Machine Learning Flashcard

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What is it called when a human trains a model to learn with examples?

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Supervised Learning

Answer explanation

When a human trains a model using labeled examples, it is called Supervised Learning. This method involves providing the model with input-output pairs to learn from, enabling it to make predictions on new data.

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What is a computer program designed to make a decision called?

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Model

Answer explanation

A computer program designed to make a decision is called a 'Model'. In machine learning, a model is trained on data to make predictions or decisions based on input, distinguishing it from features, labels, or training processes.

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What is the process of giving examples to a model so it can learn called?

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Training

Answer explanation

The process of giving examples to a model so it can learn is called Training. During training, the model adjusts its parameters based on the provided examples to improve its performance on tasks.

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What is finding patterns in data that doesn't have any labels called?

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Unsupervised Learning

Answer explanation

Finding patterns in unlabeled data is known as Unsupervised Learning. Unlike Supervised Learning, which uses labeled data, Unsupervised Learning identifies hidden structures without predefined categories.

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In _________ model keeps on increasing its performance using a Reward Feedback to learn the behavior or pattern

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reinforcement learning

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What is Reinforcement learning?

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It is a framework for learning where an agent interacts with an environment and receives a reward for each interaction.

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What are different types of machine learning?

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Supervised, Unsupervised, and Reinforcement

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What is a Model in the context of AI and Machine Learning?

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A computer program designed to make a decision.

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What is Unsupervised Learning in the context of AI and Machine Learning?

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Finding patterns in data that doesn't have any labels.

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What does Supervised Learning refer to in the context of AI and Machine Learning?

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When a model is trained by a human using examples.