Power Supply for LED Lighting: Best Options for Bright Energy-Efficient Setups in 2026

The pursuit of energy efficiency often leads enthusiasts, architects, and lighting designers alike to explore the burgeoning realm of LED technology. As we step into 2026, the imperative of efficient power supplies for LED lighting becomes increasingly pronounced. A reliable power supply not only powers these lighting systems, but optimises their performance and longevity while […]

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Value of information for exploration

The value of information for exploration refers to the quantifiable benefit gained from acquiring additional data when making decisions about exploring unknown or uncertain environments. It is a concept used in fields such as resource exploration, scientific research, and artificial intelligence to optimize decision-making processes.

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Exploration via self-imitation

Exploration via self-imitation is a technique in reinforcement learning where an agent leverages its own past successful behaviors to guide exploration in unknown environments. By imitating its previous good experiences, the agent can more efficiently discover beneficial actions and states, improving learning performance, especially in sparse-reward settings.

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Model selection

Model selection is the process of choosing a statistical or machine learning model from a set of candidate models, based on their performance and suitability for a given dataset or task. It involves balancing model complexity and goodness of fit to optimize predictive accuracy and interpretability.

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