{
  "id": 397924,
  "title": "Filtering Spatial and Temporal Data for Optimum Performance 📈",
  "url": "/competitions/asl-signs/discussion/397924",
  "author_name": "",
  "post_date": "2023-03-27T20:07:57.011984100Z",
  "votes": 10,
  "comment_count": 4,
  "views": 0,
  "content": "<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F5746197%2F0402d6c952e8819f497db53b2863fdfa%2FScreen%20Shot%202023-03-27%20at%202.02.25%20PM.png?generation=1679947486759724&amp;alt=media\" alt=\"\"></p>\n<p>My latest Notebook offers a comprehensive guide to optimizing your ASL dataset with a combination of spatial and temporal filtering. By extracting evenly spaced frames and filtering out missing data, you'll be able to create a generalized representation of your data that's perfect for increasing the ML training performance. <a href=\"https://www.kaggle.com/code/josephzahar/spatial-temporal-filter-for-optimum-learning\" target=\"_blank\">Check it out</a>!</p>",
  "messages": [
    {
      "id": "2199566",
      "postDate": "03/27/2023 20:07:57",
      "content": "<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F5746197%2F0402d6c952e8819f497db53b2863fdfa%2FScreen%20Shot%202023-03-27%20at%202.02.25%20PM.png?generation=1679947486759724&amp;alt=media\" alt=\"\"></p>\n<p>My latest Notebook offers a comprehensive guide to optimizing your ASL dataset with a combination of spatial and temporal filtering. By extracting evenly spaced frames and filtering out missing data, you'll be able to create a generalized representation of your data that's perfect for increasing the ML training performance. <a href=\"https://www.kaggle.com/code/josephzahar/spatial-temporal-filter-for-optimum-learning\" target=\"_blank\">Check it out</a>!</p>",
      "rawMarkdown": "![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F5746197%2F0402d6c952e8819f497db53b2863fdfa%2FScreen%20Shot%202023-03-27%20at%202.02.25%20PM.png?generation=1679947486759724&alt=media)\n\nMy latest Notebook offers a comprehensive guide to optimizing your ASL dataset with a combination of spatial and temporal filtering. By extracting evenly spaced frames and filtering out missing data, you'll be able to create a generalized representation of your data that's perfect for increasing the ML training performance. [Check it out](https://www.kaggle.com/code/josephzahar/spatial-temporal-filter-for-optimum-learning)!",
      "votes": null
    },
    {
      "id": "2199827",
      "postDate": "03/28/2023 04:43:41",
      "content": "<p>Thank you for sharing this. Did you perform any experiment that shows how your approach improves the model?</p>",
      "rawMarkdown": "Thank you for sharing this. Did you perform any experiment that shows how your approach improves the model?",
      "votes": null
    },
    {
      "id": "2200009",
      "postDate": "03/28/2023 07:52:01",
      "content": "<p>I doing something similar while preprocessing, it works for me</p>",
      "rawMarkdown": "I doing something similar while preprocessing, it works for me",
      "votes": null
    },
    {
      "id": "2200344",
      "postDate": "03/28/2023 13:37:06",
      "content": "<p>I will be posting another notebook which will be using the above data to display its performance compared to a baseline model that uses the mean and std data!</p>",
      "rawMarkdown": "I will be posting another notebook which will be using the above data to display its performance compared to a baseline model that uses the mean and std data!",
      "votes": null
    },
    {
      "id": "2200352",
      "postDate": "03/28/2023 13:45:58",
      "content": "<p>Thank you so much. Looking forward to taking a look at your work!</p>",
      "rawMarkdown": "Thank you so much. Looking forward to taking a look at your work!",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 2199827,
      "author_name": "meowmeowmeowmeowmeow",
      "author_url": "",
      "post_date": "03/28/2023 04:43:41",
      "content": "<p>Thank you for sharing this. Did you perform any experiment that shows how your approach improves the model?</p>",
      "votes": null,
      "replies": [
        {
          "id": 2200344,
          "author_name": "josephzahar",
          "author_url": "",
          "post_date": "03/28/2023 13:37:06",
          "content": "<p>I will be posting another notebook which will be using the above data to display its performance compared to a baseline model that uses the mean and std data!</p>",
          "votes": null,
          "replies": [
            {
              "id": 2200352,
              "author_name": "meowmeowmeowmeowmeow",
              "author_url": "",
              "post_date": "03/28/2023 13:45:58",
              "content": "<p>Thank you so much. Looking forward to taking a look at your work!</p>",
              "votes": null,
              "replies": []
            }
          ]
        }
      ]
    },
    {
      "id": 2200009,
      "author_name": "programmaticart",
      "author_url": "",
      "post_date": "03/28/2023 07:52:01",
      "content": "<p>I doing something similar while preprocessing, it works for me</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "2199566": "![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F5746197%2F0402d6c952e8819f497db53b2863fdfa%2FScreen%20Shot%202023-03-27%20at%202.02.25%20PM.png?generation=1679947486759724&alt=media)\n\nMy latest Notebook offers a comprehensive guide to optimizing your ASL dataset with a combination of spatial and temporal filtering. By extracting evenly spaced frames and filtering out missing data, you'll be able to create a generalized representation of your data that's perfect for increasing the ML training performance. [Check it out](https://www.kaggle.com/code/josephzahar/spatial-temporal-filter-for-optimum-learning)!",
    "2199827": "Thank you for sharing this. Did you perform any experiment that shows how your approach improves the model?",
    "2200009": "I doing something similar while preprocessing, it works for me",
    "2200344": "I will be posting another notebook which will be using the above data to display its performance compared to a baseline model that uses the mean and std data!",
    "2200352": "Thank you so much. Looking forward to taking a look at your work!"
  },
  "source": "meta"
}