{"id":15649196,"url":"https://github.com/sebp/survival-cnn-estimator","last_synced_at":"2025-07-13T18:34:03.112Z","repository":{"id":136207390,"uuid":"199278868","full_name":"sebp/survival-cnn-estimator","owner":"sebp","description":"Tutorial on survival analysis using TensorFlow.","archived":false,"fork":false,"pushed_at":"2020-05-16T19:59:28.000Z","size":407,"stargazers_count":47,"open_issues_count":1,"forks_count":19,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-04-30T16:11:29.178Z","etag":null,"topics":["convolutional-neural-networks","deep-learning","notebook","survival-analysis","tensorflow","time-to-event","tutorial"],"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":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/sebp.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2019-07-28T11:29:19.000Z","updated_at":"2025-03-14T02:01:38.000Z","dependencies_parsed_at":null,"dependency_job_id":"07e27a95-24ff-4188-bff8-6e89e3c92f13","html_url":"https://github.com/sebp/survival-cnn-estimator","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/sebp/survival-cnn-estimator","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sebp%2Fsurvival-cnn-estimator","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sebp%2Fsurvival-cnn-estimator/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sebp%2Fsurvival-cnn-estimator/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sebp%2Fsurvival-cnn-estimator/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sebp","download_url":"https://codeload.github.com/sebp/survival-cnn-estimator/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sebp%2Fsurvival-cnn-estimator/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":265186845,"owners_count":23724758,"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":["convolutional-neural-networks","deep-learning","notebook","survival-analysis","tensorflow","time-to-event","tutorial"],"created_at":"2024-10-03T12:28:49.233Z","updated_at":"2025-07-13T18:34:03.073Z","avatar_url":"https://github.com/sebp.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Survival Analysis for Deep Learning\n\nThis is a [tutorial on survival analysis](https://k-d-w.org/blog/2019/07/survival-analysis-for-deep-learning/), also referred to as time-to-event analysis or reliability analysis. You will learn how to train a convolutional neural network to predict time to a (generated) event from MNIST images, using a loss function specific to survival analysis.\n\nThere are two versions of the tutorial:\n\n1. Using tf.Estimator and TensorFlow 1.X: [tutorial\\_tf1.ipynb](https://nbviewer.jupyter.org/github/sebp/survival-cnn-estimator/blob/master/tutorial_tf1.ipynb)\n2. Using Keras and TensorFlow 2.X: [tutorial\\_tf2.ipynb](https://nbviewer.jupyter.org/github/sebp/survival-cnn-estimator/blob/master/tutorial_tf2.ipynb)\n\n\n## Getting started\n\nThe easiest way to run this notebook is [Google Colaboratory](https://colab.research.google.com/github/sebp/survival-cnn-estimator/blob/master/tutorial_tf2.ipynb). If you want to run this notebook locally, you have to make sure the following dependencies are installed:\n\n- [numpy](https://www.numpy.org/)\n- [matplotlib](https://matplotlib.org/)\n- [pandas](https://pandas.pydata.org/)\n- [scikit-survival](https://github.com/sebp/scikit-survival/)\n- [tensorflow](https://www.tensorflow.org/)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsebp%2Fsurvival-cnn-estimator","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsebp%2Fsurvival-cnn-estimator","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsebp%2Fsurvival-cnn-estimator/lists"}