diff --git a/docs/algorithms/machine-learning/supervised/regressions/AdaBoost_Regression.md b/docs/algorithms/machine-learning/supervised/regressions/adaboost.md similarity index 100% rename from docs/algorithms/machine-learning/supervised/regressions/AdaBoost_Regression.md rename to docs/algorithms/machine-learning/supervised/regressions/adaboost.md diff --git a/docs/algorithms/machine-learning/supervised/regressions/Decision_Tree_Regression.md b/docs/algorithms/machine-learning/supervised/regressions/decision-tree.md similarity index 100% rename from docs/algorithms/machine-learning/supervised/regressions/Decision_Tree_Regression.md rename to docs/algorithms/machine-learning/supervised/regressions/decision-tree.md diff --git a/docs/algorithms/machine-learning/supervised/regressions/Elastic_Net_Regression.md b/docs/algorithms/machine-learning/supervised/regressions/elastic-net.md similarity index 100% rename from docs/algorithms/machine-learning/supervised/regressions/Elastic_Net_Regression.md rename to docs/algorithms/machine-learning/supervised/regressions/elastic-net.md diff --git a/docs/algorithms/machine-learning/supervised/regressions/Gradient_Boosting_Regression.md b/docs/algorithms/machine-learning/supervised/regressions/gradient-boosting.md similarity index 100% rename from docs/algorithms/machine-learning/supervised/regressions/Gradient_Boosting_Regression.md rename to docs/algorithms/machine-learning/supervised/regressions/gradient-boosting.md diff --git a/docs/algorithms/machine-learning/supervised/regressions/Huber_Regression.md b/docs/algorithms/machine-learning/supervised/regressions/huber.md similarity index 100% rename from docs/algorithms/machine-learning/supervised/regressions/Huber_Regression.md rename to docs/algorithms/machine-learning/supervised/regressions/huber.md diff --git a/docs/algorithms/machine-learning/supervised/regressions/index.md b/docs/algorithms/machine-learning/supervised/regressions/index.md index 85452e30..531275ad 100644 --- a/docs/algorithms/machine-learning/supervised/regressions/index.md +++ b/docs/algorithms/machine-learning/supervised/regressions/index.md @@ -2,27 +2,99 @@
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Linear Regression

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Understanding the relationship between two variables.

-

📅 2025-01-19 | ⏱️ 2 mins

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AdaBoost Regression

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Iteratively correcting errors to improve accuracy

+

📅 2025-01-27 | ⏱️ 2 mins

 - +

Bayesian Regression

Infusing uncertainty with predictions for smarter decision-making.

📅 2025-01-19 | ⏱️ 3 mins

 - - + + + + +
+

Decision Tree Regression

+

Making decisions based on feature values to predict outcomes in a clear, interpretable way

+

📅 2025-01-27 | ⏱️ 4 mins

+
+ + + + + +
+

Elastic Net Regression

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Balancing feature selection and regularization for optimal prediction

+

📅 2025-01-27 | ⏱️ 2 mins

+
+ + + + + +
+

Gradient Boosting Regression

+

Builds strong models by correcting weak learners.

+

📅 2025-01-27 | ⏱️ 2 mins

+
+ + + + + +
+

Huber Regression

+

Balances squared and absolute loss for robustness.

+

📅 2025-01-27 | ⏱️ 2 mins

+
+ + + + + +
+

K Nearest Neighbors Regression

+

KNN predicts by averaging the nearest neighbors

+

📅 2025-01-27 | ⏱️ 3 mins

+
+ + + + + +
+

Lasso Regression

+

Lasso shrinks coefficients, promoting sparsity.

+

📅 2025-01-27 | ⏱️ 2 mins

+
+ + + + + +
+

Linear Regression

+

Understanding the relationship between two variables.

+

📅 2025-01-19 | ⏱️ 2 mins

+
+ + + + +

Logistic Regression

@@ -31,4 +103,64 @@
+ + + +
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Neural Network Regression

+

Neural Networks model complex, non-linear relationships.

+

📅 2025-01-27 | ⏱️ 3 mins

+
+ + + + + +
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Polynomial Regression

+

Captures non-linear trends with higher-degree terms.

+

📅 2025-01-27 | ⏱️ 2 mins

+
+ + + + + +
+

Random Forest Regression

+

Random Forest aggregates many decision trees for better accuracy.

+

📅 2025-01-27 | ⏱️ 3 mins

+
+ + + + + +
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Ridge Regression

+

Ridge applies regularization to prevent overfitting.

+

📅 2025-01-27 | ⏱️ 2 mins

+
+ + + + + +
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Support Vector Regression

+

Finds the optimal line with a balance between margin and accuracy.

+

📅 2025-01-27 | ⏱️ 2 mins

+
+ + + + + +
+

XGBoost Regression

+

Improves predictions using gradient boosting and regularization

+

📅 2025-01-27 | ⏱️ 2 mins

+
+ +
diff --git a/docs/algorithms/machine-learning/supervised/regressions/K_Nearest_Neighbors_Regression.md b/docs/algorithms/machine-learning/supervised/regressions/k-nearest-neighbors.md similarity index 100% rename from docs/algorithms/machine-learning/supervised/regressions/K_Nearest_Neighbors_Regression.md rename to docs/algorithms/machine-learning/supervised/regressions/k-nearest-neighbors.md diff --git a/docs/algorithms/machine-learning/supervised/regressions/Lasso_Regression.md b/docs/algorithms/machine-learning/supervised/regressions/lasso.md similarity index 100% rename from docs/algorithms/machine-learning/supervised/regressions/Lasso_Regression.md rename to docs/algorithms/machine-learning/supervised/regressions/lasso.md diff --git a/docs/algorithms/machine-learning/supervised/regressions/logistic-regression.md b/docs/algorithms/machine-learning/supervised/regressions/logistic.md similarity index 100% rename from docs/algorithms/machine-learning/supervised/regressions/logistic-regression.md rename to docs/algorithms/machine-learning/supervised/regressions/logistic.md diff --git a/docs/algorithms/machine-learning/supervised/regressions/Neural_Network_Regression.md b/docs/algorithms/machine-learning/supervised/regressions/neural-network.md similarity index 100% rename from docs/algorithms/machine-learning/supervised/regressions/Neural_Network_Regression.md rename to docs/algorithms/machine-learning/supervised/regressions/neural-network.md diff --git a/docs/algorithms/machine-learning/supervised/regressions/Polynomial_Regression.md b/docs/algorithms/machine-learning/supervised/regressions/polynomial.md similarity index 100% rename from docs/algorithms/machine-learning/supervised/regressions/Polynomial_Regression.md rename to docs/algorithms/machine-learning/supervised/regressions/polynomial.md diff --git a/docs/algorithms/machine-learning/supervised/regressions/Random_Forest_Regression.md b/docs/algorithms/machine-learning/supervised/regressions/random-forest.md similarity index 100% rename from docs/algorithms/machine-learning/supervised/regressions/Random_Forest_Regression.md rename to docs/algorithms/machine-learning/supervised/regressions/random-forest.md diff --git a/docs/algorithms/machine-learning/supervised/regressions/Ridge_Regression.md b/docs/algorithms/machine-learning/supervised/regressions/ridge.md similarity index 100% rename from docs/algorithms/machine-learning/supervised/regressions/Ridge_Regression.md rename to docs/algorithms/machine-learning/supervised/regressions/ridge.md diff --git a/docs/algorithms/machine-learning/supervised/regressions/Support_Vector_Regression.md b/docs/algorithms/machine-learning/supervised/regressions/support-vector.md similarity index 100% rename from docs/algorithms/machine-learning/supervised/regressions/Support_Vector_Regression.md rename to docs/algorithms/machine-learning/supervised/regressions/support-vector.md diff --git a/docs/algorithms/machine-learning/supervised/regressions/XG_Boost_Regression.md b/docs/algorithms/machine-learning/supervised/regressions/xg-boost.md similarity index 100% rename from docs/algorithms/machine-learning/supervised/regressions/XG_Boost_Regression.md rename to docs/algorithms/machine-learning/supervised/regressions/xg-boost.md