Labs

01_classification/kNear

• 0031ClassifierKNN

• 0032ClassifierKNN

• lab_Curse_of_Dimensionality

01_classification/labs

• 0033ConfMatCrossValidation

• 0034ConfMatCrossValidation

• 0035PerformanceScoreMetrics

• 0036PerformanceScoreMetrics

• decFunc

• scoreDemo

• TensorBoard

01_classification/linear

• 0026LinearClassifier

• 0027LinearClassifierTraining

• 0028LinearClassifier_RealCaseExample

01_classification/roc

• auc_demo

01_classification/svm

• 0029LinearClassifierSVM

• 0030LinearClassifierSVM

02_featureEng/kernelTrick

• 0039ClassifierKernelSVM

02_featureEng/mnist

• 0040ClassifierKernelSVM

02_featureEng/transforms

• 0037FeaturesTransform

• 0038FeaturesTransform

03_Statistical/logisticReg

• 0041ClassifierLogisticRegression

• demo_LogisticRegression

03_Statistical/mapClassifier

• 0042ClassifierNaiveBayes

04_tree/

• 0043ClassifierDecisionTree

• 0044HeartDecisionTree

05_regression/poly

• 0045RegressorPolynomialFit

• 0046RegressorPolynomialFit

05_regression/ransac

• 0049RegressorRobust

05_regression/regularization

• 0047RegressorL1L2Regularization

• 0048RegressorPolynomialFitLasso

06_nonParam/kernelReg

• 0050RegressorKernel

• 0051RegressorKernel

06_nonParam/polyReg

• 0052RegressorLocalPolynomial

06_nonParam/regTree

• 0053RegressorDecisionTree

07_ensemble/boosting

• 0055EnsembleGradientBoosting

• 0056EnsembleAdaptiveBoosting

07_ensemble/randomForest

• 0054EnsembleRandomForests

07_ensemble/tradeoff

• lab_tradeoff_Demo

08_clustering/density

• 0061ClusteringDBSCAN

08_clustering/gmm

• 0059ClusteringGMM

08_clustering/hdbscan

• 0062ClusteringHDBSCAN

08_clustering/hierarchical

• 0060ClusteringHierarchical

08_clustering/kmean

• 0057ClusteringKMeans

• 0058ClusteringKMeans

09_dimred/mds

• 0066DimensionalityReductionMDS

09_dimred/nonLinPCA

• 0065DimensionalityReductionKPCA

09_dimred/pca

• 0063DimensionalityReductionPCA

• 0064DimensionalityReductionPCA

• lab_PCA_gene_demo

10_manifold/

• 0069ManifoldLearning

• demo

10_manifold/isomap

• 0067ManifoldLearningIsoMap

10_manifold/tsne

• 0068ManifoldLearningTSNE

10_manifold/umap

• demo1

11_anomDet/isoForest

• 0072AnomalyDetectionIsolationForest

• 0073AnomalyDetectionIsolationForest

11_anomDet/lof

• 0070AnomalyDetectionLocalOutlierFactor

• 0071AnomalyDetectionLocalOutlierFactor

12_textAnal/

• lab_textOpt

play/

• gridSearchPipeline

• lab_normolize

• missing_values_fill

• pps

• scaler_normalization