{
  "id": 379784,
  "title": "[Chai Time] Panel with Top Kagglers on Best Practises 🥇",
  "url": "/competitions/rsna-breast-cancer-detection/discussion/379784",
  "author_name": "Sanyam Bhutani",
  "post_date": "2023-01-21T04:39:10.663000",
  "votes": 28,
  "comment_count": 11,
  "views": 0,
  "content": "<p>Hi Everyone, </p>\n<p>This was the most legendary panel I had the privilege of hosting till date 🙏 I had hosted some of the best Kagglers on \"Best Practises for Training ML Models\", we discussed:</p>\n<ul>\n<li>Early Stopping</li>\n<li>LR Schedulers, Warmup, Optimisers</li>\n<li>Differential LR</li>\n<li>Data Augmentation</li>\n<li>CNNs Vs Transformers</li>\n<li>Best Practises for NLP</li>\n<li>Stacking </li>\n</ul>\n<p>Thanks to the absolute legends from H2O for doing the panel: <a href=\"https://www.kaggle.com/dott1718\" target=\"_blank\">Dott</a>, <a href=\"https://www.kaggle.com/gaborfodor\" target=\"_blank\">Beluga</a>, <a href=\"https://www.kaggle.com/ilu000\" target=\"_blank\">ilu</a>, <a href=\"https://www.kaggle.com/philippsinger\" target=\"_blank\">Psi</a>, <a href=\"https://www.kaggle.com/ybabakhin\" target=\"_blank\">ybabkhin (b.e.s)</a> 🙏</p>\n<p><a href=\"https://www.youtube.com/watch?v=_mzrfMA8Qx4\" target=\"_blank\">Link to the panel video</a></p>\n<p><a href=\"https://anchor.fm/chaitimedatascience\" target=\"_blank\">Audio version (will be published on Sunday</a></p>",
  "messages": [
    {
      "id": 2109024,
      "postDate": "2023-01-21T04:39:10.663Z",
      "content": "<p>Hi Everyone, </p>\n<p>This was the most legendary panel I had the privilege of hosting till date 🙏 I had hosted some of the best Kagglers on \"Best Practises for Training ML Models\", we discussed:</p>\n<ul>\n<li>Early Stopping</li>\n<li>LR Schedulers, Warmup, Optimisers</li>\n<li>Differential LR</li>\n<li>Data Augmentation</li>\n<li>CNNs Vs Transformers</li>\n<li>Best Practises for NLP</li>\n<li>Stacking </li>\n</ul>\n<p>Thanks to the absolute legends from H2O for doing the panel: <a href=\"https://www.kaggle.com/dott1718\" target=\"_blank\">Dott</a>, <a href=\"https://www.kaggle.com/gaborfodor\" target=\"_blank\">Beluga</a>, <a href=\"https://www.kaggle.com/ilu000\" target=\"_blank\">ilu</a>, <a href=\"https://www.kaggle.com/philippsinger\" target=\"_blank\">Psi</a>, <a href=\"https://www.kaggle.com/ybabakhin\" target=\"_blank\">ybabkhin (b.e.s)</a> 🙏</p>\n<p><a href=\"https://www.youtube.com/watch?v=_mzrfMA8Qx4\" target=\"_blank\">Link to the panel video</a></p>\n<p><a href=\"https://anchor.fm/chaitimedatascience\" target=\"_blank\">Audio version (will be published on Sunday</a></p>",
      "rawMarkdown": "Hi Everyone, \n\nThis was the most legendary panel I had the privilege of hosting till date 🙏 I had hosted some of the best Kagglers on \"Best Practises for Training ML Models\", we discussed:\n\n- Early Stopping\n- LR Schedulers, Warmup, Optimisers\n- Differential LR\n- Data Augmentation\n- CNNs Vs Transformers\n- Best Practises for NLP\n- Stacking \n\nThanks to the absolute legends from H2O for doing the panel: [Dott](https://www.kaggle.com/dott1718), [Beluga](https://www.kaggle.com/gaborfodor), [ilu](https://www.kaggle.com/ilu000), [Psi](https://www.kaggle.com/philippsinger), [ybabkhin (b.e.s)](https://www.kaggle.com/ybabakhin) 🙏\n\n[Link to the panel video](https://www.youtube.com/watch?v=_mzrfMA8Qx4)\n\n[Audio version (will be published on Sunday](https://anchor.fm/chaitimedatascience)",
      "votes": 28
    },
    {
      "id": 2109231,
      "postDate": "2023-01-21T08:11:36.293Z",
      "content": "<p>Very nice panel video. I watched twice. Lots of interesting insights and experiences. I recommend.<br>\nUnfortunately no (direct) answer how to improve score in rsna 😂</p>",
      "rawMarkdown": "Very nice panel video. I watched twice. Lots of interesting insights and experiences. I recommend.\nUnfortunately no (direct) answer how to improve score in rsna 😂",
      "votes": 4,
      "replies": [
        {
          "id": 2109293,
          "postDate": "2023-01-21T09:41:15.757Z",
          "content": "<p>Thank you Remek, I'm happy you enjoyed the discussion! 🙏</p>\n<p>Yeah, the audience tried really hard to extract Team Hydrogen's insights but they didn't spill any chai 😁</p>",
          "rawMarkdown": "Thank you Remek, I'm happy you enjoyed the discussion! 🙏\n\nYeah, the audience tried really hard to extract Team Hydrogen's insights but they didn't spill any chai 😁",
          "votes": 3,
          "replies": [
            {
              "id": 2109327,
              "postDate": "2023-01-21T10:21:40.410Z",
              "content": "<p>Yes, I saw … but … one tip \"look into past comeptition\" 😄</p>",
              "rawMarkdown": "Yes, I saw ... but ... one tip \"look into past comeptition\" 😄",
              "votes": 1
            },
            {
              "id": 2109335,
              "postDate": "2023-01-21T10:32:28.220Z",
              "content": "<p>Yes, unfortunately :D </p>",
              "rawMarkdown": "Yes, unfortunately :D "
            }
          ]
        },
        {
          "id": 2109365,
          "postDate": "2023-01-21T11:16:57.277Z",
          "content": "<p>lol. They hold secrets close to their chest. :P </p>",
          "rawMarkdown": "lol. They hold secrets close to their chest. :P ",
          "votes": 2,
          "replies": [
            {
              "id": 2109383,
              "postDate": "2023-01-21T11:26:52.220Z",
              "content": "<p>Very good. This is competition. They push us to search for solutions and learn. <br>\n<a href=\"https://www.kaggle.com/init27\" target=\"_blank\">@init27</a> it would be great to talk with winners (as a competition summary) how they organized work during this competition. </p>",
              "rawMarkdown": "Very good. This is competition. They push us to search for solutions and learn. \n@init27 it would be great to talk with winners (as a competition summary) how they organized work during this competition. ",
              "votes": 1
            },
            {
              "id": 2109674,
              "postDate": "2023-01-21T15:17:57.317Z",
              "content": "<p>Thank you 🙏</p>\n<p>Honestly, the reason I stopped interviewing so frequently was because I have interviewed many Kagglers multiple times. To the point, it was my 9th Interview with Psi yesterday 😱</p>\n<p>I treat high ranked competitors with my sincerest regards so I want to avoid wasting their time. I know people still enjoy agreeing to my requests but I personally feel conflicted if the interview doesn't have some unique element or is repetitive. </p>\n<p>Just because of that, I have live-streamed by myself now for previous 3-4 months where I just explain the solutions to the audience. </p>\n<p>Not sure if that's the best approach, I might revert to interviewing again but I'm a bit conflicted as you can tell</p>",
              "rawMarkdown": "Thank you 🙏\n\nHonestly, the reason I stopped interviewing so frequently was because I have interviewed many Kagglers multiple times. To the point, it was my 9th Interview with Psi yesterday 😱\n\nI treat high ranked competitors with my sincerest regards so I want to avoid wasting their time. I know people still enjoy agreeing to my requests but I personally feel conflicted if the interview doesn't have some unique element or is repetitive. \n\nJust because of that, I have live-streamed by myself now for previous 3-4 months where I just explain the solutions to the audience. \n\nNot sure if that's the best approach, I might revert to interviewing again but I'm a bit conflicted as you can tell",
              "votes": 4
            },
            {
              "id": 2111155,
              "postDate": "2023-01-22T16:30:16.050Z",
              "content": "<p>Thank you <a href=\"https://www.kaggle.com/init27\" target=\"_blank\">@init27</a>  for hosting these.  </p>\n<p>Have you tried inviting multiple top teams after a competition ends (with RSVP - that way you know how much time you will be live or questions to plan etc) <br>\nIt can be lively and quite informative discussion - different teams sharing and asking questions about their solutions.   I believe top teams will also like this because there's lot to learn from different approaches to solving a problem.</p>",
              "rawMarkdown": "Thank you @init27  for hosting these.  \n\nHave you tried inviting multiple top teams after a competition ends (with RSVP - that way you know how much time you will be live or questions to plan etc) \nIt can be lively and quite informative discussion - different teams sharing and asking questions about their solutions.   I believe top teams will also like this because there's lot to learn from different approaches to solving a problem."
            }
          ]
        }
      ]
    },
    {
      "id": 2110583,
      "postDate": "2023-01-22T09:31:29.330Z",
      "content": "<p>Nice video, thanks, enjoyed a lot. </p>\n<p>Lot's of insights indeed on the way to train NN: the tips concerning the early stopping not to overfit the validation set are pretty insightfull !!! </p>",
      "rawMarkdown": "Nice video, thanks, enjoyed a lot. \n\nLot's of insights indeed on the way to train NN: the tips concerning the early stopping not to overfit the validation set are pretty insightfull !!! ",
      "votes": 1
    },
    {
      "id": 2110385,
      "postDate": "2023-01-22T07:01:03.963Z",
      "content": "<p>Nice Video <a href=\"https://www.kaggle.com/init27\" target=\"_blank\">@init27</a> .Very mUch Informative .  Sanyam ,you tried hard to create a fighting environment but  Team Hydrogen is superb . All Of Them Often Same ViewPoint  On A Topic. <br>\nIt is great to see that <strong>every time sanyam thought Now The Original Debate will Start</strong> ,<br>\n <strong>But Few Minutes Later Sanyam Be Like:</strong><br>\n<strong>May Be I have To Go For Another One👀</strong></p>\n<h4><strong>But Very Informative One 🙏.</strong></h4>",
      "rawMarkdown": "Nice Video @init27 .Very mUch Informative .  Sanyam ,you tried hard to create a fighting environment but  Team Hydrogen is superb . All Of Them Often Same ViewPoint  On A Topic. \nIt is great to see that **every time sanyam thought Now The Original Debate will Start** ,\n **But Few Minutes Later Sanyam Be Like:**\n**May Be I have To Go For Another One👀**\n#### **But Very Informative One 🙏.**",
      "votes": 1
    },
    {
      "id": 2110528,
      "postDate": "2023-01-22T09:07:57.807Z",
      "rawMarkdown": "",
      "votes": 2,
      "isDeleted": true
    }
  ],
  "comments": [
    {
      "id": 2109231,
      "author_name": "Remek Kinas",
      "author_url": "",
      "post_date": "2023-01-21T08:11:36.293000",
      "content": "<p>Very nice panel video. I watched twice. Lots of interesting insights and experiences. I recommend.<br>\nUnfortunately no (direct) answer how to improve score in rsna 😂</p>",
      "votes": 4,
      "replies": [
        {
          "id": 2109293,
          "author_name": "Sanyam Bhutani",
          "author_url": "",
          "post_date": "2023-01-21T09:41:15.757000",
          "content": "<p>Thank you Remek, I'm happy you enjoyed the discussion! 🙏</p>\n<p>Yeah, the audience tried really hard to extract Team Hydrogen's insights but they didn't spill any chai 😁</p>",
          "votes": 3,
          "replies": [
            {
              "id": 2109327,
              "author_name": "Remek Kinas",
              "author_url": "",
              "post_date": "2023-01-21T10:21:40.410000",
              "content": "<p>Yes, I saw … but … one tip \"look into past comeptition\" 😄</p>",
              "votes": 1,
              "replies": []
            },
            {
              "id": 2109335,
              "author_name": "slime",
              "author_url": "",
              "post_date": "2023-01-21T10:32:28.220000",
              "content": "<p>Yes, unfortunately :D </p>",
              "votes": 0,
              "replies": []
            }
          ]
        },
        {
          "id": 2109365,
          "author_name": "Phaedrus",
          "author_url": "",
          "post_date": "2023-01-21T11:16:57.277000",
          "content": "<p>lol. They hold secrets close to their chest. :P </p>",
          "votes": 2,
          "replies": [
            {
              "id": 2109383,
              "author_name": "Remek Kinas",
              "author_url": "",
              "post_date": "2023-01-21T11:26:52.220000",
              "content": "<p>Very good. This is competition. They push us to search for solutions and learn. <br>\n<a href=\"https://www.kaggle.com/init27\" target=\"_blank\">@init27</a> it would be great to talk with winners (as a competition summary) how they organized work during this competition. </p>",
              "votes": 1,
              "replies": []
            },
            {
              "id": 2109674,
              "author_name": "Sanyam Bhutani",
              "author_url": "",
              "post_date": "2023-01-21T15:17:57.317000",
              "content": "<p>Thank you 🙏</p>\n<p>Honestly, the reason I stopped interviewing so frequently was because I have interviewed many Kagglers multiple times. To the point, it was my 9th Interview with Psi yesterday 😱</p>\n<p>I treat high ranked competitors with my sincerest regards so I want to avoid wasting their time. I know people still enjoy agreeing to my requests but I personally feel conflicted if the interview doesn't have some unique element or is repetitive. </p>\n<p>Just because of that, I have live-streamed by myself now for previous 3-4 months where I just explain the solutions to the audience. </p>\n<p>Not sure if that's the best approach, I might revert to interviewing again but I'm a bit conflicted as you can tell</p>",
              "votes": 4,
              "replies": []
            },
            {
              "id": 2111155,
              "author_name": "RB",
              "author_url": "",
              "post_date": "2023-01-22T16:30:16.050000",
              "content": "<p>Thank you <a href=\"https://www.kaggle.com/init27\" target=\"_blank\">@init27</a>  for hosting these.  </p>\n<p>Have you tried inviting multiple top teams after a competition ends (with RSVP - that way you know how much time you will be live or questions to plan etc) <br>\nIt can be lively and quite informative discussion - different teams sharing and asking questions about their solutions.   I believe top teams will also like this because there's lot to learn from different approaches to solving a problem.</p>",
              "votes": 0,
              "replies": []
            }
          ]
        }
      ]
    },
    {
      "id": 2110583,
      "author_name": "FabienDaniel",
      "author_url": "",
      "post_date": "2023-01-22T09:31:29.330000",
      "content": "<p>Nice video, thanks, enjoyed a lot. </p>\n<p>Lot's of insights indeed on the way to train NN: the tips concerning the early stopping not to overfit the validation set are pretty insightfull !!! </p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 2110385,
      "author_name": "SOUMENDRA PRASAD MOHANTY",
      "author_url": "",
      "post_date": "2023-01-22T07:01:03.963000",
      "content": "<p>Nice Video <a href=\"https://www.kaggle.com/init27\" target=\"_blank\">@init27</a> .Very mUch Informative .  Sanyam ,you tried hard to create a fighting environment but  Team Hydrogen is superb . All Of Them Often Same ViewPoint  On A Topic. <br>\nIt is great to see that <strong>every time sanyam thought Now The Original Debate will Start</strong> ,<br>\n <strong>But Few Minutes Later Sanyam Be Like:</strong><br>\n<strong>May Be I have To Go For Another One👀</strong></p>\n<h4><strong>But Very Informative One 🙏.</strong></h4>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 2110528,
      "author_name": "",
      "author_url": "",
      "post_date": "2023-01-22T09:07:57.807000",
      "content": "",
      "votes": 2,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "2109024": "Hi Everyone, \n\nThis was the most legendary panel I had the privilege of hosting till date 🙏 I had hosted some of the best Kagglers on \"Best Practises for Training ML Models\", we discussed:\n\n- Early Stopping\n- LR Schedulers, Warmup, Optimisers\n- Differential LR\n- Data Augmentation\n- CNNs Vs Transformers\n- Best Practises for NLP\n- Stacking \n\nThanks to the absolute legends from H2O for doing the panel: [Dott](https://www.kaggle.com/dott1718), [Beluga](https://www.kaggle.com/gaborfodor), [ilu](https://www.kaggle.com/ilu000), [Psi](https://www.kaggle.com/philippsinger), [ybabkhin (b.e.s)](https://www.kaggle.com/ybabakhin) 🙏\n\n[Link to the panel video](https://www.youtube.com/watch?v=_mzrfMA8Qx4)\n\n[Audio version (will be published on Sunday](https://anchor.fm/chaitimedatascience)",
    "2109231": "Very nice panel video. I watched twice. Lots of interesting insights and experiences. I recommend.\nUnfortunately no (direct) answer how to improve score in rsna 😂",
    "2110583": "Nice video, thanks, enjoyed a lot. \n\nLot's of insights indeed on the way to train NN: the tips concerning the early stopping not to overfit the validation set are pretty insightfull !!! ",
    "2110385": "Nice Video @init27 .Very mUch Informative .  Sanyam ,you tried hard to create a fighting environment but  Team Hydrogen is superb . All Of Them Often Same ViewPoint  On A Topic. \nIt is great to see that **every time sanyam thought Now The Original Debate will Start** ,\n **But Few Minutes Later Sanyam Be Like:**\n**May Be I have To Go For Another One👀**\n#### **But Very Informative One 🙏.**",
    "2110528": ""
  }
}