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Rute Ayalew's Projects

beer_regression icon beer_regression

Linear regression model using 50,000 beer reviews and implements feature engineering.

deacon-dining icon deacon-dining

Amazing application for getting info on mac and cheese from Wake Forest's Dining Halls

dfsm icon dfsm

Java project demonstrating a Deterministic Finite State Machine

dithering icon dithering

Implementing 4 methods of Dithering: Pattern, Error-Diffusion, Random, and Threshold. And the images used are both color and black & white raw files that must be opened via Adobe Photoshop.

drug_inhibition_classifier1 icon drug_inhibition_classifier1

Data exploration, preparation, and a novel classifier model to predict a drug's inhibition for side effects using a dataset of 1000 drug test results.

gene_cells_phase1-2 icon gene_cells_phase1-2

Novel data mining task following Phase I & II of CRISP-DM to prepare a high-dimensional biometric dataset for clustering.

lr-0-parser icon lr-0-parser

Implementing components of an LR(0) parser with a grammar so that it can be used with the LR(0) parser to check whether a set of words can be generated from the grammar. Also includes tests

pkd_classifier icon pkd_classifier

Autosomal dominant polycystic kidney disease (PKD) classifier using demographic, clinical, and molecular data in RDS files measuring 2,000 -10,000 cells with 27,970 molecular attributes each. Implements clustering using best-k means algorithm.

regex icon regex

Demonstrating a regular expression that can generate the exact set of words in each language. And employs the Java classes that provide regular expression support to build a tool that can correctly perform pattern matching using the regular expressions

tech_recommender icon tech_recommender

Recommendation model using Amazon tech gadget reviews; implements memory-based collaborative filtering using the Python sci-kit Suprise library and grid search for hyperparam tuning.

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