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Aroneo
| Technologist | ML ... • 4m
The Evolution of AI: From Rules to Creativity Artificial Intelligence (AI) has transformed from rigid rule-based systems to today’s powerful generative AI, capable of creating art, music, and human-like conversations. This shift has been fueled by advances in machine learning, deep learning, and computing power. Early AI: Rule-Based Systems (1950s–1980s) AI initially relied on rule-based expert systems, such as DENDRAL (1965) for chemical analysis and MYCIN (1970s) for medical diagnosis. These systems were useful for specific tasks but lacked adaptability, requiring constant human updates. Machine Learning & Neural Networks (1990s–2010s) A breakthrough occurred with machine learning, where algorithms learned from data. Key milestones include: 1997: IBM’s Deep Blue defeated chess champion Garry Kasparov. 2012: AlexNet revolutionized deep learning with its ImageNet win. 2016: Google’s AlphaGo mastered the game of Go. With deep learning, AI could identify patterns from massive datasets, moving beyond predefined rules. The Rise of Generative AI (2020–Present) Generative AI now creates text, images, and music. Models like GPT, Bard, and Midjourney showcase its creative potential through: Natural Language Processing (NLP) – AI that converses like humans. Computer Vision – AI-generated images from text prompts. Challenges & The Future AI still grapples with bias, misinformation, and privacy concerns. The next leap—Agentic AI—will bring systems that learn continuously, adapt personally, and enhance human decision-making. As AI grows, ethical considerations will be key to responsible progress.
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