CUNY Academic Commons

List of Tables Table 1 Basic Descriptives of the cleveland training data Table 2 Variable descriptives based on heart disease […]

Data Management Plan OverviewOur data management plan ensures the organized, secure, and ethical handling of all project data. We will acquire datasets from the UCI […]

Digital ReferencesSex-Specific and Regional Analysis of Heart Disease Prediction Using Machine Learning Algorithms: Insights from the UCI Irvine Public […]

A Note on Technical SpecificationsThis project used Google Collab as the development environment. Google Collab is a cloud-based Python platform providing access to GPUs […]

Data DictionarySex-Specific and Regional Analysis of Heart Disease Prediction Using Machine LearningAlgorithms: Insights from the UCI Irvine Public Heart […]

Digital ManifestSex-Specific and Regional Analysis of Heart Disease Prediction Using Machine Learning Algorithms: Insights from the UCI Irvine Public […]

Evaluating Project GreenWave using NYC Open Data What is Project GreenWave? Project GreenWave is New York City’s comprehensive iRead more“”

Discussion & FindingsDiscussion Key findings:              My project leveraged the Cleveland and VA Long Beach datasets, in the “Heart Disease” data […]

ASCVD (Atherosclerotic Cardiovascular Disease) Risk Score (Cleveland And VA Long Beach) Atherosclerotic Cardiovascular Disease Risk Calculation on Cleveland Dataset The 2013 ASCVD (Atherosclerotic Cardiovascular […]

Male Vs. Female Is the Best Performing Models More Effective for Male vs. Female Population? The highest-performing models were identified in Experiment […]

Transformation 3: Cleveland Only Optimizing Feature Engineering In this third experiment, the focus is on enhancing the feature engineering component to improve model […]

Transformation 2: Cleveland and VA Long Beach Optimizing Feature Engineering In this second experiment, the focus is on enhancing the feature engineering component to improve model […]

Transformation 1: Cleveland Only Optimizing Feature Engineering  Two custom transformers are applied to the first transformation. The custom transformers, “Log Tr […]

Exploratory Data Analysis (EDA on X_train, Cleveland Only) Basic Descriptives of the training set: Age: The average age is approximately 54.77 years, ranging from 34 to 77 years. The […]

Materials and Methods Data The UCI Machine Learning Repository is a comprehensive resource that provides databases, domain theories, and data generators […]

Literature ReviewIntroduction The central focus of my capstone project is to explore the effectiveness of machine learning models in predicting heart […]

Exploring Bike Growth in New York City using NYC Open Data New York City Open Data hosts a dataset of bicycle counts collected at keyRead more“”

Mapping NYC Open Data: Exploring New York City Bike Routes B. Bike Routes of NYC Source: Open Data NYC Description: The New York CityRead more“”

Analyzing Cyclist-Involved Motor Vehicle Collisions Using NYC Open Data The Motor Vehicle Collisions crash table contains details on specific crash eventsRead more“”