{
  "id": 123457,
  "title": "Training Models on AWS Spot Instances",
  "url": "/competitions/deepfake-detection-challenge/discussion/123457",
  "author_name": "",
  "post_date": "2019-12-27T22:32:36.485465900Z",
  "votes": 9,
  "comment_count": 6,
  "views": 0,
  "content": "<p>Hi everyone,</p>\n\n<p>I'm developing a tool called <a href=\"https://spotty.cloud/\">Spotty</a>. It drastically simplifies training of Deep Learning models on AWS. Considering that the organizer supports this competition with AWS credits, I think this tool might save you some time setting up the environment.</p>\n\n<p>Please, read the article to see how it works in practice: <a href=\"https://towardsdatascience.com/how-to-train-deep-learning-models-on-aws-spot-instances-using-spotty-8d9e0543d365\">How to train Deep Learning models on AWS Spot Instances using Spotty</a>.</p>\n\n<p>Documentation: <a href=\"https://spotty.cloud\">https://spotty.cloud</a>\nGithub repository: <a href=\"https://github.com/apls777/spotty\">https://github.com/apls777/spotty</a></p>\n\n<p>Thanks!</p>",
  "messages": [
    {
      "id": "704714",
      "postDate": "12/27/2019 22:32:36",
      "content": "<p>Hi everyone,</p>\n\n<p>I'm developing a tool called <a href=\"https://spotty.cloud/\">Spotty</a>. It drastically simplifies training of Deep Learning models on AWS. Considering that the organizer supports this competition with AWS credits, I think this tool might save you some time setting up the environment.</p>\n\n<p>Please, read the article to see how it works in practice: <a href=\"https://towardsdatascience.com/how-to-train-deep-learning-models-on-aws-spot-instances-using-spotty-8d9e0543d365\">How to train Deep Learning models on AWS Spot Instances using Spotty</a>.</p>\n\n<p>Documentation: <a href=\"https://spotty.cloud\">https://spotty.cloud</a>\nGithub repository: <a href=\"https://github.com/apls777/spotty\">https://github.com/apls777/spotty</a></p>\n\n<p>Thanks!</p>",
      "rawMarkdown": "Hi everyone,\n\nI'm developing a tool called [Spotty](https://spotty.cloud/). It drastically simplifies training of Deep Learning models on AWS. Considering that the organizer supports this competition with AWS credits, I think this tool might save you some time setting up the environment.\n\nPlease, read the article to see how it works in practice: [How to train Deep Learning models on AWS Spot Instances using Spotty](https://towardsdatascience.com/how-to-train-deep-learning-models-on-aws-spot-instances-using-spotty-8d9e0543d365).\n\nDocumentation: https://spotty.cloud\nGithub repository: https://github.com/apls777/spotty\n\nThanks!",
      "votes": null
    },
    {
      "id": "704832",
      "postDate": "12/28/2019 03:55:35",
      "content": "<p>Really cool, thanks for sharing! Will definitely give it a try :)</p>",
      "rawMarkdown": "Really cool, thanks for sharing! Will definitely give it a try :)",
      "votes": null
    },
    {
      "id": "705097",
      "postDate": "12/28/2019 12:05:59",
      "content": "<p>Can you use Sagemaker with spot instances? </p>",
      "rawMarkdown": "Can you use Sagemaker with spot instances?",
      "votes": null
    },
    {
      "id": "705104",
      "postDate": "12/28/2019 12:30:32",
      "content": "<p>Yes, you can: <a href=\"https://docs.aws.amazon.com/sagemaker/latest/dg/model-managed-spot-training.html\">https://docs.aws.amazon.com/sagemaker/latest/dg/model-managed-spot-training.html</a></p>",
      "rawMarkdown": "Yes, you can: https://docs.aws.amazon.com/sagemaker/latest/dg/model-managed-spot-training.html",
      "votes": null
    },
    {
      "id": "705168",
      "postDate": "12/28/2019 15:21:42",
      "content": "<p>Looks like you can <a href=\"https://docs.aws.amazon.com/sagemaker/latest/dg/model-managed-spot-training.html\">https://docs.aws.amazon.com/sagemaker/latest/dg/model-managed-spot-training.html</a></p>",
      "rawMarkdown": "Looks like you can https://docs.aws.amazon.com/sagemaker/latest/dg/model-managed-spot-training.html",
      "votes": null
    },
    {
      "id": "714284",
      "postDate": "01/09/2020 09:06:23",
      "content": "<p>Hi friends, have anyone tried it, how is it? Any pitfalls? Any feedback is very appreciated.</p>",
      "rawMarkdown": "Hi friends, have anyone tried it, how is it? Any pitfalls? Any feedback is very appreciated.",
      "votes": null
    },
    {
      "id": "768286",
      "postDate": "03/10/2020 15:53:10",
      "content": "<p>Thanks for sharing. We will give a try!</p>",
      "rawMarkdown": "Thanks for sharing. We will give a try!",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 704832,
      "author_name": "carlossouza",
      "author_url": "",
      "post_date": "12/28/2019 03:55:35",
      "content": "<p>Really cool, thanks for sharing! Will definitely give it a try :)</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 705097,
      "author_name": "miwojc",
      "author_url": "",
      "post_date": "12/28/2019 12:05:59",
      "content": "<p>Can you use Sagemaker with spot instances? </p>",
      "votes": null,
      "replies": [
        {
          "id": 705104,
          "author_name": "polosin",
          "author_url": "",
          "post_date": "12/28/2019 12:30:32",
          "content": "<p>Yes, you can: <a href=\"https://docs.aws.amazon.com/sagemaker/latest/dg/model-managed-spot-training.html\">https://docs.aws.amazon.com/sagemaker/latest/dg/model-managed-spot-training.html</a></p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 705168,
          "author_name": "miwojc",
          "author_url": "",
          "post_date": "12/28/2019 15:21:42",
          "content": "<p>Looks like you can <a href=\"https://docs.aws.amazon.com/sagemaker/latest/dg/model-managed-spot-training.html\">https://docs.aws.amazon.com/sagemaker/latest/dg/model-managed-spot-training.html</a></p>",
          "votes": null,
          "replies": []
        }
      ]
    },
    {
      "id": 714284,
      "author_name": "zaharch",
      "author_url": "",
      "post_date": "01/09/2020 09:06:23",
      "content": "<p>Hi friends, have anyone tried it, how is it? Any pitfalls? Any feedback is very appreciated.</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 768286,
      "author_name": "jagannathrk",
      "author_url": "",
      "post_date": "03/10/2020 15:53:10",
      "content": "<p>Thanks for sharing. We will give a try!</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "704714": "Hi everyone,\n\nI'm developing a tool called [Spotty](https://spotty.cloud/). It drastically simplifies training of Deep Learning models on AWS. Considering that the organizer supports this competition with AWS credits, I think this tool might save you some time setting up the environment.\n\nPlease, read the article to see how it works in practice: [How to train Deep Learning models on AWS Spot Instances using Spotty](https://towardsdatascience.com/how-to-train-deep-learning-models-on-aws-spot-instances-using-spotty-8d9e0543d365).\n\nDocumentation: https://spotty.cloud\nGithub repository: https://github.com/apls777/spotty\n\nThanks!",
    "704832": "Really cool, thanks for sharing! Will definitely give it a try :)",
    "705097": "Can you use Sagemaker with spot instances?",
    "705104": "Yes, you can: https://docs.aws.amazon.com/sagemaker/latest/dg/model-managed-spot-training.html",
    "705168": "Looks like you can https://docs.aws.amazon.com/sagemaker/latest/dg/model-managed-spot-training.html",
    "714284": "Hi friends, have anyone tried it, how is it? Any pitfalls? Any feedback is very appreciated.",
    "768286": "Thanks for sharing. We will give a try!"
  },
  "source": "meta"
}