{"id":19070449,"url":"https://github.com/mindspore-courses/deep-tutorials-for-mindspore","last_synced_at":"2025-04-28T14:21:45.132Z","repository":{"id":185798049,"uuid":"667879614","full_name":"mindspore-courses/Deep-Tutorials-for-MindSpore","owner":"mindspore-courses","description":null,"archived":false,"fork":false,"pushed_at":"2023-10-07T01:39:21.000Z","size":101,"stargazers_count":8,"open_issues_count":1,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-28T14:21:39.864Z","etag":null,"topics":["mindspore","tutorial"],"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/mindspore-courses.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":"2023-07-18T14:03:39.000Z","updated_at":"2023-10-12T01:14:45.000Z","dependencies_parsed_at":null,"dependency_job_id":"a15676d0-b4db-4cd4-b6cc-fd4a91f9a26e","html_url":"https://github.com/mindspore-courses/Deep-Tutorials-for-MindSpore","commit_stats":null,"previous_names":["mindspore-courses/deep-tutorials-for-mindspore"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mindspore-courses%2FDeep-Tutorials-for-MindSpore","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mindspore-courses%2FDeep-Tutorials-for-MindSpore/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mindspore-courses%2FDeep-Tutorials-for-MindSpore/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mindspore-courses%2FDeep-Tutorials-for-MindSpore/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mindspore-courses","download_url":"https://codeload.github.com/mindspore-courses/Deep-Tutorials-for-MindSpore/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":251326880,"owners_count":21571638,"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":["mindspore","tutorial"],"created_at":"2024-11-09T01:18:43.111Z","updated_at":"2025-04-28T14:21:45.107Z","avatar_url":"https://github.com/mindspore-courses.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Deep-Tutorials-for-MindSpore\n\nThe code of this repository is referenced to [Deep-Tutorial-for-PyTorch](https://github.com/sgrvinod/Deep-Tutorials-for-PyTorch)\n\n---\n\nThese tutorials is the implementation of some typical papers. Below is the code directories and their corresponding papers.\n\nTutorial | Paper\n:---: | :---:\nImage Captioning | [_Show, Attend, and Tell_](https://arxiv.org/abs/1502.03044)\nSequence Labeling | [_Empower Sequence Labeling with Task-Aware Neural Language Model_](https://arxiv.org/abs/1709.04109)\nObject Detection | [_SSD: Single Shot MultiBox Detector_](https://arxiv.org/abs/1512.02325)\nText Classification | [_Hierarchical Attention Networks for Document Classification_](https://www.semanticscholar.org/paper/Hierarchical-Attention-Networks-for-Document-Yang-Yang/1967ad3ac8a598adc6929e9e6b9682734f789427)\nSuper-Resolution | [_Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network_](https://arxiv.org/abs/1609.04802)\nMachine Translation | [_Attention Is All You Need_](https://arxiv.org/abs/1706.03762)\n\n---\n\nTake ImageCaptioning as an example to introduce the file dictionary structure, the others are similar.\n```\n.\n|--ImageCaptioning\n|    |--create_input_files.py // Process source data files\n|    |--utils.py              // Utility module\n|    |--datasets.py           // Create data source for GeneratorDataset\n|    |--models.py             // Model file\n|    |--train.py              // Train the model\n|    |--eval.py               // Evaluate the model\n|    |--caption.py            // Caption the input image\n```","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmindspore-courses%2Fdeep-tutorials-for-mindspore","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmindspore-courses%2Fdeep-tutorials-for-mindspore","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmindspore-courses%2Fdeep-tutorials-for-mindspore/lists"}