Optimization
Optimization is the process of finding the best solution to a problem within a set of constraints. In data science and artificial intelligence, optimization is used to find the best parameters for a model that will minimize the error or maximize the accuracy of the predictions. This involves selecting the appropriate algorithm, tuning the hyperparameters, and selecting the best features to use in the model. Optimization can also be used to improve the performance of a system by minimizing the time or resources required to complete a task. This can be achieved through techniques such as gradient descent, simulated annealing, and genetic algorithms.
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