Publications by Cynthia Pena-Baker

hw 1: Statisical Learning

19.09.2024

Question 1 For each of parts (a) through (d), indicate whether we would generally expect the performance of a flexible statistical learning method to be better or worse than an inflexible method. Justify your answer. (a) The sample size n is extremely large, and the number of predictors p is small. We would generally expect the performance of a...

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Homework7

16.11.2023

Starter code for German credit scoring Refer to http://archive.ics.uci.edu/ml/datasets/Statlog+(German+Credit+Data)) for variable description. The response variable is Class and all others are predictors. Only run the following code once to install the package caret. The German credit scoring data in provided in that package. install.packages('...

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hw 6

02.11.2023

Starter code for German credit scoring Refer to http://archive.ics.uci.edu/ml/datasets/Statlog+(German+Credit+Data)) for variable description. The response variable is Class and all others are predictors. Only run the following code once to install the package caret. The German credit scoring data in provided in that package. install.packages('...

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hw5

19.10.2023

Starter code for German credit scoring Refer to http://archive.ics.uci.edu/ml/datasets/Statlog+(German+Credit+Data)) for variable description. THe response variable is Class and all others are predictors. Only run the following code once to install the package caret. The German credit scoring data in provided in that package. install.packages('...

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hw4

02.10.2023

Homework Assignment: Exploring Linear Regression and KNN in R, but with your mid-term project data Objective and Dataset: This homework help you to prepare for the mid-term project by redoing the homework3 again on the mid-term project data you chose. If you have multiple data tables in your dataset, just choose the main table, usually the lar...

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"homework3_MS5333"

25.09.2023

Homework Assignment: Exploring Linear Regression and KNN in R Objective: The purpose of this assignment is to help you gain practical experience with two different machine learning algorithms: linear regression and k-Nearest Neighbors (KNN). You will work with a sample dataset to explore, analyze, and make predictions. Dataset: You can use the...

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About Myself

08.09.2023

The details of the academic and professional development of a student pursuing her graduate degree at the University of Texas in San Antonio Hi, I am Cynthia Pena-Baker. A fellow graduate student who is on the UTSA Triathlon team. I love outdoor activites and I am currently a lifeguard at the Rec. [Check out the Tri’s website! I am the social...

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