{
  "id": 95173,
  "title": "Are top teams using fast.ai?",
  "url": "/competitions/freesound-audio-tagging-2019/discussion/95173",
  "author_name": "",
  "post_date": "2019-06-10T14:20:35.340288500Z",
  "votes": 1,
  "comment_count": 7,
  "views": 0,
  "content": "<p>I've never used fast.ai but I started to see so many reasons to do so. I'm wondering if here too top teams are using fast.ai?</p>",
  "messages": [
    {
      "id": "549300",
      "postDate": "06/10/2019 14:20:35",
      "content": "<p>I've never used fast.ai but I started to see so many reasons to do so. I'm wondering if here too top teams are using fast.ai?</p>",
      "rawMarkdown": "I've never used fast.ai but I started to see so many reasons to do so. I'm wondering if here too top teams are using fast.ai?",
      "votes": null
    },
    {
      "id": "549319",
      "postDate": "06/10/2019 14:40:54",
      "content": "<p>you can choose any deep learning libraries including keras, pytorch. framework has low correlation with high score :)</p>",
      "rawMarkdown": "you can choose any deep learning libraries including keras, pytorch. framework has low correlation with high score :)",
      "votes": null
    },
    {
      "id": "549377",
      "postDate": "06/10/2019 15:43:47",
      "content": "<p>I think there are many great tools in fast.ai that are not so easy to use in different libraries like lr finder, mixup etc. The good tools are very important, so there can be so correlation...</p>",
      "rawMarkdown": "I think there are many great tools in fast.ai that are not so easy to use in different libraries like lr finder, mixup etc. The good tools are very important, so there can be so correlation...",
      "votes": null
    },
    {
      "id": "549389",
      "postDate": "06/10/2019 15:53:05",
      "content": "<p>mixup can be easily implemented with keras and pytorch if you look up for some kernels</p>",
      "rawMarkdown": "mixup can be easily implemented with keras and pytorch if you look up for some kernels",
      "votes": null
    },
    {
      "id": "549640",
      "postDate": "06/10/2019 22:30:15",
      "content": "<p>We used pure PyTorch.</p>",
      "rawMarkdown": "We used pure PyTorch.",
      "votes": null
    },
    {
      "id": "549849",
      "postDate": "06/11/2019 04:56:06",
      "content": "<p>PyTorch in this competition</p>",
      "rawMarkdown": "PyTorch in this competition",
      "votes": null
    },
    {
      "id": "550437",
      "postDate": "06/11/2019 16:15:26",
      "content": "<p>I'm using fastai </p>",
      "rawMarkdown": "I'm using fastai",
      "votes": null
    },
    {
      "id": "550462",
      "postDate": "06/11/2019 16:41:10",
      "content": "<p>Curious to see your approach <a href=\"/mnpinto\">@mnpinto</a>. I used FastAI too. After the contest, if you could share your solution, it would be really helpful for the rest of us to learn from.</p>",
      "rawMarkdown": "Curious to see your approach @mnpinto. I used FastAI too. After the contest, if you could share your solution, it would be really helpful for the rest of us to learn from.",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 549319,
      "author_name": "yangsaewon",
      "author_url": "",
      "post_date": "06/10/2019 14:40:54",
      "content": "<p>you can choose any deep learning libraries including keras, pytorch. framework has low correlation with high score :)</p>",
      "votes": null,
      "replies": [
        {
          "id": 549377,
          "author_name": "davids1992",
          "author_url": "",
          "post_date": "06/10/2019 15:43:47",
          "content": "<p>I think there are many great tools in fast.ai that are not so easy to use in different libraries like lr finder, mixup etc. The good tools are very important, so there can be so correlation...</p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 549389,
          "author_name": "yangsaewon",
          "author_url": "",
          "post_date": "06/10/2019 15:53:05",
          "content": "<p>mixup can be easily implemented with keras and pytorch if you look up for some kernels</p>",
          "votes": null,
          "replies": []
        }
      ]
    },
    {
      "id": 549640,
      "author_name": "hidehisaarai1213",
      "author_url": "",
      "post_date": "06/10/2019 22:30:15",
      "content": "<p>We used pure PyTorch.</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 549849,
      "author_name": "iafoss",
      "author_url": "",
      "post_date": "06/11/2019 04:56:06",
      "content": "<p>PyTorch in this competition</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 550437,
      "author_name": "mnpinto",
      "author_url": "",
      "post_date": "06/11/2019 16:15:26",
      "content": "<p>I'm using fastai </p>",
      "votes": null,
      "replies": [
        {
          "id": 550462,
          "author_name": "sairam6087",
          "author_url": "",
          "post_date": "06/11/2019 16:41:10",
          "content": "<p>Curious to see your approach <a href=\"/mnpinto\">@mnpinto</a>. I used FastAI too. After the contest, if you could share your solution, it would be really helpful for the rest of us to learn from.</p>",
          "votes": null,
          "replies": []
        }
      ]
    }
  ],
  "raw_markdown_by_id": {
    "549300": "I've never used fast.ai but I started to see so many reasons to do so. I'm wondering if here too top teams are using fast.ai?",
    "549319": "you can choose any deep learning libraries including keras, pytorch. framework has low correlation with high score :)",
    "549377": "I think there are many great tools in fast.ai that are not so easy to use in different libraries like lr finder, mixup etc. The good tools are very important, so there can be so correlation...",
    "549389": "mixup can be easily implemented with keras and pytorch if you look up for some kernels",
    "549640": "We used pure PyTorch.",
    "549849": "PyTorch in this competition",
    "550437": "I'm using fastai",
    "550462": "Curious to see your approach @mnpinto. I used FastAI too. After the contest, if you could share your solution, it would be really helpful for the rest of us to learn from."
  },
  "source": "meta"
}