{"id":13935070,"url":"https://github.com/dmlc/mxnet-notebooks","last_synced_at":"2025-04-05T00:07:35.605Z","repository":{"id":66049435,"uuid":"65953331","full_name":"dmlc/mxnet-notebooks","owner":"dmlc","description":"Notebooks for MXNet","archived":false,"fork":false,"pushed_at":"2018-01-28T20:11:59.000Z","size":3925,"stargazers_count":613,"open_issues_count":37,"forks_count":321,"subscribers_count":52,"default_branch":"master","last_synced_at":"2025-03-28T23:05:47.932Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/dmlc.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,"roadmap":null,"authors":null}},"created_at":"2016-08-18T01:05:00.000Z","updated_at":"2025-03-03T12:36:32.000Z","dependencies_parsed_at":"2023-04-11T14:36:40.445Z","dependency_job_id":null,"html_url":"https://github.com/dmlc/mxnet-notebooks","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmlc%2Fmxnet-notebooks","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmlc%2Fmxnet-notebooks/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmlc%2Fmxnet-notebooks/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmlc%2Fmxnet-notebooks/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/dmlc","download_url":"https://codeload.github.com/dmlc/mxnet-notebooks/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247266563,"owners_count":20910836,"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":[],"created_at":"2024-08-07T23:01:22.998Z","updated_at":"2025-04-05T00:07:35.583Z","avatar_url":"https://github.com/dmlc.png","language":"Jupyter Notebook","funding_links":[],"categories":["Jupyter Notebook"],"sub_categories":[],"readme":"**Note: We've moved the active work on this repo to https://github.com/dmlc/mxnet/tree/master/docs. If you are looking for docs related to a new, dynamic, elegant and easy to use imperative interface for MXNet, check out http://gluon.mxnet.io/ or https://github.com/zackchase/mxnet-the-straight-dope**\n\n\n# MXNet Notebooks\n\n\nThis repo contains various notebooks ranging from basic usages of MXNet to\nstate-of-the-art deep learning applications.\n\n## How to use\n\n### Python\n\nThe python notebooks are written in [Jupyter](http://jupyter.org/).\n\n- **View** We can view the notebooks on either\n  [github](https://github.com/dmlc/mxnet-notebooks/blob/master/python/outline.ipynb)\n  or\n  [nbviewer](http://nbviewer.jupyter.org/github/dmlc/mxnet-notebooks/blob/master/python/outline.ipynb). But\n  note that the former may be failed to render a page, while the latter has\n  delays to view the recent changes.\n\n- **Run** We can run and modify these notebooks if both [mxnet](http://mxnet.io/get_started/index.html#setup-and-installation) and [jupyter](http://jupyter.org/) are\n  installed. Here is an [example script](https://gist.github.com/mli/b64322f446b2043e3350ddcbfa5957be) to install all these packages on Ubuntu.\n\n  If you have a AWS account, here is an easier way to run the notebooks:\n\n  1.  Launch a g2.2xlarge or p2.2xlarge instance by using AMI `ami-fe217de9` on N. Virginia (us-east-1). This AMI is built by using  [this script](https://gist.github.com/mli/b64322f446b2043e3350ddcbfa5957be). Remember to open the TCP port 8888 in the security group.\n\n  2.  Once launch is succeed, setup the following variable with proper value\n\n    ```bash\n      export HOSTNAME=ec2-107-22-159-132.compute-1.amazonaws.com\n      export PERM=~/Downloads/my.pem\n    ```\n\n   3. Now we should be able to ssh to the machine by\n\n      ```bash\n        chmod 400 $PERM\n        ssh -i $PERM -L 8888:localhost:8888 ubuntu@HOSTNAME\n      ```\n\n      Here we forward the EC2 machine's 8888 port into localhost.\n\n   4. Clone this repo on the EC2 machine and run jupyter\n\n      ```bash\n        git clone https://github.com/dmlc/mxnet-notebooks\n        jupyter notebook\n      ```\n   \t  We can optional run `~/update_mxnet.sh` to update MXNet to the newest version.\n\n   5. Now we are able to view and edit the notebooks on the browser using the URL: http://localhost:8888/tree/mxnet-notebooks/python/outline.ipynb\n\n\n## How to develop\n\nSome general guidelines\n\n- A notebook covers a single concept or application\n- Try to be as basic as possible. Put advanced usages at the end, and allow reader to skip it.\n- Keep the cell outputs on the notebooks so that readers can see the results without running\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdmlc%2Fmxnet-notebooks","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdmlc%2Fmxnet-notebooks","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdmlc%2Fmxnet-notebooks/lists"}