{"id":20694839,"url":"https://github.com/touhi99/dl_dialogue_act_classification","last_synced_at":"2025-04-22T19:59:14.705Z","repository":{"id":209349979,"uuid":"116564105","full_name":"touhi99/DL_Dialogue_act_classification","owner":"touhi99","description":"DL Lab Project - Given a subset of switchboard corpus, goal is to classify dialogue acts from Speech and Text data. We define a RNN-LSTM model for Text classification and CNN model for speech classification and then ensemble both model to output a stable and higher performance model","archived":false,"fork":false,"pushed_at":"2020-12-05T17:27:19.000Z","size":1397,"stargazers_count":6,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-03-29T18:21:57.897Z","etag":null,"topics":["classification","cnn","deep-learning","deep-neural-networks","dialogue","dialogue-act","embedding-models","keras","rnn"],"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/touhi99.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":"2018-01-07T12:35:44.000Z","updated_at":"2023-11-11T09:44:56.000Z","dependencies_parsed_at":"2023-11-26T21:28:21.113Z","dependency_job_id":"1bc8e56c-1920-46c6-8f3b-dc25f1555524","html_url":"https://github.com/touhi99/DL_Dialogue_act_classification","commit_stats":null,"previous_names":["touhi99/dl_dialogue_act_classification"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/touhi99%2FDL_Dialogue_act_classification","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/touhi99%2FDL_Dialogue_act_classification/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/touhi99%2FDL_Dialogue_act_classification/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/touhi99%2FDL_Dialogue_act_classification/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/touhi99","download_url":"https://codeload.github.com/touhi99/DL_Dialogue_act_classification/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":250315977,"owners_count":21410473,"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":["classification","cnn","deep-learning","deep-neural-networks","dialogue","dialogue-act","embedding-models","keras","rnn"],"created_at":"2024-11-17T00:06:55.555Z","updated_at":"2025-04-22T19:59:14.687Z","avatar_url":"https://github.com/touhi99.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"Directory structure\n\n- code\n\t- TextRNNLSTMModel.py (Text-RNN)\n\t- SpeechCNNModel (Speech-CNN)\n\t- SpeechAndTextCombined (RNN-CNN-ensemble)\n\n- results\n\t- Train results plot\n\t- Test output\n\nSample\n\t-random utterence list similarly ordered for Speech and text data\n\n\nIMS Directory Structure\n\t-/mount/arbeitsdaten31/studenten1/deeplearning/2017/infy\n\t-train set (training batch)\n\t-test set (testing batch)\n\t-dev set (dev batch)\n\t-text (text inputs , glove)\n\t-model (saved model)\n\n\nInstruction\n\n\t-Speech file main function contains two lines calling parameter for two functions, one is commented out\n\t-Ensemble file also follows the same\n\n\nDependency\n\n\t-Keras\n\t-Numpy\n\t-Panda\n\t-Gzip\n\t-tensorflow\n\t-matplotlib\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftouhi99%2Fdl_dialogue_act_classification","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftouhi99%2Fdl_dialogue_act_classification","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftouhi99%2Fdl_dialogue_act_classification/lists"}