Machine learning
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There several algorithms of machine learning,  among them we can 
find Support Vector Machine (SVM), linear regression, 
logistic regression, Decision Trees, Random Forest, Adaboost among another popular
algorithms.


Slides
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.. list-table:: Another resources....
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    * - Model
      - Material
    
    * - Background concepts 
      - `Slides Background concepts <https://github.com/it-ces/PUBLIC-AI/blob/main/ML-models/Background-ML.pdf>`_
    * - Linear regression
      - `Slides Linear regression <https://github.com/it-ces/PUBLIC-AI/blob/main/ML-models/Linear-regression.pdf>`_
    * -  Regularization
      - `Slides Regularization <https://github.com/it-ces/PUBLIC-AI/blob/main/ML-models/Regularization.pdf>`_
    * - Logistic regression
      -  `Slides logistic regression <https://github.com/it-ces/PUBLIC-AI/blob/main/ML-models/LogisticRegression.pdf>`_
    * - Naive Bayes
      - `Slides Naive Bayes <https://github.com/it-ces/PUBLIC-AI/blob/main/ML-models/Naive-preliminar.pdf>`_
    * - K-Nearest Neighborhoods (KNN)
      - `Slides KNN <https://github.com/it-ces/PUBLIC-AI/blob/main/ML-models/KKN.pdf>`_
    * - Neural Networks (NN)
      - `Slides Neural Networks <https://github.com/it-ces/PUBLIC-AI/blob/main/ML-models/Neural_NetworksV0.pdf>`_
    * - Decision Tree
      - `Slides DT <https://github.com/it-ces/PUBLIC-AI/blob/main/ML-models/Decision-tree-preliminar.pdf>`_
    * - Support Vector Machine (SVM)
      - `Slides SVM <https://github.com/it-ces/PUBLIC-AI/blob/main/Support%20Vector%20Machine/SVM.pdf>`_
    * - Insolvency prediction example 
      -  `Slides example <https://github.com/it-ces/PUBLIC-AI/blob/main/ML-models/Pymes%20-%20Insolvencia.pdf>`_







Laboratories
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* `Logistic regression LAB 1 <https://github.com/it-ces/PUBLIC-AI/blob/main/REGRESION/LABS/LogisticRegression_bankruptcy(lab).ipynb>`_


K-means, PCA, a priori algorithm are in ``Data mining`` folder...