{
  "id": 727017,
  "title": "[0.95] Computer Vision for Wildlife with Fine Tuning vs Frozen Model comparison",
  "url": "/competitions/jaguar-re-id/discussion/727017",
  "author_name": "Rommel Sharma",
  "post_date": "2026-07-17T16:12:35.105000",
  "votes": 0,
  "comment_count": 0,
  "views": 0,
  "content": "<p>A beginner-friendly tour of computer vision — what it is, where it shows up in daily life, and the surprisingly simple idea that took our wildlife-ID model from good to great.</p>\n<p>My learnings from the Jaguar Re-ID competition (mostly after the competition was over as I took my time to clear the fundamentals) that I am sharing for anyone to have a quick start. </p>\n<p>Read it here: \n<strong><a href=\"https://medium.com/@rommelsharma/the-jaguar-spotter-how-ai-tells-one-big-cat-from-another-2764d19ddd5a?postPublishedType=repub\" target=\"_blank\">The Jaguar Spotter: How AI Tells One Big Cat From Another</a></strong></p>\n<p>A big thanks to all the leaderboard participants who shared their knowledge openly to educate and empower the community with new skills.</p>\n<p>Thank you!\nRommel Sharma</p>",
  "messages": [
    {
      "id": 3499563,
      "postDate": "2026-07-17T16:12:35.107Z",
      "content": "<p>A beginner-friendly tour of computer vision — what it is, where it shows up in daily life, and the surprisingly simple idea that took our wildlife-ID model from good to great.</p>\n<p>My learnings from the Jaguar Re-ID competition (mostly after the competition was over as I took my time to clear the fundamentals) that I am sharing for anyone to have a quick start. </p>\n<p>Read it here: \n<strong><a href=\"https://medium.com/@rommelsharma/the-jaguar-spotter-how-ai-tells-one-big-cat-from-another-2764d19ddd5a?postPublishedType=repub\" target=\"_blank\">The Jaguar Spotter: How AI Tells One Big Cat From Another</a></strong></p>\n<p>A big thanks to all the leaderboard participants who shared their knowledge openly to educate and empower the community with new skills.</p>\n<p>Thank you!\nRommel Sharma</p>",
      "rawMarkdown": "A beginner-friendly tour of computer vision — what it is, where it shows up in daily life, and the surprisingly simple idea that took our wildlife-ID model from good to great.\n\nMy learnings from the Jaguar Re-ID competition (mostly after the competition was over as I took my time to clear the fundamentals) that I am sharing for anyone to have a quick start. \n\nRead it here: \n**[The Jaguar Spotter: How AI Tells One Big Cat From Another](https://medium.com/@rommelsharma/the-jaguar-spotter-how-ai-tells-one-big-cat-from-another-2764d19ddd5a?postPublishedType=repub)**\n\nA big thanks to all the leaderboard participants who shared their knowledge openly to educate and empower the community with new skills.\n\nThank you!\nRommel Sharma"
    }
  ],
  "comments": [],
  "raw_markdown_by_id": {
    "3499563": "A beginner-friendly tour of computer vision — what it is, where it shows up in daily life, and the surprisingly simple idea that took our wildlife-ID model from good to great.\n\nMy learnings from the Jaguar Re-ID competition (mostly after the competition was over as I took my time to clear the fundamentals) that I am sharing for anyone to have a quick start. \n\nRead it here: \n**[The Jaguar Spotter: How AI Tells One Big Cat From Another](https://medium.com/@rommelsharma/the-jaguar-spotter-how-ai-tells-one-big-cat-from-another-2764d19ddd5a?postPublishedType=repub)**\n\nA big thanks to all the leaderboard participants who shared their knowledge openly to educate and empower the community with new skills.\n\nThank you!\nRommel Sharma"
  }
}