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The book is divided into four parts that cover the main topics in machine learning:
1. The foundations:
Describe the main concepts in machine learning. How they can be used to build models and study them.
The most important concept of machine learning: the decision function.
2. Building models:
In this section, we introduce the basic models that are used to build and evaluate different models (e.g., classification, regression).
We review some important aspects of classification, regression and machine learning.
3. Evaluating models:
In this section, we present the most influential models and compare them to evaluate their performance.
We present the most important factors to be considered for models: they are (a) performance, (b) cost, (c) predictability etc.
4. The algorithms:
In this section, we present the algorithms that can be used to solve machine learning problems, such as:
convolutional Neural Networks
semi-supervised learning
unsupervised learning
5. Other resources:
This section has a list of interesting resources and sites that cover a certain topic.
6. Conclusion:
This article is meant to give an overview on the main topics in machine learning. It is come comprare propecia online by no means a comprehensive book and it is the first in a series of articles.
This article was originally published in Portuguese the Brazilian edition of Cointelegraph on January 5, 2016. The English version is published by Harvard University Press, with the kind permission of author.
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