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Finding Donors for CharityMLInvestigated factors that affect the likelihood of charity donations being made based on real census data. Developed a naive classifier to compare testing results to. Trained and tested several supervised machine learning models on preprocessed census data to predict the likelihood of donations. Selected the best model based on accuracy, a modified F-scoring metric, and algorithm efficiency.

                  Uses: sklearn
                        Model Fitting and Prediction
                        Regression vs Classification type problems
                        Neural Networks
                        Decision Trees
                        Regression
                        Naive Bayes
                        Support Vector Machines
                        K-Nearest Neighbor
                        Adaboosting
              

                
                
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Predicting Boston Housing PricingBuilt a model to predict the value of a given house in the Boston real estate market using various statistical analysis tools. Identified the best price that a client can sell their house utilizing machine learning.

                  Uses: bias/underfitting & variance/overfitting
                        Learning Curves
                        Model Complexity
                        Model Tuning
                        Metric Performance
                        Statistical Analysis
                        Cross Validation
              

                
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Investigate a DatasetPosed question about a dataset, then used NumPy and Pandas to answer that question based on the data and created a report to share the results.

                  Uses: Python
                        NumPy
                        Pandas
                        IPython Notebook
                        Matplotlib
              

                
                
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Test a Perceptual PhenomenonLAnalyzed the Stroop effect using descriptive statistics to provide an intuition about the data, and inferential statistics to draw a conclusion based on the results.