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Could you walk me through the steps of calculating precision and recall in a machine learning model?

What is the big-O notation for the time complexity of an SVM training process? What governs the time complexity when an SVM model is deployed for making predictions? How does the computational demand vary for SVMs with Linear versus RBF kernels during training and inference?

What is your understanding of the different loss functions used in training ML models?

What are the meanings of false positives and false negatives in statistical hypothesis testing, and how do they affect the eventual outcomes?

Architect a real-time document collaboration tool.

Could you give an overview of how collaborative filtering is used in ML applications?

What are the divergent qualities of K-means and Expectation-Maximization (EM) algorithm?

As someone with experience analyzing client buying habits, how would you go about forecasting whether potential clients will purchase a specific software? Which factors would you take into account?

What steps do you take in order to forecast a brand's sales accurately?

Develop a platform for managing customer service ticket workflows.