{"id":20826827,"url":"https://github.com/arkaung/cs525-project","last_synced_at":"2026-04-22T11:07:09.891Z","repository":{"id":70134954,"uuid":"93324417","full_name":"ArkAung/cs525-project","owner":"ArkAung","description":"Final Project of CS525 (Deep Neural Networks - Jacob Whitehill)","archived":false,"fork":false,"pushed_at":"2017-06-04T16:01:49.000Z","size":219650,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-12-26T22:49:44.707Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/ArkAung.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2017-06-04T15:55:51.000Z","updated_at":"2017-06-11T20:03:55.000Z","dependencies_parsed_at":"2023-02-21T14:46:13.487Z","dependency_job_id":null,"html_url":"https://github.com/ArkAung/cs525-project","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/ArkAung/cs525-project","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ArkAung%2Fcs525-project","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ArkAung%2Fcs525-project/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ArkAung%2Fcs525-project/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ArkAung%2Fcs525-project/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ArkAung","download_url":"https://codeload.github.com/ArkAung/cs525-project/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ArkAung%2Fcs525-project/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":32132981,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-22T08:34:57.708Z","status":"ssl_error","status_checked_at":"2026-04-22T08:34:55.583Z","response_time":58,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-11-17T23:10:11.675Z","updated_at":"2026-04-22T11:07:04.875Z","avatar_url":"https://github.com/ArkAung.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Classifying marine mammal vocalizations with Convolutional Neural Networks\n\n#### Authors - Arkar Min Aung, Francisco Guerrero and Michael Sokolovsky\n##### Repository of notebooks for final project of CS525-191N\n\nAn exciting aspect of modern machine learning techniques is their ability to uncover patterns in data that are both difficult for humans to notice or were previously unknown. In this paper, we attempt to use modern machine learning techniques to discover if dolphins species can be categorized by their vocalizations: a task that to our knowledge has not been attempted by humans or computer algorithms. We explore convolutional neural networks architectures as models for processing dolphin sound clips and categorizing them into four different species.\n\nThis repository contains notebooks for:\n* 2D Convolutional Network on \"Best of Cuts\" data for four species of dolphins\n* 2D Convolutional Network on \"All Cuts\" data for four species of dolphins\n* 1D Convolutional Network on walrus and dolphins\n* 2D Convolutional Network on walrus and dolphins\n* Helper files for generating files\n* Visualization notebooks for intput data and filters learnt by the Convolutional Networks\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Farkaung%2Fcs525-project","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Farkaung%2Fcs525-project","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Farkaung%2Fcs525-project/lists"}