Naive bayes - Samenvattingen, Aantekeningen en Examens

The document is introduction to machine learning. It helps us to understand what is machine learning. Examples of machine learning various issues in machine learning the applications of machine learning. Then it emphasises on supervise learning and supervise learning. It emphasis on classification and regression and also it uses sums to make us understand various concepts like decision, trees, Naive bayes theorem Bayesian Belief model

Extensive, clear summary of the course 'Introduction to Machine Learning', based on elaborated notes made during the lecture, including graphs and pictures, connected to the lecture slides. The document is divided in 2 parts, the first part concerning the midterm material, the second part concerning the additional final exam material (everything is in this document).

Machine Learning samenvatting voor 2e jaar artificial intelligence studie. Alle chapters en lectures voor het tentamen.

FULL NOTES ON ARITFICIAL INTELLIGENCE AND MACHINE LEARNING. COVERED ALL ALGORITHM OF MACHINE LEARNING WITH REAL WORLD EXAMPLES WHICH MAKES BETTER CLARITY.

Generative Learning algorithms Gaussian discriminant analysis. Naive Bayes. Laplace Smoothing.

Outline Naive Bayes Laplacesmoothing Event Models Kernel Methods

Gaussian discriminant analysis & it is model Naive Bayes.

 Bayes Theorem  MAP, ML hypotheses  MAP learners  Minimum description length principle  Bayes optimal classier  Naive Bayes learner  Example: Learning over text data  Bayesian belief networks  Expectation Maximization algorithm 125 lectur

 Bayes Theorem  MAP, ML hypotheses  MAP learners  Minimum description length principle  Bayes optimal classier  Naive Bayes learner  Example: Learning over text data  Bayesian belief networks  Expectation Maximization algorithm

● Organisational Matters ● k-Nearest Neighbour Distance is the Essential Ingredient Inductive Bias Extensions of k-Nearest Neighbour ● Probability Theory ● Naive Bayes Problem Estimating Probabilities Solution: Independence Assumption