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Machine Learning Training Process

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Questions and Answers

What is the purpose of the training dataset in machine learning?

To adjust internal parameters based on the predicted outcome

To provide feedback to the model through correct answers (correct)

To make predictions based on labeled data

To evaluate the model's performance with new data

In which type of machine learning, does the model learn from data that already has the answers provided?

Unsupervised Learning

Reinforcement Learning

Backpropagation

Supervised Learning (correct)

What is the primary method used in neural networks to adjust internal parameters based on prediction errors?

Validation

Unsupervised Learning

Backpropagation (correct)

Reinforcement Learning

Why is it essential to evaluate a model's performance using metrics like accuracy and recall?

To determine how well the model is performing and if it is ready for deployment Signup and view all the answers

What is the first step in the process of machine learning according to the text?

Data Input Signup and view all the answers

What is the purpose of feature extraction in machine learning?

To translate raw data into a usable format Signup and view all the answers

How does model selection in machine learning depend on the problem being addressed?

It depends on the type of data available and desired outcome Signup and view all the answers

In machine learning, what is a model?

A representation of a real-world process Signup and view all the answers

What is the primary goal of training machine learning models?

Creating models that generalize well to unseen data Signup and view all the answers

How can models be fine-tuned in machine learning?

Adjusting parameters, adding more data, or choosing a different model Signup and view all the answers

What is the purpose of continuous learning in machine learning models?

To ensure the model improves as it is exposed to more data even after deployment Signup and view all the answers

Who proposed the Turing Test to determine if a machine can exhibit intelligent behavior like a human?

Alan Turing Signup and view all the answers