{"id":27611869,"url":"https://github.com/sam9111/matchmaking-prototype","last_synced_at":"2025-04-23T00:45:28.741Z","repository":{"id":204060841,"uuid":"708330138","full_name":"sam9111/Matchmaking-Prototype","owner":"sam9111","description":"Matching mentors to mentees with NLP","archived":false,"fork":false,"pushed_at":"2023-10-28T02:05:47.000Z","size":51,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-23T00:45:25.449Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"JavaScript","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/sam9111.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}},"created_at":"2023-10-22T08:29:51.000Z","updated_at":"2023-11-18T17:16:59.000Z","dependencies_parsed_at":null,"dependency_job_id":"93fe71b2-ed79-4667-a4dd-85083b6d8fba","html_url":"https://github.com/sam9111/Matchmaking-Prototype","commit_stats":null,"previous_names":["sam9111/matchmaking-frontend"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sam9111%2FMatchmaking-Prototype","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sam9111%2FMatchmaking-Prototype/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sam9111%2FMatchmaking-Prototype/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sam9111%2FMatchmaking-Prototype/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sam9111","download_url":"https://codeload.github.com/sam9111/Matchmaking-Prototype/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":250348874,"owners_count":21415907,"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","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":"2025-04-23T00:45:28.232Z","updated_at":"2025-04-23T00:45:28.724Z","avatar_url":"https://github.com/sam9111.png","language":"JavaScript","readme":"\n\nhttps://github.com/sam9111/matchmaking-frontend/assets/60708693/cc440de6-1906-4058-b062-a3116ccb13cf\n\n\n\nIn this project, we start with a set of categories, including STEM and social areas, such as \"Computer Science,\" \"Electrical Engineering,\" and \"Mechanical Engineering.\" Using the \"sentence-transformers/all-MiniLM-L6-v2\" BERT model and cosine similarity, we identify the top 5 categories similar to each one. The code for this is [here](https://github.com/sam9111/Matchmaking/blob/main/similar_categories.json)\n\nThis is the frontend for the project and operates as follows:\n\n- Initialization: A category card is displayed.\n\n- User Interaction:\n  If the user likes the category, the system proceeds to the next step.\n  If not, another similar category is presented.\n- Category Exploration Loop:\n  If the user expresses interest, the system presents 5 random skills and interests associated with the liked category on separate cards.\n  Afterwards, a new similar category is introduced for exploration.\n  The above loop continues until approximately 10 liked skills/interests have been collected for any category.\n  \nThe final data collected includes all liked categories, skills, and interests. This data is compared with information in \"random_mentors.json\" (hits the [Flask API](https://github.com/sam9111/Matchmaking) where cosine similarity is used to find potential mentor matches).\n\nIn summary, the project enables users to offer a dynamic and engaging way to connect with mentors or experts with similar interests and expertise.\n\nThis was done for the WWCode Hackathon for Social Good and here is the final prototype [submitted](https://github.com/bcatone/PersonalPowerAI)\n\n\n\nhttps://github.com/sam9111/matchmaking-frontend/assets/60708693/1748bb2e-0f12-476c-a61a-6ad6afc858c1\n\n\n\n\n\n\n\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsam9111%2Fmatchmaking-prototype","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsam9111%2Fmatchmaking-prototype","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsam9111%2Fmatchmaking-prototype/lists"}