Date: 15 Nov 2020
Tag(s): Jupyter Notebook, Pandas, Profiling, Python, College/University, Models, PCA, Hyperparameter
Categories: Machine Learning, ML, Regression
Download Project: 8.78 MB - Zip Archive
Summary
Attempts to predict the chance of a prospective student being admitted into a university's graduate program.
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The notebook(s) go(es) step-by-step through the project, please follow the directions and cell order if you would like to replicate the results.
Predict Prospective Student Graduate Admission into University:
Date: 06 Nov 2020
Tag(s): Jupyter Notebook, Python, Pandas, Images, Tensorflow, Keras, Scikit
Categories: Machine Learning, ML, Classification, Neural Network
Download Project: 36.9 MB - Zip Archive
Summary
Creating several neural network classification models, using Scikit and Keras, to categorize text comments and identify images.
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The notebook(s) go(es) step-by-step through the project, please follow the directions and cell order if you would like to replicate the results.
Neural Network Classifiers (Scikit and Keras):
Date: 31 Jul 2020
Tag(s): Jupyter Notebook, Python, Pandas, SQLite, Database, Air Pollution, South Korea, AQI
Categories: Data Analysis, Data Scraping
Download Project: 25 MB - Zip Archive
Summary
Air pollution analysis (of the districts in Seoul, South Korea) of AQI data from a collection of several different data sources.
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The notebook(s) go(es) step-by-step through the project, please follow the directions and cell order if you would like to replicate the results.
Part 1 - Parse and Reformat South Korean Air Pollution Data (CSV):
Part 2 - Parse and Reformat South Korean Air Pollution Data (Website):
Part 3 - Parse and Reformat South Korean Air Pollution Data (API):
Part 4 - Merging & Querying All South Korean Air Pollution Data:
Date: 28 Jul 2020
Tag(s): Jupyter Notebook, Python, Pandas, College/University, ThinkStats2
Categories: Statistical Analysis, Data Analysis, Regression
Download Project: 957 KB - Zip Archive
Summary
Explores the relationship between public and private universities' graduation rates to see if a university being Private or Public has an effect on its graduation rate and what factors specifically affect those rates.
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Public and Private Graduation Rates Analysis (2019 U.S. College Data):
Date: 11 Jun 2020
Tag(s): Jupyter Notebook, R, ggplot, College/University, Models
Categories: Machine Learning, ML, Regression
Download Project: 1.5 MB - Zip Archive
Summary
Explores how various university factors (Economic, Academic, Enrollment, Faculty, etc...) can predict a university's student graduation rate.
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The notebook(s) go(es) step-by-step through the project, please follow the directions and cell order if you would like to replicate the results.
Predict Graduation Rates (2019 U.S. College Data):