{"id":17353555,"url":"https://github.com/jeffersonlicet/ml-titles-classification","last_synced_at":"2026-05-10T09:37:24.668Z","repository":{"id":122992869,"uuid":"207044778","full_name":"jeffersonlicet/ml-titles-classification","owner":"jeffersonlicet","description":"💪 Public Leaderboard Top 10% - 0.89546 #MeliDataChallenge MercadoLibre Data Challenge ","archived":false,"fork":false,"pushed_at":"2019-10-14T19:00:10.000Z","size":437,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-02-01T17:28:39.041Z","etag":null,"topics":["keras","machine-learning","nlp","tensorflow"],"latest_commit_sha":null,"homepage":"http://jeffersonlicet.com","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/jeffersonlicet.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":"2019-09-08T01:14:17.000Z","updated_at":"2020-07-19T15:40:52.000Z","dependencies_parsed_at":null,"dependency_job_id":"bd908a8e-10a2-4492-bd26-0280ba8e38ef","html_url":"https://github.com/jeffersonlicet/ml-titles-classification","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jeffersonlicet%2Fml-titles-classification","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jeffersonlicet%2Fml-titles-classification/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jeffersonlicet%2Fml-titles-classification/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jeffersonlicet%2Fml-titles-classification/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/jeffersonlicet","download_url":"https://codeload.github.com/jeffersonlicet/ml-titles-classification/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245850360,"owners_count":20682647,"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":["keras","machine-learning","nlp","tensorflow"],"created_at":"2024-10-15T17:17:19.961Z","updated_at":"2026-05-10T09:37:19.623Z","avatar_url":"https://github.com/jeffersonlicet.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\n### Public Leaderboard Top 20 - 0.89546\n\n### The challenge\n\nThe challenge was very interesting, classify articles using only its titles.\n\n### The prize\n\nFirst and second place will receive tickets to [KHIPU](https://khipu.ai/). From 3 to 5 place an Intel Movidius.\n\n### The result\n\nI managed to be in the top 20 with a score of 0.8954, there were more of 150 participants, the competition was hard and exciting. Of course, i learned a lot of things.\n\n\n\n## Preprocessing\n\nRun ml_normalization.py to generate\n - categories.npy\n - titles.npy\n - labels_normal.npy\n\n  \n## Generate Dictionary\nRun ml_generate_dictionary.py to generate\n - dictionary.npy\n\n  \n## Transform tokens\nRun ml_index_tokens to generate\n - hashed.npy\n\n## Training the model\nRun ml_train.py to train the model using\n - hashed.npy titles as x data\n - labels.npy as y data\n - dictionary.npy to get vocabulary\n\n \n## Preprocess test data\nRun ml_test_normalization.py to normalize test data and generate\n - test_titles.npy\n\n \n## Generate submission file\nRun ml_classify.py to generate the submission file","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjeffersonlicet%2Fml-titles-classification","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjeffersonlicet%2Fml-titles-classification","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjeffersonlicet%2Fml-titles-classification/lists"}