{"id":22615539,"url":"https://github.com/sovit-123/imdb_neural_net_review_classification","last_synced_at":"2025-03-29T00:42:27.527Z","repository":{"id":111786771,"uuid":"184007678","full_name":"sovit-123/imdb_neural_net_review_classification","owner":"sovit-123","description":null,"archived":false,"fork":false,"pushed_at":"2019-04-29T06:02:59.000Z","size":35,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-02-03T10:46:21.084Z","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":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/sovit-123.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":"2019-04-29T05:50:01.000Z","updated_at":"2019-04-29T06:03:01.000Z","dependencies_parsed_at":"2023-03-12T11:02:17.773Z","dependency_job_id":null,"html_url":"https://github.com/sovit-123/imdb_neural_net_review_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/sovit-123%2Fimdb_neural_net_review_classification","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sovit-123%2Fimdb_neural_net_review_classification/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sovit-123%2Fimdb_neural_net_review_classification/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sovit-123%2Fimdb_neural_net_review_classification/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sovit-123","download_url":"https://codeload.github.com/sovit-123/imdb_neural_net_review_classification/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246122243,"owners_count":20726822,"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":"2024-12-08T19:08:17.019Z","updated_at":"2025-03-29T00:42:27.515Z","avatar_url":"https://github.com/sovit-123.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# imdb_neural_net_review_classification\n\nThis is movie review classification with the IMDB dataset using neural networks in Keras.\n\n## Dependencies\n* Keras\n* Numpy \n* Matplotlib\n\n**The model scores about 88% accuracy. It can surely be improved. Some steps to move this project further:**\n1. More/less number of nodes in the hidden layers (base results with 16).\n2. More/less number of hidden layers (base results with 2).\n3. Using some other loss function (hint: `mse`) (base results with `binary_crossentropy`).\n4. Using different activation function (hint: `tanh`) (base results with `relu`).\n\n**The file is in .ipynb format. Simply clone the repository or download the file to run and reproduce the results.**\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsovit-123%2Fimdb_neural_net_review_classification","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsovit-123%2Fimdb_neural_net_review_classification","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsovit-123%2Fimdb_neural_net_review_classification/lists"}