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Donato Scarano (@donscara)

donscara

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Location 🇮🇹 Italy
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Segmenting-and-Clustering-Neighborhoods-in-Toronto

In this project I explore, segment, and cluster the neighborhoods in the city of Toronto.

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Data-Science-Topics

A survey was conducted to gauge an audience interest in different data science topics, namely: Big Data (Spark / Hadoop) Data Analysis / Statistics Data Journalism Data Visualization Deep Learning Machine Learning The participants had three options for each topic: Very Interested, Somewhat interested, and Not interested. 2,233 respondents completed the survey. The survey results have been saved in a csv file and can be accessed through this link: https://cocl.us/datascience_survey_data.

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Chicago-Crime-Data-Analysis

We will be using three datasets that are available on the city of Chicago's Data Portal: Socioeconomic Indicators in Chicago - Chicago Public Schools - Chicago Crime Data

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Machine-Learning-Classifiers-Comparison

I use a historical dataset from previous loan applications, I clean the data, and apply different classification algorithms on the data. I use the following algorithms to build my models: k-Nearest Neighbour, Decision Tree, Support Vector Machine, Logistic Regression. The results is reported as the accuracy of each classifier, using the following metrics when these are applicable: Jaccard index, F1-score, LogLoss

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