Which AI technique involves training a model on a large dataset to make predictions or decisions?OptionsReinforcement learningUnsupervised learningGenetic algorithmsSupervised learning
Question
Which AI technique involves training a model on a large dataset to make predictions or decisions?OptionsReinforcement learningUnsupervised learningGenetic algorithmsSupervised learning
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:
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In Supervised Learning, we start with a known set of input data and known responses to the data (output).
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The model is trained on this data, which involves adjusting the parameters of the model to improve its predictions. This is done using various algorithms like linear regression, decision trees, etc.
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Once the model is trained, it can be used to predict the output for new, unknown data.
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The model's performance is evaluated using a test set of data that the model has not been trained on. The better the model's predictions on the test set, the better the model is considered to be.
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The model can be retrained with new data as it becomes available, allowing it to improve and adapt over time.
So, the correct option is Supervised Learning.
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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