├── .gitignore ├── Calculate_Pvalue ├── p-value_Linear_regression.py ├── p_value_Linear_regression.ipynb ├── pvalue.odt └── temp-plot.html ├── ConfidenceInterval ├── AnalysisOfVariance_ANOVA.ipynb ├── CHI_SQUARED_TESTS.ipynb ├── ConfidenceInterval.ipynb ├── Confidence_Interval.txt ├── HypothesisTestingAndTheT_Test_ConfidenceInterval.ipynb ├── InferentialAnalysis_PointEstimates_ConfidenceIntervals.ipynb ├── PolyR_ConfidenceInterval.py ├── SLR_ConfidenceInterval.py ├── SQ_MultipleLinearRegression_OLS_fvalue_fpvalue.ipynb └── exponential_data.dat ├── Fitting_A_Curve ├── 1_noisy_gamma_distribution.png ├── 2_lowess_fitting_a_line.png ├── 3.1_lowess_fitting_a_parabola_ConfidenceInterval.png ├── 3_lowess_fitting_a_parabola.png ├── 4_geom_point__geom_smooth_ggplot2.png ├── StatQuest_FITTING_A_CURVE.R ├── StatQuest_FITTING_A_CURVE.odt └── exponential_data.dat ├── GradientDescent ├── AndrewNG_4_LR_GradientDescent.odt ├── AndrewNG_5_LR_GradientDescent_Intuition.odt ├── AndrewNG_6_LR_GradientDescentForLinearRegression.odt ├── GradientDescent.txt ├── GradientDescentInPractice_PlottingRepressentation.png ├── GradientDescentPractice_Stochastic_PlotRepresentation.png ├── GradientDescent_AndrewNG_SGD_3DPlot_contour.ipynb ├── GradientDescent_Steps.gif ├── GradientDescent_Steps_1.PNG ├── GradientDescent_Steps_2.PNG ├── GradientDescent_Steps_graphically.PNG ├── GradientDescent_Stochastic_MiniBatch_DETAIL.ipynb ├── LinearRegressionUsingGradientDescent_And_SGDRegressor.ipynb ├── StochasticGradientDescent.PNG ├── StochasticGradientDescent_.PNG ├── StochasticGradientDescent_Adv.PNG ├── __pycache__ │ └── snips.cpython-37.pyc └── ex1data1.txt ├── GridSearchCV_RandomizedSearchCV ├── 08_grid_search.IPYNB ├── 08_grid_searchnew.ipynb └── GridSearchCV_RandomizedSearchCV.txt ├── LearningCurve ├── Classification_Cars_LR_SVC_RF_LearCurv_ROC_ConfMatr.ipynb ├── LearningCurve.ipynb ├── LearningCurve.txt ├── LearningCurve_Images │ ├── Bias_LC.png │ ├── EffectOfTrainingDataIncreaseOnErrors.png │ ├── EffectOfTrainingDataIncreaseOnErrors_2.png │ ├── HighBias_LC.PNG │ ├── HighVariance_LC.PNG │ ├── Ideal_Learning_Curve.png │ ├── LC_LinRegress-HighBias_LowVariance_Underfits.PNG │ ├── LC_RandForest-LowBias_HighVariance_Overfits.png │ ├── LC_RandForest-LowBias_HighVariance_Overfits_improved.png │ └── Variance_LC.png └── Loan_Default_Prediction.ipynb ├── LinearRegression ├── AndrewG │ ├── AndrewNG_1_LR_ModelRepresentation.odt │ ├── AndrewNG_2_LR_CostFunction.odt │ ├── AndrewNG_3.1_LR_CostFunctionIntution_I.odt │ ├── AndrewNG_3.2_LR_CostFunctionIntution_II.odt │ ├── AndrewNG_4_LR_GradientDescent.odt │ ├── AndrewNG_5_LR_GradientDescent_Intuition.odt │ ├── AndrewNG_6_LR_GradientDescentForLinearRegression.odt │ ├── Lecture2_LinearRegression.pdf │ ├── LinearRegression_AndrewNG.txt │ └── ModelRepresentation.PNG ├── LinearRegression.R ├── LinearRegression.py ├── SQ_Linear_regression.ipynb └── temp-plot.html ├── LogisticRegression ├── AndrewG │ ├── AndrewNG_1_Classification.odt │ ├── AndrewNG_2_LogR_HypothesisRepresentation.odt │ ├── AndrewNG_3_LogR_DecisionBoundary.odt │ ├── AndrewNG_4_LogR_CostFunction.odt │ ├── AndrewNG_5_LogR_Simplified_Cost_Function_Gradient_Descent.odt │ ├── AndrewNG_6_LogR_Multiclass_Classification_One-vs-all.odt │ └── AndrewNG_LogisticRegression.txt ├── Classify_iris_logistic_Multinomial_OvR_SVC_GPC.ipynb ├── LogReg_Notes.pdf ├── LogReg_Notes_2.pdf ├── LogReg_Scikit_plot.ipynb ├── LogReg_iris_scratch.ipynb ├── LogReg_iris_scratch_test.ipynb ├── LogisticRegression_AndrewNG.txt ├── Stackoverflow_LinearVLogisticRegressionOnClassificationProblems.odt └── machine-learning-ex2.zip ├── MultipleLinearRegression ├── MultipleLinearRegression.R ├── MultipleLinearRegression.py ├── SQ_MultipleLinearRegression_OLS_fvalue_fpvalue.ipynb ├── Test.png └── temp-plot.html ├── MultivariateRegression ├── Linear_And_Logistic_MultivariateRegression.txt └── MultivariateRegression.txt ├── ProbANDLikelihood ├── MaxLikOfMean.PNG ├── MaxLikOfSigma.PNG ├── ProbANDLikelihood.PNG └── ProbANDLikelihood.txt ├── README.md └── Regularization-Ridge-Lasso-ElasticNet ├── Elastic_net ├── Elastic-Net.ipynb └── Elastic_net.txt ├── Lasso ├── Lasso.ipynb ├── Lasso.txt └── Lasso_formulae.png ├── LassoAndRidgeRegression_data-lit.ipynb ├── RSS_formulae.png ├── Regularization.txt ├── Ridge ├── LS_CategoricalData.PNG ├── RR.PNG ├── RR_CategoricalData.PNG ├── RR_CategoricalData_2.PNG ├── RR_LogisticRegression.PNG ├── RR_over_LS.PNG ├── Regularization Part 1- Ridge Regression.mp4 ├── Ridge.ipynb ├── RidgeRegression.txt ├── Ridge_Standardizing_predictors_formulae.png ├── Ridge_formulae.png └── Ridge_λ_effect_GIF.gif ├── Ridge_Lasso_Elastic_net.ipynb ├── Ridge_lasso_Contours.png ├── Test.csv └── Training.csv /.gitignore: -------------------------------------------------------------------------------- 1 | 2 | *.csv 3 | -------------------------------------------------------------------------------- /Calculate_Pvalue/p-value_Linear_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Calculate_Pvalue/p-value_Linear_regression.py -------------------------------------------------------------------------------- /Calculate_Pvalue/p_value_Linear_regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Calculate_Pvalue/p_value_Linear_regression.ipynb -------------------------------------------------------------------------------- /Calculate_Pvalue/pvalue.odt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Calculate_Pvalue/pvalue.odt -------------------------------------------------------------------------------- /Calculate_Pvalue/temp-plot.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Calculate_Pvalue/temp-plot.html -------------------------------------------------------------------------------- /ConfidenceInterval/AnalysisOfVariance_ANOVA.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/ConfidenceInterval/AnalysisOfVariance_ANOVA.ipynb -------------------------------------------------------------------------------- /ConfidenceInterval/CHI_SQUARED_TESTS.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/ConfidenceInterval/CHI_SQUARED_TESTS.ipynb -------------------------------------------------------------------------------- /ConfidenceInterval/ConfidenceInterval.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/ConfidenceInterval/ConfidenceInterval.ipynb -------------------------------------------------------------------------------- /ConfidenceInterval/Confidence_Interval.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/ConfidenceInterval/Confidence_Interval.txt -------------------------------------------------------------------------------- /ConfidenceInterval/HypothesisTestingAndTheT_Test_ConfidenceInterval.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/ConfidenceInterval/HypothesisTestingAndTheT_Test_ConfidenceInterval.ipynb -------------------------------------------------------------------------------- /ConfidenceInterval/InferentialAnalysis_PointEstimates_ConfidenceIntervals.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/ConfidenceInterval/InferentialAnalysis_PointEstimates_ConfidenceIntervals.ipynb -------------------------------------------------------------------------------- /ConfidenceInterval/PolyR_ConfidenceInterval.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/ConfidenceInterval/PolyR_ConfidenceInterval.py -------------------------------------------------------------------------------- /ConfidenceInterval/SLR_ConfidenceInterval.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/ConfidenceInterval/SLR_ConfidenceInterval.py -------------------------------------------------------------------------------- /ConfidenceInterval/SQ_MultipleLinearRegression_OLS_fvalue_fpvalue.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/ConfidenceInterval/SQ_MultipleLinearRegression_OLS_fvalue_fpvalue.ipynb -------------------------------------------------------------------------------- /ConfidenceInterval/exponential_data.dat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/ConfidenceInterval/exponential_data.dat -------------------------------------------------------------------------------- /Fitting_A_Curve/1_noisy_gamma_distribution.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Fitting_A_Curve/1_noisy_gamma_distribution.png -------------------------------------------------------------------------------- /Fitting_A_Curve/2_lowess_fitting_a_line.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Fitting_A_Curve/2_lowess_fitting_a_line.png -------------------------------------------------------------------------------- /Fitting_A_Curve/3.1_lowess_fitting_a_parabola_ConfidenceInterval.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Fitting_A_Curve/3.1_lowess_fitting_a_parabola_ConfidenceInterval.png -------------------------------------------------------------------------------- /Fitting_A_Curve/3_lowess_fitting_a_parabola.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Fitting_A_Curve/3_lowess_fitting_a_parabola.png -------------------------------------------------------------------------------- /Fitting_A_Curve/4_geom_point__geom_smooth_ggplot2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Fitting_A_Curve/4_geom_point__geom_smooth_ggplot2.png -------------------------------------------------------------------------------- /Fitting_A_Curve/StatQuest_FITTING_A_CURVE.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Fitting_A_Curve/StatQuest_FITTING_A_CURVE.R -------------------------------------------------------------------------------- /Fitting_A_Curve/StatQuest_FITTING_A_CURVE.odt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Fitting_A_Curve/StatQuest_FITTING_A_CURVE.odt -------------------------------------------------------------------------------- /Fitting_A_Curve/exponential_data.dat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Fitting_A_Curve/exponential_data.dat -------------------------------------------------------------------------------- /GradientDescent/AndrewNG_4_LR_GradientDescent.odt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/GradientDescent/AndrewNG_4_LR_GradientDescent.odt -------------------------------------------------------------------------------- /GradientDescent/AndrewNG_5_LR_GradientDescent_Intuition.odt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/GradientDescent/AndrewNG_5_LR_GradientDescent_Intuition.odt -------------------------------------------------------------------------------- /GradientDescent/AndrewNG_6_LR_GradientDescentForLinearRegression.odt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/GradientDescent/AndrewNG_6_LR_GradientDescentForLinearRegression.odt -------------------------------------------------------------------------------- /GradientDescent/GradientDescent.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/GradientDescent/GradientDescent.txt -------------------------------------------------------------------------------- /GradientDescent/GradientDescentInPractice_PlottingRepressentation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/GradientDescent/GradientDescentInPractice_PlottingRepressentation.png -------------------------------------------------------------------------------- /GradientDescent/GradientDescentPractice_Stochastic_PlotRepresentation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/GradientDescent/GradientDescentPractice_Stochastic_PlotRepresentation.png -------------------------------------------------------------------------------- /GradientDescent/GradientDescent_AndrewNG_SGD_3DPlot_contour.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/GradientDescent/GradientDescent_AndrewNG_SGD_3DPlot_contour.ipynb -------------------------------------------------------------------------------- /GradientDescent/GradientDescent_Steps.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/GradientDescent/GradientDescent_Steps.gif -------------------------------------------------------------------------------- /GradientDescent/GradientDescent_Steps_1.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/GradientDescent/GradientDescent_Steps_1.PNG -------------------------------------------------------------------------------- /GradientDescent/GradientDescent_Steps_2.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/GradientDescent/GradientDescent_Steps_2.PNG -------------------------------------------------------------------------------- /GradientDescent/GradientDescent_Steps_graphically.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/GradientDescent/GradientDescent_Steps_graphically.PNG -------------------------------------------------------------------------------- /GradientDescent/GradientDescent_Stochastic_MiniBatch_DETAIL.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/GradientDescent/GradientDescent_Stochastic_MiniBatch_DETAIL.ipynb -------------------------------------------------------------------------------- /GradientDescent/LinearRegressionUsingGradientDescent_And_SGDRegressor.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/GradientDescent/LinearRegressionUsingGradientDescent_And_SGDRegressor.ipynb -------------------------------------------------------------------------------- /GradientDescent/StochasticGradientDescent.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/GradientDescent/StochasticGradientDescent.PNG -------------------------------------------------------------------------------- /GradientDescent/StochasticGradientDescent_.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/GradientDescent/StochasticGradientDescent_.PNG -------------------------------------------------------------------------------- /GradientDescent/StochasticGradientDescent_Adv.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/GradientDescent/StochasticGradientDescent_Adv.PNG -------------------------------------------------------------------------------- /GradientDescent/__pycache__/snips.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/GradientDescent/__pycache__/snips.cpython-37.pyc -------------------------------------------------------------------------------- /GradientDescent/ex1data1.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/GradientDescent/ex1data1.txt -------------------------------------------------------------------------------- /GridSearchCV_RandomizedSearchCV/08_grid_search.IPYNB: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/GridSearchCV_RandomizedSearchCV/08_grid_search.IPYNB -------------------------------------------------------------------------------- /GridSearchCV_RandomizedSearchCV/08_grid_searchnew.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/GridSearchCV_RandomizedSearchCV/08_grid_searchnew.ipynb -------------------------------------------------------------------------------- /GridSearchCV_RandomizedSearchCV/GridSearchCV_RandomizedSearchCV.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/GridSearchCV_RandomizedSearchCV/GridSearchCV_RandomizedSearchCV.txt -------------------------------------------------------------------------------- /LearningCurve/Classification_Cars_LR_SVC_RF_LearCurv_ROC_ConfMatr.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LearningCurve/Classification_Cars_LR_SVC_RF_LearCurv_ROC_ConfMatr.ipynb -------------------------------------------------------------------------------- /LearningCurve/LearningCurve.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LearningCurve/LearningCurve.ipynb -------------------------------------------------------------------------------- /LearningCurve/LearningCurve.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LearningCurve/LearningCurve.txt -------------------------------------------------------------------------------- /LearningCurve/LearningCurve_Images/Bias_LC.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LearningCurve/LearningCurve_Images/Bias_LC.png -------------------------------------------------------------------------------- /LearningCurve/LearningCurve_Images/EffectOfTrainingDataIncreaseOnErrors.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LearningCurve/LearningCurve_Images/EffectOfTrainingDataIncreaseOnErrors.png -------------------------------------------------------------------------------- /LearningCurve/LearningCurve_Images/EffectOfTrainingDataIncreaseOnErrors_2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LearningCurve/LearningCurve_Images/EffectOfTrainingDataIncreaseOnErrors_2.png -------------------------------------------------------------------------------- /LearningCurve/LearningCurve_Images/HighBias_LC.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LearningCurve/LearningCurve_Images/HighBias_LC.PNG -------------------------------------------------------------------------------- /LearningCurve/LearningCurve_Images/HighVariance_LC.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LearningCurve/LearningCurve_Images/HighVariance_LC.PNG -------------------------------------------------------------------------------- /LearningCurve/LearningCurve_Images/Ideal_Learning_Curve.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LearningCurve/LearningCurve_Images/Ideal_Learning_Curve.png -------------------------------------------------------------------------------- /LearningCurve/LearningCurve_Images/LC_LinRegress-HighBias_LowVariance_Underfits.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LearningCurve/LearningCurve_Images/LC_LinRegress-HighBias_LowVariance_Underfits.PNG -------------------------------------------------------------------------------- /LearningCurve/LearningCurve_Images/LC_RandForest-LowBias_HighVariance_Overfits.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LearningCurve/LearningCurve_Images/LC_RandForest-LowBias_HighVariance_Overfits.png -------------------------------------------------------------------------------- /LearningCurve/LearningCurve_Images/LC_RandForest-LowBias_HighVariance_Overfits_improved.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LearningCurve/LearningCurve_Images/LC_RandForest-LowBias_HighVariance_Overfits_improved.png -------------------------------------------------------------------------------- /LearningCurve/LearningCurve_Images/Variance_LC.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LearningCurve/LearningCurve_Images/Variance_LC.png -------------------------------------------------------------------------------- /LearningCurve/Loan_Default_Prediction.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LearningCurve/Loan_Default_Prediction.ipynb -------------------------------------------------------------------------------- /LinearRegression/AndrewG/AndrewNG_1_LR_ModelRepresentation.odt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LinearRegression/AndrewG/AndrewNG_1_LR_ModelRepresentation.odt -------------------------------------------------------------------------------- /LinearRegression/AndrewG/AndrewNG_2_LR_CostFunction.odt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LinearRegression/AndrewG/AndrewNG_2_LR_CostFunction.odt -------------------------------------------------------------------------------- /LinearRegression/AndrewG/AndrewNG_3.1_LR_CostFunctionIntution_I.odt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LinearRegression/AndrewG/AndrewNG_3.1_LR_CostFunctionIntution_I.odt -------------------------------------------------------------------------------- /LinearRegression/AndrewG/AndrewNG_3.2_LR_CostFunctionIntution_II.odt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LinearRegression/AndrewG/AndrewNG_3.2_LR_CostFunctionIntution_II.odt -------------------------------------------------------------------------------- /LinearRegression/AndrewG/AndrewNG_4_LR_GradientDescent.odt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LinearRegression/AndrewG/AndrewNG_4_LR_GradientDescent.odt -------------------------------------------------------------------------------- /LinearRegression/AndrewG/AndrewNG_5_LR_GradientDescent_Intuition.odt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LinearRegression/AndrewG/AndrewNG_5_LR_GradientDescent_Intuition.odt -------------------------------------------------------------------------------- /LinearRegression/AndrewG/AndrewNG_6_LR_GradientDescentForLinearRegression.odt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LinearRegression/AndrewG/AndrewNG_6_LR_GradientDescentForLinearRegression.odt -------------------------------------------------------------------------------- /LinearRegression/AndrewG/Lecture2_LinearRegression.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LinearRegression/AndrewG/Lecture2_LinearRegression.pdf -------------------------------------------------------------------------------- /LinearRegression/AndrewG/LinearRegression_AndrewNG.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LinearRegression/AndrewG/LinearRegression_AndrewNG.txt -------------------------------------------------------------------------------- /LinearRegression/AndrewG/ModelRepresentation.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LinearRegression/AndrewG/ModelRepresentation.PNG -------------------------------------------------------------------------------- /LinearRegression/LinearRegression.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LinearRegression/LinearRegression.R -------------------------------------------------------------------------------- /LinearRegression/LinearRegression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LinearRegression/LinearRegression.py -------------------------------------------------------------------------------- /LinearRegression/SQ_Linear_regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LinearRegression/SQ_Linear_regression.ipynb -------------------------------------------------------------------------------- /LinearRegression/temp-plot.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LinearRegression/temp-plot.html -------------------------------------------------------------------------------- /LogisticRegression/AndrewG/AndrewNG_1_Classification.odt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LogisticRegression/AndrewG/AndrewNG_1_Classification.odt -------------------------------------------------------------------------------- /LogisticRegression/AndrewG/AndrewNG_2_LogR_HypothesisRepresentation.odt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LogisticRegression/AndrewG/AndrewNG_2_LogR_HypothesisRepresentation.odt -------------------------------------------------------------------------------- /LogisticRegression/AndrewG/AndrewNG_3_LogR_DecisionBoundary.odt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LogisticRegression/AndrewG/AndrewNG_3_LogR_DecisionBoundary.odt -------------------------------------------------------------------------------- /LogisticRegression/AndrewG/AndrewNG_4_LogR_CostFunction.odt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LogisticRegression/AndrewG/AndrewNG_4_LogR_CostFunction.odt -------------------------------------------------------------------------------- /LogisticRegression/AndrewG/AndrewNG_5_LogR_Simplified_Cost_Function_Gradient_Descent.odt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LogisticRegression/AndrewG/AndrewNG_5_LogR_Simplified_Cost_Function_Gradient_Descent.odt -------------------------------------------------------------------------------- /LogisticRegression/AndrewG/AndrewNG_6_LogR_Multiclass_Classification_One-vs-all.odt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LogisticRegression/AndrewG/AndrewNG_6_LogR_Multiclass_Classification_One-vs-all.odt -------------------------------------------------------------------------------- /LogisticRegression/AndrewG/AndrewNG_LogisticRegression.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LogisticRegression/AndrewG/AndrewNG_LogisticRegression.txt -------------------------------------------------------------------------------- /LogisticRegression/Classify_iris_logistic_Multinomial_OvR_SVC_GPC.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LogisticRegression/Classify_iris_logistic_Multinomial_OvR_SVC_GPC.ipynb -------------------------------------------------------------------------------- /LogisticRegression/LogReg_Notes.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LogisticRegression/LogReg_Notes.pdf -------------------------------------------------------------------------------- /LogisticRegression/LogReg_Notes_2.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LogisticRegression/LogReg_Notes_2.pdf -------------------------------------------------------------------------------- /LogisticRegression/LogReg_Scikit_plot.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LogisticRegression/LogReg_Scikit_plot.ipynb -------------------------------------------------------------------------------- /LogisticRegression/LogReg_iris_scratch.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LogisticRegression/LogReg_iris_scratch.ipynb -------------------------------------------------------------------------------- /LogisticRegression/LogReg_iris_scratch_test.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LogisticRegression/LogReg_iris_scratch_test.ipynb -------------------------------------------------------------------------------- /LogisticRegression/LogisticRegression_AndrewNG.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LogisticRegression/LogisticRegression_AndrewNG.txt -------------------------------------------------------------------------------- /LogisticRegression/Stackoverflow_LinearVLogisticRegressionOnClassificationProblems.odt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LogisticRegression/Stackoverflow_LinearVLogisticRegressionOnClassificationProblems.odt -------------------------------------------------------------------------------- /LogisticRegression/machine-learning-ex2.zip: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/LogisticRegression/machine-learning-ex2.zip -------------------------------------------------------------------------------- /MultipleLinearRegression/MultipleLinearRegression.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/MultipleLinearRegression/MultipleLinearRegression.R -------------------------------------------------------------------------------- /MultipleLinearRegression/MultipleLinearRegression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/MultipleLinearRegression/MultipleLinearRegression.py -------------------------------------------------------------------------------- /MultipleLinearRegression/SQ_MultipleLinearRegression_OLS_fvalue_fpvalue.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/MultipleLinearRegression/SQ_MultipleLinearRegression_OLS_fvalue_fpvalue.ipynb -------------------------------------------------------------------------------- /MultipleLinearRegression/Test.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/MultipleLinearRegression/Test.png -------------------------------------------------------------------------------- /MultipleLinearRegression/temp-plot.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/MultipleLinearRegression/temp-plot.html -------------------------------------------------------------------------------- /MultivariateRegression/Linear_And_Logistic_MultivariateRegression.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/MultivariateRegression/Linear_And_Logistic_MultivariateRegression.txt -------------------------------------------------------------------------------- /MultivariateRegression/MultivariateRegression.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/MultivariateRegression/MultivariateRegression.txt -------------------------------------------------------------------------------- /ProbANDLikelihood/MaxLikOfMean.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/ProbANDLikelihood/MaxLikOfMean.PNG -------------------------------------------------------------------------------- /ProbANDLikelihood/MaxLikOfSigma.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/ProbANDLikelihood/MaxLikOfSigma.PNG -------------------------------------------------------------------------------- /ProbANDLikelihood/ProbANDLikelihood.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/ProbANDLikelihood/ProbANDLikelihood.PNG -------------------------------------------------------------------------------- /ProbANDLikelihood/ProbANDLikelihood.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/ProbANDLikelihood/ProbANDLikelihood.txt -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/README.md -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/Elastic_net/Elastic-Net.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/Elastic_net/Elastic-Net.ipynb -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/Elastic_net/Elastic_net.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/Elastic_net/Elastic_net.txt -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/Lasso/Lasso.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/Lasso/Lasso.ipynb -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/Lasso/Lasso.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/Lasso/Lasso.txt -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/Lasso/Lasso_formulae.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/Lasso/Lasso_formulae.png -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/LassoAndRidgeRegression_data-lit.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/LassoAndRidgeRegression_data-lit.ipynb -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/RSS_formulae.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/RSS_formulae.png -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/Regularization.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/Regularization.txt -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/Ridge/LS_CategoricalData.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/Ridge/LS_CategoricalData.PNG -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/Ridge/RR.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/Ridge/RR.PNG -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/Ridge/RR_CategoricalData.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/Ridge/RR_CategoricalData.PNG -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/Ridge/RR_CategoricalData_2.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/Ridge/RR_CategoricalData_2.PNG -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/Ridge/RR_LogisticRegression.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/Ridge/RR_LogisticRegression.PNG -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/Ridge/RR_over_LS.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/Ridge/RR_over_LS.PNG -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/Ridge/Regularization Part 1- Ridge Regression.mp4: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/Ridge/Regularization Part 1- Ridge Regression.mp4 -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/Ridge/Ridge.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/Ridge/Ridge.ipynb -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/Ridge/RidgeRegression.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/Ridge/RidgeRegression.txt -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/Ridge/Ridge_Standardizing_predictors_formulae.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/Ridge/Ridge_Standardizing_predictors_formulae.png -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/Ridge/Ridge_formulae.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/Ridge/Ridge_formulae.png -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/Ridge/Ridge_λ_effect_GIF.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/Ridge/Ridge_λ_effect_GIF.gif -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/Ridge_Lasso_Elastic_net.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/Ridge_Lasso_Elastic_net.ipynb -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/Ridge_lasso_Contours.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/Ridge_lasso_Contours.png -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/Test.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/Test.csv -------------------------------------------------------------------------------- /Regularization-Ridge-Lasso-ElasticNet/Training.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Gurubux/StatQuest/HEAD/Regularization-Ridge-Lasso-ElasticNet/Training.csv --------------------------------------------------------------------------------