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Which AI technique involves training a model on a large dataset to make predictions or decisions?OptionsGenetic algorithmsSupervised learningReinforcement learningUnsupervised learning

Question

Which AI technique involves training a model on a large dataset to make predictions or decisions?OptionsGenetic algorithmsSupervised learningReinforcement learningUnsupervised learning

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Solution

The AI technique that involves training a model on a large dataset to make predictions or decisions is Supervised Learning.

Here's a step-by-step explanation:

  1. In supervised learning, we start with a known set of input data and known responses to the data (output).

  2. The model is trained on this data, which means it learns the relationship between the input and output.

  3. Once the model is trained, it can be used to predict the output for new, unknown input data.

  4. The model's predictions are then compared to the actual output. If the predictions are incorrect, the model adjusts its parameters and the training process is repeated.

  5. This process continues until the model's predictions are as accurate as possible.

  6. The trained model can then be used to make predictions or decisions based on new input data.

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Similar Questions

Which AI technique involves training a model on a large dataset to make predictions or decisions?

Training the existing ML models so that they may produce well a sequence of decisions is called asSupervised methodUnsupevised methodSemi supervised methodReinforcement method

Which machine learning models are trained to make aseries of decisions based on the rewards and feedback they receive for their actions?Supervised learningUnsupervised learningAll of the aboveReinforcement learning

Which subfield of AI focuses on designing algorithms that can improve their performance over time by learning from data?OptionsExpert Systems Natural Language Processing (NLP)RoboticsMachine Learning

If an AI is trained with data that already contains the answers, what kind of learning is this?Supervised LearningUnsupervised LearningReinforcement LearningDeep Learning

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