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Explainable AI: What, Why and How

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Explainable AI: What, Why and How Artificial intelligence (AI) is a branch of computer science that aims to create machines and systems that can perform tasks that normally require human intelligence, such as perception, reasoning, learning, decision-making, and natural language processing. AI has been advancing rapidly in recent years, thanks to the availability of large amounts of data, powerful computing resources, and novel algorithms. AI applications have been transforming various domains, such as healthcare, education, finance, entertainment, and security. However, as AI becomes more pervasive and influential in our society, there is also a growing demand for understanding how AI works and what are the implications of its decisions. Many AI systems are based on complex and opaque models, such as deep neural networks, that are hard to interpret and explain by humans. These models are often referred to as "black boxes" because their internal logic and reasoning are hidde...

Synthetic Intelligence: Creating and Aligning Intelligent Agents with Their Own Goals, Motivations, and Emotions

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Synthetic intelligence is a fascinating and challenging topic that explores the possibility of creating intelligent agents that are not mere imitations or simulations of human intelligence, but rather genuine forms of intelligence that can reason, learn, and act autonomously. In this article, I will attempt to answer some of the questions that you have posed about synthetic intelligence, and provide some insights into its current state and prospects. What is the difference between synthetic intelligence and artificial intelligence? Artificial intelligence (AI ) is a broad term that encompasses any system or process that can perform tasks that normally require human intelligence, such as perception, reasoning, decision-making, learning, and communication. AI can be applied to various domains and problems, such as computer vision, natural language processing, robotics, gaming, and healthcare.  AI can also be classified into different types or levels, depending on the degree of gene...