{
  "id": 47840,
  "title": "Interesting past kernels/discussions from LB current leaders",
  "url": "/competitions/data-science-bowl-2018/discussion/47840",
  "author_name": "",
  "post_date": "2018-01-19T16:42:19.683030600Z",
  "votes": 7,
  "comment_count": 1,
  "views": 0,
  "content": "<p>The current top 10 LB leaders probably have some experience with segmentation ! We can probably learn from what they shared in the past.</p>\n\n<p>Here are some past kernels or links related to segmentation from some of the current top 10 leaders with interesting ideas:</p>\n\n<p>From ZFTurbo:</p>\n\n<p><strong>Ultrasound nerve segmentation</strong>\n<a href=\"https://www.kaggle.com/zfturbo/keras-is-there-any-nerve\">https://www.kaggle.com/zfturbo/keras-is-there-any-nerve</a></p>\n\n<p><strong>Carvana Image Masking Challenge</strong>\n<a href=\"https://www.kaggle.com/zfturbo/baseline-optimal-mask\">https://www.kaggle.com/zfturbo/baseline-optimal-mask</a></p>\n\n<p>From outrunner:</p>\n\n<p><strong>NOAA Fisheries Steller Sea Lion Population Count</strong>\n<a href=\"https://www.kaggle.com/outrunner/use-keras-to-count-sea-lions\">https://www.kaggle.com/outrunner/use-keras-to-count-sea-lions</a>\n<a href=\"https://www.kaggle.com/c/noaa-fisheries-steller-sea-lion-population-count/discussion/35408#196735\">https://www.kaggle.com/c/noaa-fisheries-steller-sea-lion-population-count/discussion/35408#196735</a></p>\n\n<p>From lyakaap:</p>\n\n<p><strong>Carvana Image Masking Challenge</strong>\n<a href=\"https://www.kaggle.com/c/carvana-image-masking-challenge/discussion/40199#225523\">https://www.kaggle.com/c/carvana-image-masking-challenge/discussion/40199#225523</a></p>\n\n<p>From Heng CherKeng:</p>\n\n<p><strong>Carvana Image Masking Challenge</strong>\n<a href=\"https://www.kaggle.com/c/carvana-image-masking-challenge/discussion/37208\">https://www.kaggle.com/c/carvana-image-masking-challenge/discussion/37208</a>\n<a href=\"https://www.kaggle.com/c/carvana-image-masking-challenge/discussion/38125\">https://www.kaggle.com/c/carvana-image-masking-challenge/discussion/38125</a></p>\n\n<p>I hope you find good ideas ! Any comment on what could be useful ?</p>",
  "messages": [
    {
      "id": "271085",
      "postDate": "01/19/2018 16:42:19",
      "content": "<p>The current top 10 LB leaders probably have some experience with segmentation ! We can probably learn from what they shared in the past.</p>\n\n<p>Here are some past kernels or links related to segmentation from some of the current top 10 leaders with interesting ideas:</p>\n\n<p>From ZFTurbo:</p>\n\n<p><strong>Ultrasound nerve segmentation</strong>\n<a href=\"https://www.kaggle.com/zfturbo/keras-is-there-any-nerve\">https://www.kaggle.com/zfturbo/keras-is-there-any-nerve</a></p>\n\n<p><strong>Carvana Image Masking Challenge</strong>\n<a href=\"https://www.kaggle.com/zfturbo/baseline-optimal-mask\">https://www.kaggle.com/zfturbo/baseline-optimal-mask</a></p>\n\n<p>From outrunner:</p>\n\n<p><strong>NOAA Fisheries Steller Sea Lion Population Count</strong>\n<a href=\"https://www.kaggle.com/outrunner/use-keras-to-count-sea-lions\">https://www.kaggle.com/outrunner/use-keras-to-count-sea-lions</a>\n<a href=\"https://www.kaggle.com/c/noaa-fisheries-steller-sea-lion-population-count/discussion/35408#196735\">https://www.kaggle.com/c/noaa-fisheries-steller-sea-lion-population-count/discussion/35408#196735</a></p>\n\n<p>From lyakaap:</p>\n\n<p><strong>Carvana Image Masking Challenge</strong>\n<a href=\"https://www.kaggle.com/c/carvana-image-masking-challenge/discussion/40199#225523\">https://www.kaggle.com/c/carvana-image-masking-challenge/discussion/40199#225523</a></p>\n\n<p>From Heng CherKeng:</p>\n\n<p><strong>Carvana Image Masking Challenge</strong>\n<a href=\"https://www.kaggle.com/c/carvana-image-masking-challenge/discussion/37208\">https://www.kaggle.com/c/carvana-image-masking-challenge/discussion/37208</a>\n<a href=\"https://www.kaggle.com/c/carvana-image-masking-challenge/discussion/38125\">https://www.kaggle.com/c/carvana-image-masking-challenge/discussion/38125</a></p>\n\n<p>I hope you find good ideas ! Any comment on what could be useful ?</p>",
      "rawMarkdown": "The current top 10 LB leaders probably have some experience with segmentation ! We can probably learn from what they shared in the past.\n\nHere are some past kernels or links related to segmentation from some of the current top 10 leaders with interesting ideas:\n\nFrom ZFTurbo:\n\n**Ultrasound nerve segmentation**\nhttps://www.kaggle.com/zfturbo/keras-is-there-any-nerve\n\n**Carvana Image Masking Challenge**\nhttps://www.kaggle.com/zfturbo/baseline-optimal-mask\n\nFrom outrunner:\n\n**NOAA Fisheries Steller Sea Lion Population Count**\nhttps://www.kaggle.com/outrunner/use-keras-to-count-sea-lions\nhttps://www.kaggle.com/c/noaa-fisheries-steller-sea-lion-population-count/discussion/35408#196735\n\nFrom lyakaap:\n\n**Carvana Image Masking Challenge**\nhttps://www.kaggle.com/c/carvana-image-masking-challenge/discussion/40199#225523\n\nFrom Heng CherKeng:\n\n**Carvana Image Masking Challenge**\nhttps://www.kaggle.com/c/carvana-image-masking-challenge/discussion/37208\nhttps://www.kaggle.com/c/carvana-image-masking-challenge/discussion/38125\n\nI hope you find good ideas ! Any comment on what could be useful ?",
      "votes": null
    },
    {
      "id": "271152",
      "postDate": "01/19/2018 19:37:44",
      "content": "<p>Thanks for sharing. This is really good way to learn/start-up.</p>",
      "rawMarkdown": "Thanks for sharing. This is really good way to learn/start-up.",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 271152,
      "author_name": "abnerchou",
      "author_url": "",
      "post_date": "01/19/2018 19:37:44",
      "content": "<p>Thanks for sharing. This is really good way to learn/start-up.</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "271085": "The current top 10 LB leaders probably have some experience with segmentation ! We can probably learn from what they shared in the past.\n\nHere are some past kernels or links related to segmentation from some of the current top 10 leaders with interesting ideas:\n\nFrom ZFTurbo:\n\n**Ultrasound nerve segmentation**\nhttps://www.kaggle.com/zfturbo/keras-is-there-any-nerve\n\n**Carvana Image Masking Challenge**\nhttps://www.kaggle.com/zfturbo/baseline-optimal-mask\n\nFrom outrunner:\n\n**NOAA Fisheries Steller Sea Lion Population Count**\nhttps://www.kaggle.com/outrunner/use-keras-to-count-sea-lions\nhttps://www.kaggle.com/c/noaa-fisheries-steller-sea-lion-population-count/discussion/35408#196735\n\nFrom lyakaap:\n\n**Carvana Image Masking Challenge**\nhttps://www.kaggle.com/c/carvana-image-masking-challenge/discussion/40199#225523\n\nFrom Heng CherKeng:\n\n**Carvana Image Masking Challenge**\nhttps://www.kaggle.com/c/carvana-image-masking-challenge/discussion/37208\nhttps://www.kaggle.com/c/carvana-image-masking-challenge/discussion/38125\n\nI hope you find good ideas ! Any comment on what could be useful ?",
    "271152": "Thanks for sharing. This is really good way to learn/start-up."
  },
  "source": "meta"
}