GitHub - AlvinChiew/learn-machine-learning

Feature Selection vs Dimensionality Reduction

Feature selection opts out feature(s) based on feature importance whereas dimensionality reduction transforms features into a lower dimension.

Sklearn Classifier Comparison

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Sklearn Clustering Comparison

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Name		Name	Last commit message	Last commit date
Latest commit History 73 Commits
raw_data		raw_data
Apyori_MarketBasketAnalysis.ipynb		Apyori_MarketBasketAnalysis.ipynb
NLP_Article_Spinning.ipynb		NLP_Article_Spinning.ipynb
NLP_CipherDecryption.ipynb		NLP_CipherDecryption.ipynb
NLP_NLTK_Exploration.ipynb		NLP_NLTK_Exploration.ipynb
NLP_SentimentalAnalysis.ipynb		NLP_SentimentalAnalysis.ipynb
NLP_SpamDetectorClassification.ipynb		NLP_SpamDetectorClassification.ipynb
OpenCV_FaceDetection.ipynb		OpenCV_FaceDetection.ipynb
PreProcessing_CategoricalData.ipynb		PreProcessing_CategoricalData.ipynb
PyTesseract_OCR_.ipynb		PyTesseract_OCR_.ipynb
PyTimeSeriesAnalysis.ipynb		PyTimeSeriesAnalysis.ipynb
README.md		README.md
RecommendationSystem.ipynb		RecommendationSystem.ipynb
Sklearn_Classifier_DecisionTree.ipynb		Sklearn_Classifier_DecisionTree.ipynb
Sklearn_Classifier_Ensemble_GBT.ipynb		Sklearn_Classifier_Ensemble_GBT.ipynb
Sklearn_Classifier_Ensemble_RandomForest.ipynb		Sklearn_Classifier_Ensemble_RandomForest.ipynb
Sklearn_Classifier_KNN.ipynb		Sklearn_Classifier_KNN.ipynb
Sklearn_Classifier_LogisticRegression_Multiclass.ipynb		Sklearn_Classifier_LogisticRegression_Multiclass.ipynb
Sklearn_Classifier_LogisticRegression_or_LinearSVM.ipynb		Sklearn_Classifier_LogisticRegression_or_LinearSVM.ipynb
Sklearn_Classifier_SVM_Linear.ipynb		Sklearn_Classifier_SVM_Linear.ipynb
Sklearn_Classifier_SVM_NonLinear.ipynb		Sklearn_Classifier_SVM_NonLinear.ipynb
Sklearn_Clustering_KMeans.ipynb		Sklearn_Clustering_KMeans.ipynb
Sklearn_Clustering_KMeans_illustration.ipynb		Sklearn_Clustering_KMeans_illustration.ipynb
Sklearn_CrossValidation.ipynb		Sklearn_CrossValidation.ipynb
Sklearn_D_Reduction_ManifoldLearning.ipynb		Sklearn_D_Reduction_ManifoldLearning.ipynb
Sklearn_D_Reduction_NMF.ipynb		Sklearn_D_Reduction_NMF.ipynb
Sklearn_D_Reduction_PCA.ipynb		Sklearn_D_Reduction_PCA.ipynb
Sklearn_EvaluationMetrics.ipynb		Sklearn_EvaluationMetrics.ipynb
Sklearn_F_Selection_Iterative_vs_ModelBased_vs_Univariated.ipynb		Sklearn_F_Selection_Iterative_vs_ModelBased_vs_Univariated.ipynb
Sklearn_NN_Classifier_MLP.ipynb		Sklearn_NN_Classifier_MLP.ipynb
Sklearn_Regression_Lasso.ipynb		Sklearn_Regression_Lasso.ipynb
Sklearn_Regression_Ridge.ipynb		Sklearn_Regression_Ridge.ipynb
Sklearn_Tuning_GridSearch.ipynb		Sklearn_Tuning_GridSearch.ipynb
Sklearn__Proj_IndoorLocationIdentifier.ipynb		Sklearn__Proj_IndoorLocationIdentifier.ipynb
TF2_0_Classification_BreastCancer.ipynb		TF2_0_Classification_BreastCancer.ipynb
TF2_0_Regression_MooresLaw.ipynb		TF2_0_Regression_MooresLaw.ipynb
adults.csv		adults.csv

AlvinChiew/learn-machine-learning

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Feature Selection vs Dimensionality Reduction

Sklearn Classifier Comparison

Sklearn Clustering Comparison

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