical perspective: What is AI?\u003cbr\u003eStrong AI vs. Weak AI\u003cbr\u003eThe Turing Test\u003cbr\u003eThe origins of AI\u003cbr\u003eThe era of high expectations and its reality check\u003cbr\u003eHow machines learn\u003cbr\u003eDistributed systems in AI\u003cbr\u003eDeep Learning, Machine Learning, and Natural Language Processing\u003cbr\u003eII. The General Problem Solver\u003c\/p\u003e\n\u003cp\u003eLogical Theorist: The first proof program\u003cbr\u003eHuman problem-solving examples (Simon)\u003cbr\u003eAnalyzing the structure of a problem\u003cbr\u003eThis section explores the initial AI techniques, focusing on key concepts and groundbreaking systems that shaped early optimism in the field.\u003c\/p\u003e\n\u003cp\u003eIII. Expert Systems\u003c\/p\u003e\n\u003cp\u003eFactual and heuristic knowledge\u003cbr\u003eFrames, slots, and fillers\u003cbr\u003eForward and backward chaining\u003cbr\u003eThe MYCIN program\u003cbr\u003eProbabilities in expert systems\u003cbr\u003eReal-world application: Calculating the probability of hairline cracks\u003cbr\u003eHere, you’ll learn about expert systems that address specific problems using vast rule-based knowledge bases.\u003c\/p\u003e\n\u003cp\u003eIV. Neural Networks\u003c\/p\u003e\n\u003cp\u003eUnderstanding the human neuron\u003cbr\u003eNeuron signal processing\u003cbr\u003eThe perceptron\u003cbr\u003eThis section revisits the idea of replicating the human brain’s structure, introducing neural networks as a means of digital information processing. The lessons cover early approaches and the missing links that eventually led to breakthroughs in neural network development.\u003c\/p\u003e\n\u003cp\u003eV. Machine Learning: Deep Learning \u0026amp; Computer Vision\u003c\/p\u003e\n\u003cp\u003eCase study: Optimizing potato harvesting\u003cbr\u003eThe birth of deep learning\u003cbr\u003eLayers in deep learning networks\u003cbr\u003eMachine vision and computer vision\u003cbr\u003eConvolutional Neural Networks (CNNs)\u003cbr\u003eThis section highlights the concept of agents in multi-agent systems, emphasizing their role in distributing complexity. It also delves into the advances in neural networks, machine learning, and real-world AI applications such as speech and image recognition.\u003c\/p\u003e\n\u003cp\u003eWho This Course is For:\u003c\/p\u003e\n\u003cp\u003eAnyone curious about artificial intelligence and its basics\u003cbr\u003eStudents, researchers, beginners, and advanced learners in AI\u003cbr\u003eRequirements:\u003c\/p\u003e\n\u003cp\u003eNo prior knowledge of AI required\u003cbr\u003eAll topics are explained clearly and in detail\u003cbr\u003eWhat You’ll Learn:\u003c\/p\u003e\n\u003cp\u003eThe structure and design of modern AI systems\u003cbr\u003eDifferences between strong and weak AI\u003cbr\u003eFundamentals of deep learning and machine learning\u003cbr\u003eProblem structures and solving techniques\u003cbr\u003eForward and backward chaining in AI logic\u003cbr\u003eProbabilities in expert systems\u003cbr\u003eThe function of human neurons and their digital equivalents\u003cbr\u003eLayers of deep learning networks\u003cbr\u003eMachine vision and computer vision basics\u003c\/p\u003e","brand":"MyHackerTech","offers":[{"title":"Default Title","offer_id":47743944327362,"sku":"sku-47049886564592","price":40.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0720\/6400\/8386\/files\/Untitled_67.jpg?v=1780777205","url":"https:\/\/lifelineusa.store\/products\/foundations-of-artificial-intelligence-agent-systems-neural-networks-and-deep-learning-for-beginners","provider":"LifeLineUSA","version":"1.0","type":"link"}