Exploration Vs Exploitation

Exploration vs Exploitation is a fundamental concept in data science and artificial intelligence that refers to the trade-off between trying out new options (exploration) and exploiting the best option found so far (exploitation). In other words, it is the dilemma between gathering more information and making the best decision based on the current information. This concept is particularly relevant in the context of reinforcement learning, where an agent interacts with an environment to learn the optimal policy. The agent must decide whether to explore new actions or exploit the current best action based on the information gathered so far. The optimal balance between exploration and exploitation depends on the problem at hand and can be influenced by factors such as the level of uncertainty in the environment and the cost of exploration.

Your Previous Searches

Random Picks

California Consumer Privacy Act: The California Consumer Privacy Act (CCPA) is a state-level data privacy law that regulates how businesses all over the world are allowed to handle the personal information of California residents. The CCPA grants California consumers the r ... Read More >>
Markov Chain Analysis: Markov Chain Analysis is a mathematical model used to analyze and predict the behavior of a system that changes over time. It is a stochastic process that involves a sequence of events where the probability of each event depends only on the ... Read More >>
Duplication: Duplication refers to the process of creating copies of data or information. In data science, duplication can occur when the same data is stored in multiple locations or when multiple records contain the same information. Duplication can le ... Read More >>

Exploration Vs Exploitation

Your Previous Searches

Random Picks

Top News

Employees were already freaked out about AI — Amazon just proved them right...

Trump’s purges come for the U.S.’ nuclear safety board...

Amazon says it will reduce its workforce as AI replaces human employees | CNN Bu...

Amazon’s Jassy says AI will reduce company’s corporate ranks...

Bank of America is bullish on these 4 under-the-radar AI stocks...