Naive Bayes Classifiers
Naive Bayes classifiers are a family of probabilistic algorithms used for classification tasks in machine learning and data science. They are based on Bayes' theorem, which describes the probability of an event based on prior knowledge of conditions that might be related to the event. Naive Bayes classifiers assume that the presence or absence of a particular feature is independent of the presence or absence of any other feature, hence the term 'naive'. Despite this simplifying assumption, Naive Bayes classifiers have been shown to be effective in many real-world applications, particularly in natural language processing and text classification. They are relatively simple to implement and require a small amount of training data to estimate the necessary parameters. Naive Bayes classifiers are also known for their ability to handle high-dimensional data with a large number of features, making them a popular choice for tasks such as spam filtering and sentiment analysis.
Your Previous Searches
Random Picks
- Cash Flow Statement: A cash flow statement is a financial statement that provides an overview of the inflow and outflow of cash within an organization. It shows how changes in balance sheet accounts and income affect cash and cash equivalents. The statement is ... Read More >>
- Explainability: Explainability refers to the ability of a machine learning model to provide clear and understandable explanations for its predictions or decisions. It is an important aspect of artificial intelligence and data science, especially in applica ... Read More >>
- Naive Bayes Classifiers: Naive Bayes classifiers are a family of probabilistic algorithms used for classification tasks in machine learning and data science. They are based on Bayes' theorem, which describes the probability of an event based on prior knowledge of c ... Read More >>
Top News
These are the fastest-growing job titles, according to LinkedIn users | CNN Busi...
Some of the fastest-growing jobs for 2025 barely existed at the turn of the century, according to a new analysis from LinkedIn....
News Source: CNN on 2025-01-11
A man trying to recover a hard drive containing $750 million of bitcoin from a l...
James Howells has been trying to gain access to a landfill site for the past decade, where he believes his hard drive containing a bitcoin fortune is....
News Source: Business Insider on 2025-01-11
A notorious market bear who called the 2000 and 2008 crashes warns we're in the ...
"My impression is that it will end badly," says John Hussman....
News Source: Business Insider on 2025-01-11
China and UK restart economic and financial talks after 6-year hiatus...
China and Britain have restarted economic and financial talks after a six-year hiatus during a visit by Britain’s Treasury chief to Beijing...
News Source: ABC News on 2025-01-11
NATO turned to elite divers to test sabotage protections for critical undersea c...
NATO shared new footage of a recent test of new sensors able to shield undersea cables by special operations divers....
News Source: Business Insider on 2025-01-10