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GITBOOK-81: Image Resizing - Machine Learning
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docs/machine-learning/1.-data-sets.md

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# 1. Data Sets
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<figure><img src="../.gitbook/assets/image (318).png" alt="" width="351"><figcaption></figcaption></figure>
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1. Click on _**Data Sets**_ in the _**Machine Learning**_ category.
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docs/machine-learning/10.-fit-predict.md

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# 10. Fit/Predict
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1. Click on _**Fit/Predict**_ under the _**Machine Learning**_ category.
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docs/machine-learning/11.-model-info.md

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# 11. Model Info
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1. Click on _**Model Info**_ in the _**Machine Learning**_ category.
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docs/machine-learning/12.-evaluation.md

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# 12. Evaluation
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1. Click on _**Evaluation**_ in the _**Machine Learning**_ category.
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### Regression / Classification
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1. _**Target Data**_: Specify the target data.
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2. _**Predict Data**_: Specify the data to predict.
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### Clustering
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<figure><img src="../.gitbook/assets/image (367).png" alt="" width="375"><figcaption></figcaption></figure>
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1. _**Clustered Index**_: Load the data containing index information assigned to the original data by clusters.
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2. _**Feature Data**_: Load the original data. The _**Silhouette Score**_ is derived through computations with the data specified in the _**Clustered Index**_.

docs/machine-learning/14.-save-load.md

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# 14. Save / Load
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1. Click on _**Save/Load**_ in the _**Machine Learning**_ category.
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docs/machine-learning/2.-data-split.md

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# 2. Data Split
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1. Click on _**Data Split**_ in the _**Machine Learning**_ category.
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docs/machine-learning/3.-data-prep.md

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# 3. Data Prep
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1. Click on **Data Prep** in the **Machine Learning** category.
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docs/machine-learning/4.-automl.md

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# 4. AutoML
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1. Click on _**AutoML**_ in the _**Machine Learning**_ category.
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docs/machine-learning/5.-regressor.md

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# 5. Regressor
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1. Click on the _**Regressor**_ in the _**Machine Learning**_ category.
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### ElasticNet
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1. _**Alpha**_: Adjust the level of regularization.
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2. _**L1 ratio**_: Adjusts the balance (ratio) between _**L1 (Lasso)**_ and _**L2 (Ridge)**_ regularization.
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### XGB Regressor
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1. _**N estimators**_: Specifies the number of trees in the ensemble.
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2. _**Max depth**_: Specifies the maximum depth of the tree.

docs/machine-learning/6.-classifier.md

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# 6. Classifier
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1. Click on the _**Classifier**_ under the _**Machine Learning**_ category.
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### SupportVectorMachine Classifier
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1. _**C**_: C indicates the freedom of the model's regularization. A higher C value makes the model more complex to fit the training data.
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2. _**Kernel**_: A function that maps data into higher dimensions. You can control the complexity of the model by selecting the kernel type.

docs/machine-learning/7.-clustering.md

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# 7. Clustering
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1. Click on _**Clustering**_ under the _**Machine Learning**_ category.
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docs/machine-learning/8.-dimension.md

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# 8. Dimension
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1. Click on _**Dimension**_ under the _**Machine Learning**_ category.
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docs/machine-learning/9.-gridsearch.md

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# 9. GridSearch
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1. Click on _**GridSearch**_ under the _**Machine Learning**_ category.
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