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What is AI, Really?
- AI is an umbrella term encompassing various concepts and models related to human intelligence tasks.
- The history of AI dates back to the 1950s, with a formal field beginning at the Dartmouth Conference in 1956.
- AI has experienced waves of hype and progress, with notable milestones like IBM's Deep Blue and AlphaGo victories.
- AI operates based on learning from data, where supervised learning involves teaching models patterns from training data.
- Linear regression is a simple machine learning model that predicts data points' relationships.
- The learning process involves using a loss function to measure errors and adjusting parameters through gradient descent.
- AI subfields include machine learning, deep learning, and generative AI, each tailored for specific tasks.
- AI systems can exhibit intelligence through problem-solving and pattern recognition but lack true understanding, feelings, or consciousness.
- Models like ChatGPT generate responses based on statistical likelihoods rather than true comprehension.
- AI is synthetic intelligence, mimicking human thinking without replicating consciousness, relying on math and data for operations.
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