Evolution
Evolution in Data Science refers to the process of improving the performance of machine learning models over time by continuously feeding them new data. This process involves retraining the models with the new data and fine-tuning their parameters to achieve better accuracy and generalization. Evolution can be achieved through various techniques such as genetic algorithms, reinforcement learning, and neural architecture search. Genetic algorithms involve mimicking the process of natural selection to evolve the best set of parameters for a given model. Reinforcement learning involves training a model to make decisions based on rewards and punishments, and evolving the model over time to improve its decision-making ability. Neural architecture search involves automatically discovering the best neural network architecture for a given task, by searching through a large space of possible architectures. Evolution is a crucial aspect of machine learning, as it enables models to adapt to changing environments and improve their performance over time.
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