implementation of the KNN algorithm on crab biometrics dataset for CS16

Related tags

Algorithms machine-learning knn
Overview

crab-knn

implementation of the KNN algorithm in Python applied to biometrics data of purple rock crabs (leptograpsus variegatus) to classify the sex of leptograpsus crabs

Write-up:

https://docs.google.com/document/d/1uK0CxXXiHFax31C6Azo5iRrv-vJqMtH2nyr85FKXDKc/edit?usp=sharing

Dataset

https://www.kaggle.com/inputblackboxoutput/crab-body-metrics

Setup environment (do this when first cloning the project)

git clone [email protected]:chenmasterandrew/crab-knn.git
cd crab-knn
py -3 -m venv .venv
.venv/Scripts/activate
pip install -r requirements.txt

Testing instructions

.venv/Scripts/activate
  • set a value for constant K in crabtest.py
  • run crabtest.py
You might also like...
Implementation of Apriori Algorithm for Association Analysis

Implementation of Apriori Algorithm for Association Analysis

null 3 Nov 14, 2021
This is a Python implementation of the HMRF algorithm on networks with categorial variables.

Salad Salad is an Open Source Python library to segment tissues into different biologically relevant regions based on Hidden Markov Random Fields. The

null 1 Nov 16, 2021
A simple python implementation of A* and bfs algorithm solving Eight-Puzzle

A simple python implementation of A* and bfs algorithm solving Eight-Puzzle

null 2 May 22, 2022
A fast, pure python implementation of the MuyGPs Gaussian process realization and training algorithm.
A fast, pure python implementation of the MuyGPs Gaussian process realization and training algorithm.

Fast implementation of the MuyGPs Gaussian process hyperparameter estimation algorithm MuyGPs is a GP estimation method that affords fast hyperparamet

Lawrence Livermore National Laboratory 13 Dec 2, 2022
This is an implementation of the QuickHull algorithm in Python. I

QuickHull This is an implementation of the QuickHull algorithm in Python. It randomly generates a set of points and finds the convex hull of this set

Anant Joshi 4 Dec 4, 2022
Python implementation of Aho-Corasick algorithm for string searching

Python implementation of Aho-Corasick algorithm for string searching

Daniel O'Sullivan 1 Dec 31, 2021
Our implementation of Gillespie's Stochastic Simulation Algorithm (SSA)

SSA Our implementation of Gillespie's Stochastic Simulation Algorithm (SSA) Requirements python =3.7 numpy pandas matplotlib pyyaml Command line usag

Anoop Lab 1 Jan 27, 2022
A genetic algorithm written in Python for educational purposes.
A genetic algorithm written in Python for educational purposes.

Genea: A Genetic Algorithm in Python Genea is a Genetic Algorithm written in Python, for educational purposes. I started writing it for fun, while lea

Dom De Felice 20 Jul 6, 2022
TikTok X-Gorgon & X-Khronos Generation Algorithm

TikTok X-Gorgon & X-Khronos Generation Algorithm X-Gorgon and X-Khronos headers are required to call tiktok api. I will provide you API as rental or s

TikTokMate 31 Dec 1, 2022
Owner
Andrew W. Chen
Hello! I'm Andrew - a student. Nice to meet you!
Andrew W. Chen
GitHub
Using A * search algorithm and GBFS search algorithm to solve the Romanian problem

Romanian-problem-using-Astar-and-GBFS Using A * search algorithm and GBFS search algorithm to solve the Romanian problem Romanian problem: The agent i

Mahdi Hassanzadeh 6 Nov 22, 2022
This project consists of a collaborative filtering algorithm to predict movie reviews ratings from a dataset of Netflix ratings.

Collaborative Filtering - Netflix movie reviews Description This project consists of a collaborative filtering algorithm to predict movie reviews rati

Shashank Kumar 1 Dec 21, 2021
A fast python implementation of the SimHash algorithm.

This Python package provides hashing algorithms for computing cohort ids of users based on their browsing history. As such, it may be used to compute cohort ids of users following Google's Federated Learning of Cohorts (FLoC) proposal.

Hybrid Theory 19 Dec 15, 2022
A minimal implementation of the IQRM interference flagging algorithm for radio pulsar and transient searches

A minimal implementation of the IQRM interference flagging algorithm for radio pulsar and transient searches. This module only provides the algorithm that infers a channel mask from some spectral statistic that measures the level of RFI contamination in a time-frequency data block. It should be useful as a reference implementation to developers who wish to integrate IQRM into an existing pipeline / search code.

Vincent Morello 6 Nov 29, 2022
An implementation of ordered dithering algorithm in python as multimedia course project

One way of minimizing the size of an image is to simply reduce the number of bits you use to represent each pixel.

null 7 Dec 2, 2022
A custom prime algorithm, implementation, and performance code & review

Colander A custom prime algorithm, implementation, and performance code & review Pseudocode Algorithm 1. given a number of primes to find, the followi

Finn Lancaster 3 Dec 17, 2021
This project is an implementation of a simple K-means algorithm

Simple-Kmeans-Clustering-Algorithm Abstract K-means is a centroid-based algorithm, or a distance-based algorithm, where we calculate the distances to

Saman Khamesian 7 Aug 9, 2022
A raw implementation of the nearest insertion algorithm to resolve TSP problems in a TXT format.

TSP-Nearest-Insertion A raw implementation of the nearest insertion algorithm to resolve TSP problems in a TXT format. Instructions Load a txt file wi

sjas_Phantom 1 Dec 2, 2021
A python implementation of the Basic Photometric Stereo Algorithm

Photometric-Stereo A python implementation of the Basic Photometric Stereo Algorithm Result Usage run Photometric_Stereo.py Code Tree |data #原始数据，tga格

null 20 Dec 19, 2022
Implementation of an ordered dithering algorithm used in computer graphics

Ordered Dithering Project In this project, we use an ordered dithering method to turn an RGB image, first to a gray scale image and then, turn the gra

null 1 Oct 26, 2021