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Ben Nicholl's Projects

3_class_svm.py icon 3_class_svm.py

utilize support vector machine algorithm in order to classify three species from the iris dataset based on their sepal length and their sepal width

astar_pathfinder icon astar_pathfinder

traverse through any binary array using the Manhattan distance by giving a start node location and end node location

cluster_every_combo icon cluster_every_combo

Runs through a database of features, and clusters every single combination. amount_of_combinations parameter gives you the option to tell the algorithm how many features you want to cluster at a time.

connect_four_intelligent_player icon connect_four_intelligent_player

Intelligent program that utilizes a depth three MinMax algorithm. A five dimensional array of arrays was used in order to hold all of of the possible states.

iterate_through_infinity icon iterate_through_infinity

Iterate through a list of nodes where each dimension could theoretically be infinity. Here we take a look at utilizing recursive algorithms using DFS, and iterative algorithms using BFS.

loan_risk icon loan_risk

kaggle competition: trying to predict the probability pertaining to someone defaulting on a loan given a database of features

melting_temp_dna icon melting_temp_dna

Gives you the melting temperature of DNA sequences based off of nucleotides. DNA sequences can be uploaded via Entrez from NCBI's website

probability_from_postgres icon probability_from_postgres

Kaggle competition where the goal is to create an algorithm that detects the probability that an app was downloaded given an add was clicked

redux icon redux

Predictable state container for JavaScript apps

torchnn icon torchnn

basic torch feed forward neural net

transformer_multi_label icon transformer_multi_label

There are no transform neural networks that are able to perform multi label classification tasks. So I engineered one myself

word2vec_neural_net icon word2vec_neural_net

Word2vector neural network that uses skip-gram model to create word vectors from binary one hot encoded vectors

word_dimensions icon word_dimensions

Jupiter Notebook describing how words derive meaning for NLP products such as Alexa and Siri

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