├── ARIMA ├── ARIMA.R ├── NVDA.csv └── README.md ├── Bayesian Regression ├── Bayesian_Logistic_Modeling.R ├── Kmeans_scaled_data100.csv ├── README.md ├── b0.jpg ├── bi.JPG ├── kmeans_data.R └── subset_credit_card_data.csv ├── Data Imputations ├── Mean_Median_MICE.R ├── README.md └── data.csv ├── Data Wrangling ├── Data_Wrangle.r ├── README.md └── Wrangle_Munging.ipynb ├── GRU ├── GRU.ipynb └── README.md ├── KMeans ├── README.md └── kmeans.R ├── KNN ├── KNN.R └── README.md ├── LICENSE ├── LSTM ├── LSTM.ipynb └── README.md ├── Linear Regression ├── Linear_Regression_Example.R ├── README.md └── beer.csv ├── Logistic Regression ├── Logistic Regression Steps.pptx ├── Logistic_Regression_Eg.R ├── README.md └── crime-data.csv ├── Multiple Linear Regression ├── MLR_example.R ├── README.md └── Real estate.csv ├── Naive Bayes ├── Naive_Bayes.R └── README.md ├── Principal Components ├── PCA │ ├── PCA.R │ └── README.md ├── PCR │ └── PCR.R ├── README.md └── teeth.csv ├── README.md ├── RNN ├── README.md └── RNN.ipynb ├── Recommendation Systems ├── README.md └── Recommendation_System.ipynb ├── Sampling Methods ├── README.md ├── Sampling.R └── loan_default.csv ├── Visualizations_R ├── README.md ├── centroid_coordinates.csv ├── plotting_types.Rmd └── plotting_types.html └── XGBoost ├── README.md ├── XGBoost_Classification.R └── XGBoost_Regression.R /ARIMA/ARIMA.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/ARIMA/ARIMA.R -------------------------------------------------------------------------------- /ARIMA/NVDA.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/ARIMA/NVDA.csv -------------------------------------------------------------------------------- /ARIMA/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/ARIMA/README.md -------------------------------------------------------------------------------- /Bayesian Regression/Bayesian_Logistic_Modeling.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Bayesian Regression/Bayesian_Logistic_Modeling.R -------------------------------------------------------------------------------- /Bayesian Regression/Kmeans_scaled_data100.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Bayesian Regression/Kmeans_scaled_data100.csv -------------------------------------------------------------------------------- /Bayesian Regression/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Bayesian Regression/README.md -------------------------------------------------------------------------------- /Bayesian Regression/b0.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Bayesian Regression/b0.jpg -------------------------------------------------------------------------------- /Bayesian Regression/bi.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Bayesian Regression/bi.JPG -------------------------------------------------------------------------------- /Bayesian Regression/kmeans_data.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Bayesian Regression/kmeans_data.R -------------------------------------------------------------------------------- /Bayesian Regression/subset_credit_card_data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Bayesian Regression/subset_credit_card_data.csv -------------------------------------------------------------------------------- /Data Imputations/Mean_Median_MICE.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Data Imputations/Mean_Median_MICE.R -------------------------------------------------------------------------------- /Data Imputations/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Data Imputations/README.md -------------------------------------------------------------------------------- /Data Imputations/data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Data Imputations/data.csv -------------------------------------------------------------------------------- /Data Wrangling/Data_Wrangle.r: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Data Wrangling/Data_Wrangle.r -------------------------------------------------------------------------------- /Data Wrangling/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Data Wrangling/README.md -------------------------------------------------------------------------------- /Data Wrangling/Wrangle_Munging.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Data Wrangling/Wrangle_Munging.ipynb -------------------------------------------------------------------------------- /GRU/GRU.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/GRU/GRU.ipynb -------------------------------------------------------------------------------- /GRU/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/GRU/README.md -------------------------------------------------------------------------------- /KMeans/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/KMeans/README.md -------------------------------------------------------------------------------- /KMeans/kmeans.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/KMeans/kmeans.R -------------------------------------------------------------------------------- /KNN/KNN.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/KNN/KNN.R -------------------------------------------------------------------------------- /KNN/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/KNN/README.md -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/LICENSE -------------------------------------------------------------------------------- /LSTM/LSTM.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/LSTM/LSTM.ipynb -------------------------------------------------------------------------------- /LSTM/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/LSTM/README.md -------------------------------------------------------------------------------- /Linear Regression/Linear_Regression_Example.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Linear Regression/Linear_Regression_Example.R -------------------------------------------------------------------------------- /Linear Regression/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Linear Regression/README.md -------------------------------------------------------------------------------- /Linear Regression/beer.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Linear Regression/beer.csv -------------------------------------------------------------------------------- /Logistic Regression/Logistic Regression Steps.pptx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Logistic Regression/Logistic Regression Steps.pptx -------------------------------------------------------------------------------- /Logistic Regression/Logistic_Regression_Eg.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Logistic Regression/Logistic_Regression_Eg.R -------------------------------------------------------------------------------- /Logistic Regression/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Logistic Regression/README.md -------------------------------------------------------------------------------- /Logistic Regression/crime-data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Logistic Regression/crime-data.csv -------------------------------------------------------------------------------- /Multiple Linear Regression/MLR_example.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Multiple Linear Regression/MLR_example.R -------------------------------------------------------------------------------- /Multiple Linear Regression/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Multiple Linear Regression/README.md -------------------------------------------------------------------------------- /Multiple Linear Regression/Real estate.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Multiple Linear Regression/Real estate.csv -------------------------------------------------------------------------------- /Naive Bayes/Naive_Bayes.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Naive Bayes/Naive_Bayes.R -------------------------------------------------------------------------------- /Naive Bayes/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Naive Bayes/README.md -------------------------------------------------------------------------------- /Principal Components/PCA/PCA.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Principal Components/PCA/PCA.R -------------------------------------------------------------------------------- /Principal Components/PCA/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Principal Components/PCA/README.md -------------------------------------------------------------------------------- /Principal Components/PCR/PCR.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Principal Components/PCR/PCR.R -------------------------------------------------------------------------------- /Principal Components/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Principal Components/README.md -------------------------------------------------------------------------------- /Principal Components/teeth.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Principal Components/teeth.csv -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/README.md -------------------------------------------------------------------------------- /RNN/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/RNN/README.md -------------------------------------------------------------------------------- /RNN/RNN.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/RNN/RNN.ipynb -------------------------------------------------------------------------------- /Recommendation Systems/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Recommendation Systems/README.md -------------------------------------------------------------------------------- /Recommendation Systems/Recommendation_System.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Recommendation Systems/Recommendation_System.ipynb -------------------------------------------------------------------------------- /Sampling Methods/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Sampling Methods/README.md -------------------------------------------------------------------------------- /Sampling Methods/Sampling.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Sampling Methods/Sampling.R -------------------------------------------------------------------------------- /Sampling Methods/loan_default.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Sampling Methods/loan_default.csv -------------------------------------------------------------------------------- /Visualizations_R/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Visualizations_R/README.md -------------------------------------------------------------------------------- /Visualizations_R/centroid_coordinates.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Visualizations_R/centroid_coordinates.csv -------------------------------------------------------------------------------- /Visualizations_R/plotting_types.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Visualizations_R/plotting_types.Rmd -------------------------------------------------------------------------------- /Visualizations_R/plotting_types.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/Visualizations_R/plotting_types.html -------------------------------------------------------------------------------- /XGBoost/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/XGBoost/README.md -------------------------------------------------------------------------------- /XGBoost/XGBoost_Classification.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/XGBoost/XGBoost_Classification.R -------------------------------------------------------------------------------- /XGBoost/XGBoost_Regression.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SpencerPao/Data_Science/HEAD/XGBoost/XGBoost_Regression.R --------------------------------------------------------------------------------