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lines changed Original file line number Diff line number Diff line change @@ -4,7 +4,7 @@ description: Import or Create Sample Data
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# 1. Data Sets
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- <figure ><img src =" ../.gitbook/assets/image (318).png " alt =" " width =" 527 " ><figcaption ></figcaption ></figure >
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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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# 10. Fit/Predict
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- <figure ><img src =" ../.gitbook/assets/image (360).png " alt =" " width =" 527 " ><figcaption ></figcaption ></figure >
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+ <figure ><img src =" ../.gitbook/assets/image (360).png " alt =" " width =" 352 " ><figcaption ></figcaption ></figure >
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1 . Click on _ ** Fit/Predict** _ under the _ ** Machine Learning** _ category.
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# 11. Model Info
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- <figure ><img src =" ../.gitbook/assets/image (362).png " alt =" " width =" 523 " ><figcaption ></figcaption ></figure >
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+ <figure ><img src =" ../.gitbook/assets/image (362).png " alt =" " width =" 349 " ><figcaption ></figcaption ></figure >
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1 . Click on _ ** Model Info** _ in the _ ** Machine Learning** _ category.
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# 12. Evaluation
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- <figure ><img src =" ../.gitbook/assets/image (364).png " alt =" " width =" 510 " ><figcaption ></figcaption ></figure >
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+ <figure ><img src =" ../.gitbook/assets/image (364).png " alt =" " width =" 340 " ><figcaption ></figcaption ></figure >
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1 . Click on _ ** Evaluation** _ in the _ ** Machine Learning** _ category.
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- <figure ><img src =" ../.gitbook/assets/image (365).png " alt =" " width =" 563 " ><figcaption ></figcaption ></figure >
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+ <figure ><img src =" ../.gitbook/assets/image (365).png " alt =" " width =" 375 " ><figcaption ></figcaption ></figure >
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### Regression / Classification
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- <figure ><img src =" ../.gitbook/assets/image (366).png " alt =" " width =" 563 " ><figcaption ></figcaption ></figure >
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+ <figure ><img src =" ../.gitbook/assets/image (366).png " alt =" " width =" 375 " ><figcaption ></figcaption ></figure >
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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 =" 563 " ><figcaption ></figcaption ></figure >
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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** _ .
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# 14. Save / Load
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- <figure ><img src =" ../.gitbook/assets/image (371).png " alt =" " width =" 510 " ><figcaption ></figcaption ></figure >
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+ <figure ><img src =" ../.gitbook/assets/image (371).png " alt =" " width =" 340 " ><figcaption ></figcaption ></figure >
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1 . Click on _ ** Save/Load** _ in the _ ** Machine Learning** _ category.
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Original file line number Diff line number Diff line change @@ -4,7 +4,7 @@ description: Divide Your Data into Training and Testing Data
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# 2. Data Split
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- <figure ><img src =" ../.gitbook/assets/image (320).png " alt =" " width =" 516 " ><figcaption ></figcaption ></figure >
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+ <figure ><img src =" ../.gitbook/assets/image (320).png " alt =" " width =" 344 " ><figcaption ></figcaption ></figure >
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1 . Click on _ ** Data Split** _ in the _ ** Machine Learning** _ category.
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Original file line number Diff line number Diff line change @@ -4,7 +4,7 @@ description: Tools for Preprocessing(Encoding/Scaling)
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# 3. Data Prep
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- <figure ><img src =" ../.gitbook/assets/image (322).png " alt =" " width =" 529 " ><figcaption ></figcaption ></figure >
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+ <figure ><img src =" ../.gitbook/assets/image (322).png " alt =" " width =" 353 " ><figcaption ></figcaption ></figure >
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1 . Click on ** Data Prep** in the ** Machine Learning** category.
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# 4. AutoML
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- <figure ><img src =" ../.gitbook/assets/image (327).png " alt =" " width =" 509 " ><figcaption ></figcaption ></figure >
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+ <figure ><img src =" ../.gitbook/assets/image (327).png " alt =" " width =" 339 " ><figcaption ></figcaption ></figure >
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1 . Click on _ ** AutoML** _ in the _ ** Machine Learning** _ category.
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# 5. Regressor
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- <figure ><img src =" ../.gitbook/assets/image (329).png " alt =" " width =" 525 " ><figcaption ></figcaption ></figure >
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+ <figure ><img src =" ../.gitbook/assets/image (329).png " alt =" " width =" 350 " ><figcaption ></figcaption ></figure >
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1 . Click on the _ ** Regressor** _ in the _ ** Machine Learning** _ category.
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### ElasticNet
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- <figure ><img src =" ../.gitbook/assets/image (333).png " alt =" " ><figcaption ></figcaption ></figure >
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+ <figure ><img src =" ../.gitbook/assets/image (333).png " alt =" " width = " 563 " ><figcaption ></figcaption ></figure >
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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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- <figure ><img src =" ../.gitbook/assets/image (338).png " alt =" " ><figcaption ></figcaption ></figure >
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+ <figure ><img src =" ../.gitbook/assets/image (338).png " alt =" " width = " 563 " ><figcaption ></figcaption ></figure >
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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.
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# 6. Classifier
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- <figure ><img src =" ../.gitbook/assets/image (341).png " alt =" " width =" 512 " ><figcaption ></figcaption ></figure >
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+ <figure ><img src =" ../.gitbook/assets/image (341).png " alt =" " width =" 342 " ><figcaption ></figcaption ></figure >
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1 . Click on the _ ** Classifier** _ under the _ ** Machine Learning** _ category.
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### SupportVectorMachine Classifier
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- <figure ><img src =" ../.gitbook/assets/image (344).png " alt =" " ><figcaption ></figcaption ></figure >
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+ <figure ><img src =" ../.gitbook/assets/image (344).png " alt =" " width = " 563 " ><figcaption ></figcaption ></figure >
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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.
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# 7. Clustering
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- <figure ><img src =" ../.gitbook/assets/image (351).png " alt =" " width =" 518 " ><figcaption ></figcaption ></figure >
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+ <figure ><img src =" ../.gitbook/assets/image (351).png " alt =" " width =" 346 " ><figcaption ></figcaption ></figure >
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1 . Click on _ ** Clustering** _ under the _ ** Machine Learning** _ category.
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# 8. Dimension
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- <figure ><img src =" ../.gitbook/assets/image (356).png " alt =" " width =" 512 " ><figcaption ></figcaption ></figure >
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+ <figure ><img src =" ../.gitbook/assets/image (356).png " alt =" " width =" 342 " ><figcaption ></figcaption ></figure >
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1 . Click on _ ** Dimension** _ under the _ ** Machine Learning** _ category.
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# 9. GridSearch
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- <figure ><img src =" ../.gitbook/assets/image (358).png " alt =" " width =" 516 " ><figcaption ></figcaption ></figure >
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+ <figure ><img src =" ../.gitbook/assets/image (358).png " alt =" " width =" 344 " ><figcaption ></figcaption ></figure >
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1 . Click on _ ** GridSearch** _ under the _ ** Machine Learning** _ category.
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