Web Reference: Oct 3, 2024 · A tutorial on why data collection is so important for ML models, how to collect and process training data for Machine Learning. We propose the optimal data collection problem in machine learning, which extends the estimation of learning curves to a formal dynamic optimization problem to determine how much and what kind of data to collect over the model development life cycle. Jun 26, 2023 · Data collection as the first step in the decision-making process, driven by machine learning. In machine learning projects, data collection precedes such stages as data cleaning and preprocessing, model training and testing, and making decisions based on a model’s output.
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