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Module 4 - Machine Learning/01. Data Preparation and Modelling with sklearn/README.md

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<summary><h3>Types of Machine Learning</h3></summary>
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<ol>
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<li><details>
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<summary><h5>Supervised Learning</h5></summary>
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<summary><h4>Supervised Learning</h4></summary>
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<ul>
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<li>Classification Task</li>
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<li>Regression Task</li>
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</ul>
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<details>
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<summary><h5>Click here to view all the algorithms:</h5></summary>
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| Approach | Classification Algorithm | Regression Algorithm |
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| :---: | :---: | :---: |
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| Distance Based Approach | KNeighborsClassifier | KNeighborsRegressor |
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| Rule Based Approach | DecisionTreeClassifier | DecisionTreeRegressor |
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| Probability Based Approach | Naive Bayes | NA |
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| Boundary Based Approach | LogisticRegression and SVC | LinearRegression |
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| Ensemble Based Approach | RandomForestClassifier, GBDTClassifier, etc... | RandomForestRegressor, GBDTRegressor, etc... |
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| Deep Learning Based Approach | ANN for Classification | ANN for Regression |
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</details>
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<details>
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<summary><h5>Click here to view all the algorithms:</h5></summary>
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| Approach | Classification Algorithm | Regression Algorithm |
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| :---: | :---: | :---: |
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| Distance Based Approach | KNeighborsClassifier | KNeighborsRegressor |
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| Rule Based Approach | DecisionTreeClassifier | DecisionTreeRegressor |
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| Probability Based Approach | Naive Bayes | NA |
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| Boundary Based Approach | LogisticRegression and SVC | LinearRegression |
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| Ensemble Based Approach | RandomForestClassifier, GBDTClassifier, etc... | RandomForestRegressor, GBDTRegressor, etc... |
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| Deep Learning Based Approach | ANN for Classification | ANN for Regression |
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</details>
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</details></li>
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<li><details>
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<summary><h5>Unsupervised Learning</h5></summary>
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<summary><h4>Unsupervised Learning</h4></summary>
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</details></li>
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<li><h5>Reinforcement Learning</h5></li>
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<li><h4>Reinforcement Learning</h4></li>
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</ol>
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</details>
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