├── README.md ├── analysis-of-opioid-prescription-problem ├── README.md ├── data │ ├── 123 │ ├── mhincome.csv │ ├── opioids.csv │ ├── overdoses.csv │ ├── overdosesnew.csv │ └── prescriber-info.csv ├── images │ ├── 123 │ └── opioids.png └── notebooks │ ├── 123 │ └── opioid-prescription-problem.ipynb ├── churn ├── README.md ├── data │ └── 123.png ├── images │ ├── 123.png │ ├── balancedchurn.png │ ├── baseline.png │ ├── cellphone.jpg │ ├── churnprob.png │ ├── cm.png │ ├── cms.png │ ├── cms1.png │ ├── cms2.png │ ├── df_churn_new.png │ ├── featurerf.png │ ├── imbalancechurn.png │ ├── model_comparison.png │ └── predictions.png └── notebooks │ └── predicting-customer-churn.ipynb ├── click-prediction ├── README.md ├── images │ ├── 123 │ └── click1.png ├── notebooks │ └── click-predictive-model.ipynb └── optimal-bidding-strategies-in-online-display-advertising .pdf ├── predicting-number-of-comments-on-reddit-using-random-forest-classifier ├── 123.png ├── README.md ├── images │ ├── 123.png │ ├── Reddit-logo.png │ ├── redditRF.png │ ├── redditpage.png │ └── redditwordshist.png └── notebooks │ ├── 123.png │ └── project-3-marco-tavora.ipynb ├── retail-strategy ├── README.md ├── data │ ├── 123 │ ├── ia_zip_city_county_sqkm.csv │ ├── iowa_incomes.xls │ └── pop_iowa_per_county.csv ├── images │ ├── 123 │ ├── 123.png │ ├── hm3.png │ ├── liquor.jpeg │ ├── output.png │ └── test.jpg └── notebooks │ └── retail-recommendations.ipynb └── tennis ├── 123.png ├── README.md ├── images ├── 123.png ├── ATP_World_Tour.png ├── ROC.png ├── balanced.png ├── cv_score.png ├── decisiontree.png ├── imbalance.png ├── rf_features.png ├── rounds.png ├── surfaces.png └── tennis_df.png ├── notebooks ├── 123.png └── Final_Project_Marco_Tavora-DATNYC41_GA.ipynb └── slides ├── 123.png └── Final_Project_Marco_Tavora_DATNYC41.pdf /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/README.md -------------------------------------------------------------------------------- /analysis-of-opioid-prescription-problem/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/analysis-of-opioid-prescription-problem/README.md -------------------------------------------------------------------------------- /analysis-of-opioid-prescription-problem/data/123: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /analysis-of-opioid-prescription-problem/data/mhincome.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/analysis-of-opioid-prescription-problem/data/mhincome.csv -------------------------------------------------------------------------------- /analysis-of-opioid-prescription-problem/data/opioids.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/analysis-of-opioid-prescription-problem/data/opioids.csv -------------------------------------------------------------------------------- /analysis-of-opioid-prescription-problem/data/overdoses.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/analysis-of-opioid-prescription-problem/data/overdoses.csv -------------------------------------------------------------------------------- /analysis-of-opioid-prescription-problem/data/overdosesnew.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/analysis-of-opioid-prescription-problem/data/overdosesnew.csv -------------------------------------------------------------------------------- /analysis-of-opioid-prescription-problem/data/prescriber-info.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/analysis-of-opioid-prescription-problem/data/prescriber-info.csv -------------------------------------------------------------------------------- /analysis-of-opioid-prescription-problem/images/123: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /analysis-of-opioid-prescription-problem/images/opioids.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/analysis-of-opioid-prescription-problem/images/opioids.png -------------------------------------------------------------------------------- /analysis-of-opioid-prescription-problem/notebooks/123: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /analysis-of-opioid-prescription-problem/notebooks/opioid-prescription-problem.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/analysis-of-opioid-prescription-problem/notebooks/opioid-prescription-problem.ipynb -------------------------------------------------------------------------------- /churn/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/churn/README.md -------------------------------------------------------------------------------- /churn/data/123.png: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /churn/images/123.png: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /churn/images/balancedchurn.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/churn/images/balancedchurn.png -------------------------------------------------------------------------------- /churn/images/baseline.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/churn/images/baseline.png -------------------------------------------------------------------------------- /churn/images/cellphone.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/churn/images/cellphone.jpg -------------------------------------------------------------------------------- /churn/images/churnprob.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/churn/images/churnprob.png -------------------------------------------------------------------------------- /churn/images/cm.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/churn/images/cm.png -------------------------------------------------------------------------------- /churn/images/cms.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/churn/images/cms.png -------------------------------------------------------------------------------- /churn/images/cms1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/churn/images/cms1.png -------------------------------------------------------------------------------- /churn/images/cms2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/churn/images/cms2.png -------------------------------------------------------------------------------- /churn/images/df_churn_new.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/churn/images/df_churn_new.png -------------------------------------------------------------------------------- /churn/images/featurerf.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/churn/images/featurerf.png -------------------------------------------------------------------------------- /churn/images/imbalancechurn.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/churn/images/imbalancechurn.png -------------------------------------------------------------------------------- /churn/images/model_comparison.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/churn/images/model_comparison.png -------------------------------------------------------------------------------- /churn/images/predictions.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/churn/images/predictions.png -------------------------------------------------------------------------------- /churn/notebooks/predicting-customer-churn.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/churn/notebooks/predicting-customer-churn.ipynb -------------------------------------------------------------------------------- /click-prediction/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/click-prediction/README.md -------------------------------------------------------------------------------- /click-prediction/images/123: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /click-prediction/images/click1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/click-prediction/images/click1.png -------------------------------------------------------------------------------- /click-prediction/notebooks/click-predictive-model.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/click-prediction/notebooks/click-predictive-model.ipynb -------------------------------------------------------------------------------- /click-prediction/optimal-bidding-strategies-in-online-display-advertising .pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/click-prediction/optimal-bidding-strategies-in-online-display-advertising .pdf -------------------------------------------------------------------------------- /predicting-number-of-comments-on-reddit-using-random-forest-classifier/123.png: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /predicting-number-of-comments-on-reddit-using-random-forest-classifier/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/predicting-number-of-comments-on-reddit-using-random-forest-classifier/README.md -------------------------------------------------------------------------------- /predicting-number-of-comments-on-reddit-using-random-forest-classifier/images/123.png: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /predicting-number-of-comments-on-reddit-using-random-forest-classifier/images/Reddit-logo.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/predicting-number-of-comments-on-reddit-using-random-forest-classifier/images/Reddit-logo.png -------------------------------------------------------------------------------- /predicting-number-of-comments-on-reddit-using-random-forest-classifier/images/redditRF.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/predicting-number-of-comments-on-reddit-using-random-forest-classifier/images/redditRF.png -------------------------------------------------------------------------------- /predicting-number-of-comments-on-reddit-using-random-forest-classifier/images/redditpage.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/predicting-number-of-comments-on-reddit-using-random-forest-classifier/images/redditpage.png -------------------------------------------------------------------------------- /predicting-number-of-comments-on-reddit-using-random-forest-classifier/images/redditwordshist.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/predicting-number-of-comments-on-reddit-using-random-forest-classifier/images/redditwordshist.png -------------------------------------------------------------------------------- /predicting-number-of-comments-on-reddit-using-random-forest-classifier/notebooks/123.png: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /predicting-number-of-comments-on-reddit-using-random-forest-classifier/notebooks/project-3-marco-tavora.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/predicting-number-of-comments-on-reddit-using-random-forest-classifier/notebooks/project-3-marco-tavora.ipynb -------------------------------------------------------------------------------- /retail-strategy/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/retail-strategy/README.md -------------------------------------------------------------------------------- /retail-strategy/data/123: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /retail-strategy/data/ia_zip_city_county_sqkm.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/retail-strategy/data/ia_zip_city_county_sqkm.csv -------------------------------------------------------------------------------- /retail-strategy/data/iowa_incomes.xls: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/retail-strategy/data/iowa_incomes.xls -------------------------------------------------------------------------------- /retail-strategy/data/pop_iowa_per_county.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/retail-strategy/data/pop_iowa_per_county.csv -------------------------------------------------------------------------------- /retail-strategy/images/123: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /retail-strategy/images/123.png: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /retail-strategy/images/hm3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/retail-strategy/images/hm3.png -------------------------------------------------------------------------------- /retail-strategy/images/liquor.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/retail-strategy/images/liquor.jpeg -------------------------------------------------------------------------------- /retail-strategy/images/output.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/retail-strategy/images/output.png -------------------------------------------------------------------------------- /retail-strategy/images/test.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/retail-strategy/images/test.jpg -------------------------------------------------------------------------------- /retail-strategy/notebooks/retail-recommendations.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/retail-strategy/notebooks/retail-recommendations.ipynb -------------------------------------------------------------------------------- /tennis/123.png: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /tennis/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/tennis/README.md -------------------------------------------------------------------------------- /tennis/images/123.png: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /tennis/images/ATP_World_Tour.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/tennis/images/ATP_World_Tour.png -------------------------------------------------------------------------------- /tennis/images/ROC.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/tennis/images/ROC.png -------------------------------------------------------------------------------- /tennis/images/balanced.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/tennis/images/balanced.png -------------------------------------------------------------------------------- /tennis/images/cv_score.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/tennis/images/cv_score.png -------------------------------------------------------------------------------- /tennis/images/decisiontree.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/tennis/images/decisiontree.png -------------------------------------------------------------------------------- /tennis/images/imbalance.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/tennis/images/imbalance.png -------------------------------------------------------------------------------- /tennis/images/rf_features.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/tennis/images/rf_features.png -------------------------------------------------------------------------------- /tennis/images/rounds.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/tennis/images/rounds.png -------------------------------------------------------------------------------- /tennis/images/surfaces.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/tennis/images/surfaces.png -------------------------------------------------------------------------------- /tennis/images/tennis_df.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/tennis/images/tennis_df.png -------------------------------------------------------------------------------- /tennis/notebooks/123.png: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /tennis/notebooks/Final_Project_Marco_Tavora-DATNYC41_GA.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/tennis/notebooks/Final_Project_Marco_Tavora-DATNYC41_GA.ipynb -------------------------------------------------------------------------------- /tennis/slides/123.png: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /tennis/slides/Final_Project_Marco_Tavora_DATNYC41.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcotav/supervised-machine-learning/HEAD/tennis/slides/Final_Project_Marco_Tavora_DATNYC41.pdf --------------------------------------------------------------------------------