Top Machine Learning Algorithms

AdaBoost

Implementation Example:

Implementing the AdaBoost Algorithm From Scratch - KDnuggetsAdaBoost technique follows a decision tree model with a depth equal to one. AdaBoost is nothing but the forest of stumps rather than trees. AdaBoost works by putting more weight on difficult to classify instances and less on those already handled well. AdaBoost algorithm is developed to solve both classification…

Relevant reading materials:

Pattern Recognition and Machine Learning (Information Science and Statistics) by Christopher M. Bishop – Chapter 14.3. Boosting (p.657 – p.663)

Relevant video lectures:

MIT Lecture – Boosting

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