{"id":19070441,"url":"https://github.com/mindspore-courses/mindspore-tutorial","last_synced_at":"2025-04-28T14:21:17.067Z","repository":{"id":171975172,"uuid":"647329102","full_name":"mindspore-courses/MindSpore-Tutorial","owner":"mindspore-courses","description":"MindSpore Tutorial for Deep Learning Researchers","archived":false,"fork":false,"pushed_at":"2023-07-20T05:06:56.000Z","size":9950,"stargazers_count":7,"open_issues_count":1,"forks_count":1,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-04-18T17:19:13.410Z","etag":null,"topics":["machine-learning","neural-network","python","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":"2023-05-30T14:43:02.000Z","updated_at":"2024-11-20T06:18:32.000Z","dependencies_parsed_at":null,"dependency_job_id":"219b1c83-9158-489e-8c8f-335cd912e9c6","html_url":"https://github.com/mindspore-courses/MindSpore-Tutorial","commit_stats":null,"previous_names":["rev0cat/mindspore-tutorial"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mindspore-courses%2FMindSpore-Tutorial","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mindspore-courses%2FMindSpore-Tutorial/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mindspore-courses%2FMindSpore-Tutorial/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mindspore-courses%2FMindSpore-Tutorial/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mindspore-courses","download_url":"https://codeload.github.com/mindspore-courses/MindSpore-Tutorial/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":251326856,"owners_count":21571637,"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":["machine-learning","neural-network","python","tutorial"],"created_at":"2024-11-09T01:18:42.123Z","updated_at":"2025-04-28T14:21:17.049Z","avatar_url":"https://github.com/mindspore-courses.png","language":"Python","readme":"## Table of Contents\n\n#### 1. Basics\n\n* [MindSpore Basics](https://github.com/rev0cat/MindSpore-Tutorial/blob/master/tutorials/01-basics/mindspore_basics/main.py)\n* [Linear Regression](https://github.com/rev0cat/MindSpore-Tutorial/blob/master/tutorials/01-basics/linear_regression/main.py#L22-L23)\n* [Logistic Regression](https://github.com/rev0cat/MindSpore-Tutorial/blob/master/tutorials/01-basics/logistic_regression/main.py#L33-L34)\n* [Feedforward Neural Network](https://github.com/rev0cat/MindSpore-Tutorial/blob/master/tutorials/01-basics/feedforward_neural_network/main.py#L37-L49)\n\n#### 2. Intermediate\n\n* [Convolutional Neural Network](https://github.com/rev0cat/MindSpore-Tutorial/blob/master/tutorials/02-intermediate/convolutional_neural_network/main.py#L35-L56)\n* [Deep Residual Network](https://github.com/rev0cat/MindSpore-Tutorial/blob/master/tutorials/02-intermediate/deep_residual_network/main.py#L76-L113)\n* [Recurrent Neural Network](https://github.com/rev0cat/MindSpore-Tutorial/blob/master/tutorials/02-intermediate/recurrent_neural_network/main.py#L39-L58)\n* [Bidirectional Recurrent Neural Network](https://github.com/rev0cat/MindSpore-Tutorial/blob/master/tutorials/02-intermediate/bidirectional_recurrent_neural_network/main.py#L39-L58)\n* [Language Model (RNN-LM)](https://github.com/rev0cat/MindSpore-Tutorial/blob/master/tutorials/02-intermediate/language_model/main.py#L30-L50)\n\n#### 3. Advanced\n\n* [Generative Adversarial Networks](https://github.com/rev0cat/MindSpore-Tutorial/blob/master/tutorials/03-advanced/generative_adversarial_network/main.py#L41-L57)\n* [Variational Auto-Encoder](https://github.com/rev0cat/MindSpore-Tutorial/blob/master/tutorials/03-advanced/variational_autoencoder/main.py#L38-L65)\n* [Neural Style Transfer](https://github.com/rev0cat/MindSpore-Tutorial/blob/master/tutorials/03-advanced/neural_style_transfer)\n* [Image Captioning (CNN-RNN)](https://github.com/rev0cat/MindSpore-Tutorial/blob/master/tutorials/03-advanced/image_captioning)\n\n#### 4. Utilities\n\n* [MindInsight in MindSpore](https://github.com/rev0cat/MindSpore-Tutorial/blob/master/tutorials/04-utils/mindinsight)\n\n\u003cbr/\u003e\n\n## Getting Started\n\n```bash\n$ git clone https://github.com/mindspore-courses/MindSpore-Tutorial.git\n$ cd MindSpore-Tutorial/tutorials/PATH_TO_PROJECT\n$ python main.py\n```\n\n\u003cbr/\u003e\n\n## Dependencies\n\n* [Python 3.6+](https://www.continuum.io/downloads)\n* [MindSpore 2.0.0+](http://mindspore.cn/)\n\n\n\n\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmindspore-courses%2Fmindspore-tutorial","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmindspore-courses%2Fmindspore-tutorial","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmindspore-courses%2Fmindspore-tutorial/lists"}