AI and Data Science Flashcard

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What is reinforcement learning?

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A type of machine learning where an AI agent improves its actions through trial, error, and rewards.

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What is generative AI?

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A type of AI that can create new content, such as text or images, often exemplified by chatbots generating human-like responses.

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How does machine learning differ from traditional programming?

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Machine learning learns patterns from data instead of being explicitly programmed for specific tasks.

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What is data science?

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A cross-disciplinary field that uses data, mathematics, and machine learning to extract insights and knowledge from data.

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What is deep learning?

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A subset of machine learning that uses multilayered neural networks to automatically extract features from data.

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What is a neural network?

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A computational model inspired by the human brain, consisting of interconnected nodes (neurons) that process data.

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What is supervised learning?

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A type of machine learning where the model is trained on labeled data, meaning the input data is paired with the correct output.

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What is unsupervised learning?

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A type of machine learning where the model is trained on unlabeled data, and it tries to find patterns or groupings in the data.

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What is a dataset?

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A collection of data, often organized in a table, that is used for analysis or training machine learning models.

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What is overfitting in machine learning?

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A modeling error that occurs when a machine learning model learns the training data too well, including noise and outliers, leading to poor performance on new data.