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Matthew Byra's Projects

amazon-s3-php-class icon amazon-s3-php-class

A standalone Amazon S3 (REST) client for PHP 5.2.x using CURL that does not require PEAR.

html5-boilerplate icon html5-boilerplate

A professional front-end template for building fast, robust, and adaptable web apps or sites.

machine-learning-analysis-on-loan-status icon machine-learning-analysis-on-loan-status

The notebook presents several supervised learning prediction algorithms (SVM, Decision Trees, KNN, and logistic regression) for loan status paid off or collected prediction on males and females, age, and there education level.Models and prediction algorithms with evaluations were done by me using SVM, Decision Trees, KNN, and logistic regression in Python through a Jupyter Notebook and the success of the models were evaluated using a hosts of measure including the Jaccard, F1-Score and LogLoss.

rasa-demo icon rasa-demo

:tiger: Sara - the Rasa Demo Bot: An example of a contextual AI assistant built with the open source Rasa Stack

segementing-and-clustering-toronto-neighbourhoods icon segementing-and-clustering-toronto-neighbourhoods

This Data Science project scrapes Wikipedia data and utliizes the Four Sqaure API to cluster and model the local venues. An analysis of the the types and frequency are presented using Folium and Geocoder whilst using K-Means to cluster the neighbourhoods.

working-memory-and-iq-relationship-on-recall-time icon working-memory-and-iq-relationship-on-recall-time

Intuition suggests that given the task of immediately recalling a finite sequence of words a higher IQ would correlate with lower recall error rates, and faster recollection of terms. A statistical analysis was done on a data set of the performance of 141 individuals with a word recollection task and their corresponding IQs to provide evidence for the intuition. The 3 criteria for analysis were; modeling, fitting and finding the coefficient correlation of error rate and IQ, time taken to complete the task against IQ and the pace of response against IQ. The relationship with error rate and IQ gave provided a non-trivial correlation of -0.22 suggesting that IQ may decrease error in recollection.

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