{"id":25737055,"url":"https://github.com/jokoum/sentiment-classification","last_synced_at":"2026-05-05T01:39:52.672Z","repository":{"id":140095953,"uuid":"354523077","full_name":"JoKoum/sentiment-classification","owner":"JoKoum","description":"Multi-layer Perceptron classification of product reviews written in Greek language","archived":false,"fork":false,"pushed_at":"2021-04-25T08:55:42.000Z","size":43,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-26T06:35:45.730Z","etag":null,"topics":["flask","machine-learning","multilayer-perceptron-network","neural-network","numpy","python","sentiment-classification"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/JoKoum.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"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":"2021-04-04T11:11:15.000Z","updated_at":"2021-12-29T23:31:23.000Z","dependencies_parsed_at":"2023-04-22T06:22:21.014Z","dependency_job_id":null,"html_url":"https://github.com/JoKoum/sentiment-classification","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/JoKoum/sentiment-classification","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JoKoum%2Fsentiment-classification","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JoKoum%2Fsentiment-classification/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JoKoum%2Fsentiment-classification/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JoKoum%2Fsentiment-classification/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/JoKoum","download_url":"https://codeload.github.com/JoKoum/sentiment-classification/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JoKoum%2Fsentiment-classification/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":285354074,"owners_count":27157385,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-11-19T02:00:05.673Z","response_time":65,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"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":["flask","machine-learning","multilayer-perceptron-network","neural-network","numpy","python","sentiment-classification"],"created_at":"2025-02-26T06:33:39.312Z","updated_at":"2025-11-20T01:02:18.048Z","avatar_url":"https://github.com/JoKoum.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# MLP Sentiment classification\n\nThe project investigates the performance of the Multi-layer Perceptron algorithm, demonstrated at the [Sentiment Analysis lesson](https://github.com/udacity/deep-learning-v2-pytorch/tree/master/sentiment-analysis-network) from Udacity Deep Learning Nanodegree, when trained with the data from the artificially translated in Greek dataset of the [Machine Learning project](https://github.com/JoKoum/Machine-Learning-Project). Translated reviews are passed to the neural network represented in a simplified bag-of-words model.\n\n\u003cimg src=\"static/sentiment_network_sparse_2.png\" align=\"middle\"/\u003e\n\nThe trained neural network is used to predict sentiment of the reviews submitted by users at a web app inderface, using a modified version of the index.html from the ['Deploying a Sentiment Analysis Model' project](https://github.com/JoKoum/Udacity-Deep-Learning/tree/master/AWS) and Flask.","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjokoum%2Fsentiment-classification","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjokoum%2Fsentiment-classification","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjokoum%2Fsentiment-classification/lists"}