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#model-selection

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Can you explain how to choose and implement a model in Scikit-learn for a classification problem?

To choose a model in Scikit-learn for classification, you first need to understand the nature of your data and the problem. Common models include logistic regression for binary classification and…

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What is the difference between zero-shot few-shot and fine-tuned models in production?

Zero-shot uses the base model with only instructions (no examples). Few-shot includes examples in the prompt. Fine-tuned models are retrained on domain data. The tradeoff is cost and flexibility versus…

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Can you describe a time when you had to choose between multiple machine learning models for a project? What factors did you consider in your decision-making process?

In a recent project, I had to choose between a decision tree and a random forest model. I considered factors such as model accuracy, interpretability, and the size of the…

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