# NAIVE BAYES CLASSIFIER ALGORITHM

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### Naive Bayes Classifiers - GeeksforGeeks

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· Naive Bayes classifiers are a collection of classification algorithms based on Bayes’ Theorem. It is not a single algorithm but a family of algorithms where all of them share a common principle, i.e. every pair of features being classified is independent of each other. To start with, let us consider a dataset.

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### Naive Bayes Classification Algorithm | by Ashwinsrivatsab ...

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· Naive Bayes is a classification algorithm that is based on the principles of Bayes theorem drawn from the world of probability.

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### Naive Bayes Classification Using ‘scikit-learn’ In Python ...

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· Data Classification Using Multinomial Naive Bayes Algorithm A multinomial Naive Bayes algorithm is useful to model feature vectors where each value represents the number of occurrences of a term or its relative frequency. For example, if a feature vector has n elements and each of them can assume k different values with probability pk, then:

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### Algorithms From Scratch: Naive Bayes Classifier | by ...

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· T he Naive Bayes classifier is an Eager Learning algorithm that belongs to a family of simple probabilistic classifiers based on Bayes’ Theorem.

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### Naïve Bayes Algorithm in Machine Learning - Tutorial And ...

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· Introduction to Naïve Bayes Algorithm in Machine Learning . The Naïve Bayes algorithm is a classification algorithm that is based on the Bayes Theorem, such that it assumes all the predictors are independent of each other. Basically, it is a probability-based machine learning classification algorithm which tends out to be highly sophisticated.

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### Machine Learning Cheat Sheet-Naive Bayes – mc.ai

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· Naive Bayes Algorithm. Suppose you have to build a machine learning classifier in order to classify a web page, a document, an email or any other lengthy text notes manually. This is where Naive Bayes comes into the picture. Naive Bayes Algorithm is a supervised learning classification algorithm that assumes that there is independence among ...

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### Naive Bayes classifier - Wikipedia

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In statistics, Naive Bayes classifiers are a family of simple "probabilistic classifiers" based on applying Bayes' theorem with strong independence assumptions between the features. They are among the simplest Bayesian network models, but coupled with Kernel density estimation, they can achieve higher accuracy levels. Naïve Bayes classifiers are highly scalable, requiring a number of parameters linear in …

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### Naive Bayes Classifier in Machine Learning - Javatpoint

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Naïve Bayes algorithm is a supervised learning algorithm, which is based on Bayes theorem and used for solving classification problems. It is mainly used in text classification that includes a …

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### Naive Bayes Classifier in R Programming - GeeksforGeeks

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· Naive Bayes is a Supervised Non-linear classification algorithm in R Programming. Naive Bayes classifiers are a family of simple probabilistic classifiers based on applying Baye’s theorem with strong (Naive) independence assumptions between the features or variables.

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### Naïve Bayes Algorithm: Everything you need to know

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Naïve Bayes is a probabilistic machine learning algorithm based on the Bayes Theorem, used in a wide variety of classification tasks. In this article, we will understand the Naïve Bayes algorithm and all essential concepts so that there is no room for doubts in understanding.

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### Naive Bayes Classifier in Machine Learning | by Indhumathy ...

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Naive Bayes Classifiers are probabilistic models that are used for the classification task. It is based on the Bayes theorem with an assumption of independence among predictors. In the real-world ...

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### Naive Bayes Classifier - CodeProject

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· A naive Bayes classifier assumes that the presence (or absence) of a particular feature of a class is unrelated to the presence (or absence) of any other feature, given the class variable. For example, a fruit may be considered to be an apple if it is red, round, and about 4" in diameter.

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### Naive Bayes - Why Is It Favoured For Text Related Tasks?

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Naive Bayesian algorithm is a simple classification algorithm which uses probability of the events for its purpose. It is based on the Bayes Theorem which assumes that there is no interdependence amongst the variables. For example, if a fruit is banana and it has to be yellow/green in colour, in the shape of a banana and 1-2cm in radius.

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