{"id":26167542,"url":"https://github.com/josejuansanchez/modelo-lstm-tensorflow","last_synced_at":"2026-05-09T14:03:35.795Z","repository":{"id":281631878,"uuid":"945675099","full_name":"josejuansanchez/modelo-lstm-tensorflow","owner":"josejuansanchez","description":"Ejemplo de un modelo LSTM en TensorFlow/Keras.","archived":false,"fork":false,"pushed_at":"2025-03-10T09:39:45.000Z","size":19,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-10T10:33:49.719Z","etag":null,"topics":["lstm","lstm-model","python","tensorflow"],"latest_commit_sha":null,"homepage":"","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/josejuansanchez.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":"2025-03-10T00:07:12.000Z","updated_at":"2025-03-10T09:39:48.000Z","dependencies_parsed_at":"2025-03-10T10:33:53.541Z","dependency_job_id":null,"html_url":"https://github.com/josejuansanchez/modelo-lstm-tensorflow","commit_stats":null,"previous_names":["josejuansanchez/modelo-lstm-tensorflow"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/josejuansanchez%2Fmodelo-lstm-tensorflow","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/josejuansanchez%2Fmodelo-lstm-tensorflow/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/josejuansanchez%2Fmodelo-lstm-tensorflow/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/josejuansanchez%2Fmodelo-lstm-tensorflow/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/josejuansanchez","download_url":"https://codeload.github.com/josejuansanchez/modelo-lstm-tensorflow/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":243080118,"owners_count":20233116,"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":["lstm","lstm-model","python","tensorflow"],"created_at":"2025-03-11T17:39:02.678Z","updated_at":"2026-05-09T14:03:35.718Z","avatar_url":"https://github.com/josejuansanchez.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# modelo-lstm-tensorflow\n\nEste repositorio contiene un ejemplo de un modelo **LSTM** (_Long Short-Term\nMemory_) en [TensorFlow/Keras][1], para un Chatbot que será capaz de analizar\nuna frase de un cliente y clasificarla en una de las siguientes categorías:\n\n- AYUDA\n- OK\n- SERVICIO_TECNICO\n\nLos pasos que se han seguido son:\n\n- Cargar un _dataset_ con los datos de entrenamiento.\n- Construir un modelo de una red reuronal de tipo LSTM capaz de analizar texto.\n- Entrenar la red neuronal.\n- Evaluar la precisión del modelo.\n\n## Contenido del repositorio\n\n- [notebook](notebook/ejemplo_modelo_lstm.ipynb): Se trata de un notebook de\n  [Google Colab][2] que contiene el código fuente del modelo LSTM en\n  [TensorFlow/Keras][1] para [Python][3].\n- [dataset](dataset/tsetdesordenado.txt): Contiene el dataset de entrenamiento\n  desordenado.\n\n## Créditos\n\nEste ejemplo está basado en el código desarrollado por [José Antonio Torres\nAriaza](https://www.ual.es/persona/535053495455545772). Sólo se han modificado\nalgunos pequeños detalles del código original.\n\n[1]: https://tensorflow.org\n[2]: https://colab.research.google.com\n[3]: https://www.python.org\n\n## Referencias\n\n- [Introducción a TensorFlow y Keras: Fundamentos y ejemplos](https://openwebinars.net/blog/tensorflow-keras-fundamentos/). OpenWebinars.\n- [Introducción a las redes de memoria a corto-largo plazo (LSTM)](https://la.mathworks.com/discovery/lstm.html). MathWorks.\n- [What Is a Recurrent Neural Network (RNN)?](https://la.mathworks.com/discovery/rnn.html). MathWorks.","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjosejuansanchez%2Fmodelo-lstm-tensorflow","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjosejuansanchez%2Fmodelo-lstm-tensorflow","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjosejuansanchez%2Fmodelo-lstm-tensorflow/lists"}