{
  "total": 519,
  "topics": [
    {
      "id": 273988,
      "title": "New to Kaggle or Machine Learning? Come Say Hi!",
      "comment_count": 37,
      "views": 0,
      "votes": 27
    },
    {
      "id": 301677,
      "title": "Leaderboard Finalized - Congratulations to the Winners; Recap",
      "comment_count": 8,
      "views": 0,
      "votes": 26
    },
    {
      "id": 274106,
      "title": "May The Paws Be With You 🐶🐱",
      "comment_count": 56,
      "views": 0,
      "votes": 72
    },
    {
      "id": 288896,
      "title": "Tricks for Image Classification / Regression with Neural Networks",
      "comment_count": 49,
      "views": 0,
      "votes": 293
    },
    {
      "id": 446588,
      "title": "test for test for test",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 432704,
      "title": "The choice of GPU",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 300938,
      "title": "1st Place - Winning Solution - Placeholder",
      "comment_count": 115,
      "views": 0,
      "votes": 274
    },
    {
      "id": 300928,
      "title": "[Public 1st/ Private 5th] Solution Overview",
      "comment_count": 12,
      "views": 0,
      "votes": 87
    },
    {
      "id": 282617,
      "title": "Kaggle's Most Detailed Image Augmentations Notebook ",
      "comment_count": 25,
      "views": 0,
      "votes": 46
    },
    {
      "id": 278346,
      "title": "Tweedie distribution with LightGBM and tuning",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 366345,
      "title": "Doubt about this competition. Please help",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 279212,
      "title": "Approach : Feature Extractor + Machine Learning Algorithm",
      "comment_count": 5,
      "views": 0,
      "votes": 21
    },
    {
      "id": 301686,
      "title": "1st Place - Winning Solution - Full Writeup",
      "comment_count": 85,
      "views": 0,
      "votes": 329
    },
    {
      "id": 301332,
      "title": "Learn from this competition, avoid mistakes!",
      "comment_count": 4,
      "views": 0,
      "votes": 12
    },
    {
      "id": 279460,
      "title": "PyTorch trick: Lazy layers",
      "comment_count": 8,
      "views": 0,
      "votes": 147
    },
    {
      "id": 277209,
      "title": "How to mount Kaggle GCS path in Google Colab",
      "comment_count": 3,
      "views": 0,
      "votes": 8
    },
    {
      "id": 312175,
      "title": "Notebook Threw Exception",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 301029,
      "title": "[114th] Ensemble 7 models (pseudo label and not pseudo label)",
      "comment_count": 2,
      "views": 0,
      "votes": 9
    },
    {
      "id": 300929,
      "title": "Tentative 2nd place solution",
      "comment_count": 39,
      "views": 0,
      "votes": 87
    },
    {
      "id": 303652,
      "title": "Chris Deotte talking about this competition with Sanyam Bhutani!",
      "comment_count": 2,
      "views": 0,
      "votes": 16
    },
    {
      "id": 301015,
      "title": "6th Place - Multitask Learning",
      "comment_count": 60,
      "views": 0,
      "votes": 164
    },
    {
      "id": 303390,
      "title": "Use of RAPIDS.AI in team names",
      "comment_count": 2,
      "views": 0,
      "votes": 13
    },
    {
      "id": 302400,
      "title": "My first Kaggle competition bronze medal. Thanks to all.",
      "comment_count": 4,
      "views": 0,
      "votes": 12
    },
    {
      "id": 301369,
      "title": "Things I learned from being a DL beginner to a silver medal",
      "comment_count": 44,
      "views": 0,
      "votes": 53
    },
    {
      "id": 300947,
      "title": "9th place solution",
      "comment_count": 17,
      "views": 0,
      "votes": 63
    },
    {
      "id": 300942,
      "title": "18th solution. Single swin transformer with custom head, with code.",
      "comment_count": 66,
      "views": 0,
      "votes": 91
    },
    {
      "id": 295783,
      "title": "Dataset Distillation",
      "comment_count": 8,
      "views": 0,
      "votes": 24
    },
    {
      "id": 303171,
      "title": "I have a problem please help me, thanks",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 301044,
      "title": "3rd place Solution",
      "comment_count": 15,
      "views": 0,
      "votes": 38
    },
    {
      "id": 301259,
      "title": "39th place - How to train EfficientNet",
      "comment_count": 9,
      "views": 0,
      "votes": 22
    },
    {
      "id": 301072,
      "title": "4th place solution",
      "comment_count": 8,
      "views": 0,
      "votes": 35
    },
    {
      "id": 301628,
      "title": "Think I have found an alternative Kaggle Progression KPI: Solo Expert-among-Master-and-GM.",
      "comment_count": 2,
      "views": 0,
      "votes": 25
    },
    {
      "id": 301192,
      "title": "Leaderboard Shakeup Plot",
      "comment_count": 7,
      "views": 0,
      "votes": 39
    },
    {
      "id": 301252,
      "title": "Few things I've learned",
      "comment_count": 7,
      "views": 0,
      "votes": 22
    },
    {
      "id": 301405,
      "title": "Congratulations to Shiro (udovick) For Becoming a Competitions Grandmaster",
      "comment_count": 2,
      "views": 0,
      "votes": 10
    },
    {
      "id": 301302,
      "title": "How I did shake down",
      "comment_count": 20,
      "views": 0,
      "votes": 18
    },
    {
      "id": 301317,
      "title": "27th solution, Swin transformer. Simple and Lucky.",
      "comment_count": 8,
      "views": 0,
      "votes": 22
    },
    {
      "id": 300969,
      "title": "13th place solution - How I survived the shakeup",
      "comment_count": 11,
      "views": 0,
      "votes": 41
    },
    {
      "id": 294969,
      "title": "Wouid it be smart if i did 100 classifications model?",
      "comment_count": 6,
      "views": 0,
      "votes": 2
    },
    {
      "id": 300941,
      "title": "14th Place Solution- KMS",
      "comment_count": 12,
      "views": 0,
      "votes": 37
    },
    {
      "id": 301064,
      "title": "32nd Place Solution [Part 1] - FastAI TTA: Beta (+0.08 CV boost)",
      "comment_count": 18,
      "views": 0,
      "votes": 28
    },
    {
      "id": 301191,
      "title": "12th place solution",
      "comment_count": 9,
      "views": 0,
      "votes": 23
    },
    {
      "id": 300940,
      "title": "54th Place Solution",
      "comment_count": 8,
      "views": 0,
      "votes": 29
    },
    {
      "id": 301023,
      "title": "Oopsie Doopsie, Apparently my public notebook got a silver medal (#145) 😆 ",
      "comment_count": 3,
      "views": 0,
      "votes": 25
    },
    {
      "id": 301091,
      "title": "[ Public 11th / Private 45th] We found the leak but it was too late",
      "comment_count": 12,
      "views": 0,
      "votes": 30
    },
    {
      "id": 301433,
      "title": "Silver medal notebook (Private LB 17.04615, rank 126)",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 301228,
      "title": "\"trust your CV\" learned the lesson, but in very hard way...",
      "comment_count": 4,
      "views": 0,
      "votes": 15
    },
    {
      "id": 301500,
      "title": "How can I check and reduce memory usage?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 301653,
      "title": "Jumped from 45th to 42nd place? What happened?",
      "comment_count": 6,
      "views": 0,
      "votes": 2
    },
    {
      "id": 300886,
      "title": "Good Luck to Everyone!",
      "comment_count": 9,
      "views": 0,
      "votes": 37
    },
    {
      "id": 300962,
      "title": "[ 31th solution ] noisy student, knowledge distillation",
      "comment_count": 10,
      "views": 0,
      "votes": 24
    },
    {
      "id": 300843,
      "title": "Time to Thanks! ",
      "comment_count": 9,
      "views": 0,
      "votes": 28
    },
    {
      "id": 300937,
      "title": "Trust your CV rather then LB ",
      "comment_count": 17,
      "views": 0,
      "votes": 17
    },
    {
      "id": 300975,
      "title": "What was your best private LB score and did you select it?",
      "comment_count": 14,
      "views": 0,
      "votes": 11
    },
    {
      "id": 300934,
      "title": "68th place solution",
      "comment_count": 7,
      "views": 0,
      "votes": 15
    },
    {
      "id": 300212,
      "title": "A ConvNet for the 2020s ConvNeXt, Outperforms Siwn Transfomer",
      "comment_count": 18,
      "views": 0,
      "votes": 33
    },
    {
      "id": 298809,
      "title": "Trouble with CV/LB correlation! Need help :)",
      "comment_count": 19,
      "views": 0,
      "votes": 38
    },
    {
      "id": 301118,
      "title": "26th solution",
      "comment_count": 2,
      "views": 0,
      "votes": 12
    },
    {
      "id": 300440,
      "title": "ConvNeXt seems to perform well in this competition !",
      "comment_count": 5,
      "views": 0,
      "votes": 38
    },
    {
      "id": 300949,
      "title": "17th Place Solution",
      "comment_count": 1,
      "views": 0,
      "votes": 19
    },
    {
      "id": 301008,
      "title": "54th place – single model solution",
      "comment_count": 4,
      "views": 0,
      "votes": 14
    },
    {
      "id": 300952,
      "title": "All Rank solution collection",
      "comment_count": 1,
      "views": 0,
      "votes": 10
    },
    {
      "id": 300992,
      "title": "A simple post-processing for your solution",
      "comment_count": 1,
      "views": 0,
      "votes": 15
    },
    {
      "id": 300932,
      "title": "Two main tricks helped us to avoid the shake",
      "comment_count": 1,
      "views": 0,
      "votes": 16
    },
    {
      "id": 301082,
      "title": "107th solution. Our first time to kaggle!",
      "comment_count": 2,
      "views": 0,
      "votes": 11
    },
    {
      "id": 300900,
      "title": "😺Pets are the greatest and I hope this competition helps adoptions! ",
      "comment_count": 4,
      "views": 0,
      "votes": 11
    },
    {
      "id": 301052,
      "title": "29th Place: My First Silver Medal!",
      "comment_count": 2,
      "views": 0,
      "votes": 9
    },
    {
      "id": 300004,
      "title": "Submission Deadline Extended by One Day",
      "comment_count": 8,
      "views": 0,
      "votes": 42
    },
    {
      "id": 300961,
      "title": "Personal learning for this competition",
      "comment_count": 0,
      "views": 0,
      "votes": 13
    },
    {
      "id": 300809,
      "title": "Earthquake at timm!!!",
      "comment_count": 17,
      "views": 0,
      "votes": 8
    },
    {
      "id": 301625,
      "title": "Cannot find my team \"AI Blue\" from Leaderboard",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 300945,
      "title": "217 Shake-down, I didn't understand meaning \"trust CV\"",
      "comment_count": 5,
      "views": 0,
      "votes": 7
    },
    {
      "id": 300678,
      "title": "Shake up or not?",
      "comment_count": 16,
      "views": 0,
      "votes": 8
    },
    {
      "id": 300130,
      "title": "Request: Kaggle should remove the function to publish a new version of a public notebook the final week.",
      "comment_count": 4,
      "views": 0,
      "votes": 31
    },
    {
      "id": 300967,
      "title": "A BIG SHAKE-DOWN!(from 104th(public) to 599th(private))",
      "comment_count": 9,
      "views": 0,
      "votes": 8
    },
    {
      "id": 300661,
      "title": "End of competition is near... How about your CV and LB?",
      "comment_count": 16,
      "views": 0,
      "votes": 8
    },
    {
      "id": 300936,
      "title": "Simple Writeup",
      "comment_count": 1,
      "views": 0,
      "votes": 9
    },
    {
      "id": 301024,
      "title": "144th place solution & trial result note",
      "comment_count": 4,
      "views": 0,
      "votes": 5
    },
    {
      "id": 300931,
      "title": "How to use fastai with SVR, private LB 16.99421",
      "comment_count": 1,
      "views": 0,
      "votes": 7
    },
    {
      "id": 300828,
      "title": "Meme Thread For those whose mental is drain ",
      "comment_count": 5,
      "views": 0,
      "votes": 6
    },
    {
      "id": 300721,
      "title": "Submit final result before at least 12 hours of the end",
      "comment_count": 2,
      "views": 0,
      "votes": 11
    },
    {
      "id": 297122,
      "title": "With So Much Confusion around CV and LB  how to select best 2 notebooks ?",
      "comment_count": 14,
      "views": 0,
      "votes": 7
    },
    {
      "id": 298758,
      "title": "🙏Thank you! 🙌",
      "comment_count": 30,
      "views": 0,
      "votes": 44
    },
    {
      "id": 300789,
      "title": "Will fastai win in private LB?",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 300515,
      "title": "When submit code, my model procese all test data?",
      "comment_count": 6,
      "views": 0,
      "votes": 5
    },
    {
      "id": 300905,
      "title": "is late submissions allowed ? ",
      "comment_count": 6,
      "views": 0,
      "votes": null
    },
    {
      "id": 296369,
      "title": "If you are using fastai - PLEASE READ",
      "comment_count": 10,
      "views": 0,
      "votes": 57
    },
    {
      "id": 300616,
      "title": "About exceeding the time limit",
      "comment_count": 3,
      "views": 0,
      "votes": 5
    },
    {
      "id": 298399,
      "title": "Is there any signal out there?",
      "comment_count": 21,
      "views": 0,
      "votes": 16
    },
    {
      "id": 300800,
      "title": "Submission must be processed before deadline?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 300384,
      "title": "Deadline 13 or 15th?",
      "comment_count": 5,
      "views": 0,
      "votes": 5
    },
    {
      "id": 300269,
      "title": "Could not list notebooks: Command handler response not valid JSON",
      "comment_count": 4,
      "views": 0,
      "votes": 6
    },
    {
      "id": 301019,
      "title": "Did anyone rank really high without using images?",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 299726,
      "title": "Some Suggestion in last few days",
      "comment_count": 7,
      "views": 0,
      "votes": 12
    },
    {
      "id": 300830,
      "title": "Early stopping based on valid_loss or rmse?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 300925,
      "title": "Why internet disabled?",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 299901,
      "title": "account locked???",
      "comment_count": 8,
      "views": 0,
      "votes": 10
    },
    {
      "id": 299099,
      "title": "Dealing with Pawpularity=100?",
      "comment_count": 10,
      "views": 0,
      "votes": 3
    },
    {
      "id": 300805,
      "title": "How to build a multimodal dataset with DataBlock.API in Fastai ",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 300489,
      "title": "Does Notebook System broken?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 299459,
      "title": "HELP: Submission CSV Not Found",
      "comment_count": 5,
      "views": 0,
      "votes": null
    },
    {
      "id": 297636,
      "title": "Chris's SVR trick as applied to FastAI",
      "comment_count": 19,
      "views": 0,
      "votes": 30
    },
    {
      "id": 299905,
      "title": "Account Locked!!!!!!!What happend？？？？？How to deal with this problem？？？",
      "comment_count": 5,
      "views": 0,
      "votes": 5
    },
    {
      "id": 300199,
      "title": "Reply How to use TPU with PyTorch without interent ",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 299846,
      "title": "Kaggle error in notebook submission",
      "comment_count": 1,
      "views": 0,
      "votes": 5
    },
    {
      "id": 300022,
      "title": "Wrong version of Kaggle notebook",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 299934,
      "title": "Fastai's export output issue",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 298822,
      "title": "Dealing with varying image sizes in training",
      "comment_count": 3,
      "views": 0,
      "votes": 33
    },
    {
      "id": 299441,
      "title": "About private sharing terms",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 298495,
      "title": "Mistake in \"FastAI KF10 + Yolov5 Labeling\" notebook",
      "comment_count": 7,
      "views": 0,
      "votes": 16
    },
    {
      "id": 300200,
      "title": "Reply How to use TPU with PyTorch without interent ",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 299192,
      "title": "Don't Buy, Adopt!",
      "comment_count": 2,
      "views": 0,
      "votes": 15
    },
    {
      "id": 297579,
      "title": "Amazon Studio Lab a new free Google Colab Competitor",
      "comment_count": 9,
      "views": 0,
      "votes": 39
    },
    {
      "id": 299929,
      "title": "Solve Account Locked / Kaggle Error Problem",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 299628,
      "title": "why different batch_size get different results when using fastai infer?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 299268,
      "title": "How can I load YOLOv5 offline?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 298504,
      "title": "How many model can be ensemble? or how to check LB running time?",
      "comment_count": 14,
      "views": 0,
      "votes": 5
    },
    {
      "id": 299312,
      "title": "Estimating additional time when submit notebook",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 298961,
      "title": "Leaderboard Data Skewed",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 299104,
      "title": "Fastai doubt",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 299321,
      "title": "Please tell me how to solve the data augmentation function error in fastai.",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 299241,
      "title": "Could not list notebooks: Command handler response not valid JSON",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 295399,
      "title": "NFNet + ViT + Efficientnet Ensemble Notebook",
      "comment_count": 2,
      "views": 0,
      "votes": 14
    },
    {
      "id": 296180,
      "title": "LB Overfitting Analysis",
      "comment_count": 9,
      "views": 0,
      "votes": 44
    },
    {
      "id": 298349,
      "title": "Why do so many people have the same score on LB",
      "comment_count": 4,
      "views": 0,
      "votes": 4
    },
    {
      "id": 299298,
      "title": "Fastai's standardization problem",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 299246,
      "title": "Issue downloading dataset using Google Colab",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 298678,
      "title": "Can we use pretrained models?",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 296770,
      "title": "Submission Issue",
      "comment_count": 16,
      "views": 0,
      "votes": 9
    },
    {
      "id": 297566,
      "title": "When and how to ensemble?",
      "comment_count": 4,
      "views": 0,
      "votes": 11
    },
    {
      "id": 297836,
      "title": "Google Colabs and albumentations issue - Solved",
      "comment_count": 1,
      "views": 0,
      "votes": 6
    },
    {
      "id": 298892,
      "title": "Can I use my locally trained model?",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 298646,
      "title": "NN On the Folds",
      "comment_count": 5,
      "views": 0,
      "votes": 2
    },
    {
      "id": 297396,
      "title": "FastAI - One way to a add custom head",
      "comment_count": 9,
      "views": 0,
      "votes": 28
    },
    {
      "id": 298706,
      "title": "Submission CSV Not Found? How to debug?",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 297645,
      "title": "Is it possible to get a sub-20 RMSE using just the Meta Features?",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 298548,
      "title": "Submission timeout",
      "comment_count": 6,
      "views": 0,
      "votes": -1
    },
    {
      "id": 298453,
      "title": "Notebook Threw Exception",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 298863,
      "title": "Issue of Notebook GPU/TPU: \"You have exceeded the quota for this request.\" ",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 298611,
      "title": "Notebook Threw Exception Error While doing TTA",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 295529,
      "title": "Early Meme Thread !!!",
      "comment_count": 19,
      "views": 0,
      "votes": 30
    },
    {
      "id": 296297,
      "title": "Fastai vs Pytorch",
      "comment_count": 10,
      "views": 0,
      "votes": 31
    },
    {
      "id": 297404,
      "title": "Submission Scoring Error",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 297220,
      "title": "Thank You Note Day!",
      "comment_count": 8,
      "views": 0,
      "votes": 36
    },
    {
      "id": 298075,
      "title": "Public/Private Test split",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 289889,
      "title": "my best single model cv 17.5 LB 17.90",
      "comment_count": 72,
      "views": 0,
      "votes": 78
    },
    {
      "id": 298321,
      "title": "best submission??",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 297870,
      "title": "Notebook with fastai Resnet34 runs well but submission fails",
      "comment_count": 5,
      "views": 0,
      "votes": 3
    },
    {
      "id": 296706,
      "title": "A lucky seed is all you need (Is that true for this comp)",
      "comment_count": 21,
      "views": 0,
      "votes": 15
    },
    {
      "id": 298260,
      "title": "How to correctly perform stacking with models trained on different folds?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 297720,
      "title": "Teams with deleted users",
      "comment_count": 3,
      "views": 0,
      "votes": 6
    },
    {
      "id": 298208,
      "title": "Progressive Mixup in Fastai Training ?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 297743,
      "title": "Fastai or Pytorch?",
      "comment_count": 6,
      "views": 0,
      "votes": 1
    },
    {
      "id": 297974,
      "title": "What are some of the Best Ensemble Methods",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 290580,
      "title": "Public LB variance",
      "comment_count": 3,
      "views": 0,
      "votes": 30
    },
    {
      "id": 296849,
      "title": "More than 1 animals and dog images are harder to predict?",
      "comment_count": 3,
      "views": 0,
      "votes": 16
    },
    {
      "id": 297635,
      "title": "Best way to \"average\" single-fold classifiers when stacking",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 296709,
      "title": "Why everyone is using pytoch / fastai and no one using keras ?",
      "comment_count": 10,
      "views": 0,
      "votes": 2
    },
    {
      "id": 287448,
      "title": "Share your pet photos!",
      "comment_count": 77,
      "views": 0,
      "votes": 120
    },
    {
      "id": 296806,
      "title": "Why are so many notebooks using fastai?",
      "comment_count": 18,
      "views": 0,
      "votes": 8
    },
    {
      "id": 297723,
      "title": "Models beside Swin",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 297803,
      "title": "Test Images",
      "comment_count": 2,
      "views": 0,
      "votes": -1
    },
    {
      "id": 296417,
      "title": "Help Me! Model's not learning(?)",
      "comment_count": 8,
      "views": 0,
      "votes": 1
    },
    {
      "id": 297760,
      "title": "petfinder classification or regression problem ??",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 296665,
      "title": "TorchVision new Multi-Weight support API! 💥",
      "comment_count": 6,
      "views": 0,
      "votes": 18
    },
    {
      "id": 297246,
      "title": "The big difference between CV and LB",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 296679,
      "title": "FastAI save vs export vs save_model",
      "comment_count": 9,
      "views": 0,
      "votes": 12
    },
    {
      "id": 297202,
      "title": "No Improvement in Validation Error for CNN Training and Exception Error during Submission",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 295808,
      "title": "Please check my ideas to improve model🙏",
      "comment_count": 26,
      "views": 0,
      "votes": 15
    },
    {
      "id": 297527,
      "title": "Models are not learning",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 293052,
      "title": "Is there any SHAKEUP??",
      "comment_count": 6,
      "views": 0,
      "votes": 1
    },
    {
      "id": 296839,
      "title": "Excellent CV Results, bad submission score",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 297159,
      "title": "A less important note to FastAI Users",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 297099,
      "title": "Quick way to delete multiple datasets?",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 296445,
      "title": "Notebook timeout issue",
      "comment_count": 4,
      "views": 0,
      "votes": 5
    },
    {
      "id": 296867,
      "title": "Submission Scoring Error.",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 296352,
      "title": "Ensembling Folds",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 296765,
      "title": "Anyone ensembling fastai models? Team up?",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 296597,
      "title": "Correct (and incorrect) ways to calculate CV",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 296484,
      "title": "Questioning about Sample_submission score in LB",
      "comment_count": 0,
      "views": 0,
      "votes": 7
    },
    {
      "id": 285544,
      "title": "Just learned the basics of DL, where to go from there?",
      "comment_count": 15,
      "views": 0,
      "votes": 10
    },
    {
      "id": 296547,
      "title": "Notebook failed with error: host maintenance event [Very annoying]",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 296871,
      "title": "Seems like overfitting !!!",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 296618,
      "title": "How to choose batchsize",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 294054,
      "title": "[Fastai] add `AccumMetric` in your rmse metric",
      "comment_count": 3,
      "views": 0,
      "votes": 16
    },
    {
      "id": 291209,
      "title": "FastAI .get_preds() using mostly CPU",
      "comment_count": 6,
      "views": 0,
      "votes": 3
    },
    {
      "id": 295201,
      "title": "[Fastai] What is the best value of K? And how to take K value for cross validation?K-Fold",
      "comment_count": 7,
      "views": 0,
      "votes": 1
    },
    {
      "id": 295177,
      "title": "Chris' batchsize trick can help improve your score!",
      "comment_count": 4,
      "views": 0,
      "votes": 31
    },
    {
      "id": 295888,
      "title": "🤔Thoughts on Valid Loss vs. RMSE 🤔",
      "comment_count": 10,
      "views": 0,
      "votes": 3
    },
    {
      "id": 293685,
      "title": "Backbones Other Than Swin Transformers",
      "comment_count": 8,
      "views": 0,
      "votes": 21
    },
    {
      "id": 296630,
      "title": "Binning vs Not Binning for Stratified K Folds",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 296318,
      "title": "Getting mid 16 scores on local testing, but mid 19 scores when I submit?",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 296456,
      "title": "Why is my submission file not being identified?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 296022,
      "title": "host maintenance event: Cannot connect to the Docker daemon",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 293378,
      "title": "CV/LB correlation analysis",
      "comment_count": 14,
      "views": 0,
      "votes": 29
    },
    {
      "id": 284284,
      "title": "[TL;DR list] - Every single Imagenet paper in the last 2 years summarized. ",
      "comment_count": 10,
      "views": 0,
      "votes": 82
    },
    {
      "id": 289506,
      "title": "Is using Petfinder API allowed for external data ?",
      "comment_count": 6,
      "views": 0,
      "votes": 2
    },
    {
      "id": 295976,
      "title": "Why does Pytorch get better metrics than Tensorflow?",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 290949,
      "title": "Scores 17.93066 and 17.90912 are common among few teams!!!",
      "comment_count": 7,
      "views": 0,
      "votes": 33
    },
    {
      "id": 296227,
      "title": "Need help understanding data! why build a model around this data only?  ",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 295269,
      "title": "Deleted user?",
      "comment_count": 3,
      "views": 0,
      "votes": 15
    },
    {
      "id": 294822,
      "title": "Non-Swin-Transformer Model LB-CV",
      "comment_count": 8,
      "views": 0,
      "votes": 19
    },
    {
      "id": 296002,
      "title": "Please let me know what your CV and LB scores are.",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 293099,
      "title": "Is it me or has GPU time been reduced even more?",
      "comment_count": 11,
      "views": 0,
      "votes": 12
    },
    {
      "id": 295659,
      "title": "How to select the final submissions",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 294656,
      "title": "About test time",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 292961,
      "title": "no additional details provide for this error",
      "comment_count": 6,
      "views": 0,
      "votes": 1
    },
    {
      "id": 294108,
      "title": "Findings over TTA experiments (Consistently +0.07 LB)",
      "comment_count": 12,
      "views": 0,
      "votes": 28
    },
    {
      "id": 289137,
      "title": "Swin Transformer V2 paper 👀",
      "comment_count": 5,
      "views": 0,
      "votes": 26
    },
    {
      "id": 294771,
      "title": "Approximate Prediction Distribution to Training Target Distribution?",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 293078,
      "title": "[FastAI] I can't reproduce recorded RMSE score [Help]",
      "comment_count": 11,
      "views": 0,
      "votes": 10
    },
    {
      "id": 295465,
      "title": "Any large scale Cats and dogs dataset ?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 295045,
      "title": "How can i save custom model, to be used while evaluation(submission)?",
      "comment_count": 6,
      "views": 0,
      "votes": 1
    },
    {
      "id": 294671,
      "title": "How do you get OOF preds in fastai?",
      "comment_count": 9,
      "views": 0,
      "votes": 2
    },
    {
      "id": 278309,
      "title": "Duplicate Images",
      "comment_count": 10,
      "views": 0,
      "votes": 47
    },
    {
      "id": 295239,
      "title": "Failed to build Keras-Applications",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 293443,
      "title": "Pawpularity distribution - cat-dog chart 🐱🐶",
      "comment_count": 6,
      "views": 0,
      "votes": 24
    },
    {
      "id": 294434,
      "title": "Cats vs Dogs for SSL/pseudo-labelling",
      "comment_count": 8,
      "views": 0,
      "votes": 5
    },
    {
      "id": 292371,
      "title": "I am unable to submit submission.csv due to save version failure.",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 278364,
      "title": "Make More Train Data with Dog Cat GAN!",
      "comment_count": 22,
      "views": 0,
      "votes": 63
    },
    {
      "id": 290984,
      "title": "How does one fit batch_size=32 for \"swin_large_patch4_window7_224\"?",
      "comment_count": 13,
      "views": 0,
      "votes": 11
    },
    {
      "id": 294409,
      "title": "Location and other factors which may influence web traffic / pawpularity score",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 294660,
      "title": "Pretrained model",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 291482,
      "title": "ensambling is great CV 17.3 LB 17.85",
      "comment_count": 26,
      "views": 0,
      "votes": 36
    },
    {
      "id": 291632,
      "title": "Score Your Pet: Interactive Web App",
      "comment_count": 20,
      "views": 0,
      "votes": 55
    },
    {
      "id": 291166,
      "title": "Submission Scoring Error",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 294223,
      "title": "can anyone please help me how to install efficientnet_pytorch with out using internet",
      "comment_count": 7,
      "views": 0,
      "votes": null
    },
    {
      "id": 277154,
      "title": "Not able to get all images",
      "comment_count": 4,
      "views": 0,
      "votes": 5
    },
    {
      "id": 277708,
      "title": "External Data Rules",
      "comment_count": 6,
      "views": 0,
      "votes": 4
    },
    {
      "id": 294339,
      "title": "how can i edit the code which i copy it from Code&Discussion?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 290551,
      "title": "Overfitting to the training distribution?",
      "comment_count": 3,
      "views": 0,
      "votes": 19
    },
    {
      "id": 293739,
      "title": "Differences in EfficientNets versions",
      "comment_count": 0,
      "views": 0,
      "votes": 8
    },
    {
      "id": 274163,
      "title": "*CV vs LB*",
      "comment_count": 68,
      "views": 0,
      "votes": 39
    },
    {
      "id": 294413,
      "title": "Looking for a team",
      "comment_count": 1,
      "views": 0,
      "votes": -3
    },
    {
      "id": 273993,
      "title": "🥇🏆Previous Petfinder comp-Top Solution links🏆🥇",
      "comment_count": 8,
      "views": 0,
      "votes": 70
    },
    {
      "id": 291860,
      "title": "Is the 'swin_large_384' better than 'swin_large_224'?",
      "comment_count": 15,
      "views": 0,
      "votes": 8
    },
    {
      "id": 278925,
      "title": "Use External Data from previous Pet Finder Comp",
      "comment_count": 33,
      "views": 0,
      "votes": 106
    },
    {
      "id": 294214,
      "title": "scheduler updates epoch vs batch?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 293554,
      "title": "Image Cropping",
      "comment_count": 2,
      "views": 0,
      "votes": 6
    },
    {
      "id": 294059,
      "title": "progressively resizing with swin transformer",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 275094,
      "title": "baseline solution [LB17.91201]",
      "comment_count": 33,
      "views": 0,
      "votes": 219
    },
    {
      "id": 293820,
      "title": "Are there any tricks that can increase your score？Would anyone like to share your experience here？",
      "comment_count": 1,
      "views": 0,
      "votes": -5
    },
    {
      "id": 292808,
      "title": "Visualizing Convolutional Layers using PyTorch's Feature Extraction Module.",
      "comment_count": 0,
      "views": 0,
      "votes": 23
    },
    {
      "id": 292725,
      "title": "Is TTA helping in this dataset?",
      "comment_count": 6,
      "views": 0,
      "votes": 5
    },
    {
      "id": 293118,
      "title": "[Help] Notebook restarted due to memory limit during submission",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 274026,
      "title": "Starter package",
      "comment_count": 11,
      "views": 0,
      "votes": 102
    },
    {
      "id": 293568,
      "title": "Cuda Exception",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 293944,
      "title": "Optuna trials for fine tuning takes up 30 minutes",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 293037,
      "title": "Much longer time for commit!!",
      "comment_count": 3,
      "views": 0,
      "votes": 4
    },
    {
      "id": 289790,
      "title": "OOF preds vs target distribution",
      "comment_count": 22,
      "views": 0,
      "votes": 39
    },
    {
      "id": 281918,
      "title": "Pawpularity Contest Tutorial Series 🐾🐾🐾",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 291553,
      "title": "Announcement on Public Notebook Sharing",
      "comment_count": 3,
      "views": 0,
      "votes": 31
    },
    {
      "id": 292886,
      "title": "Why predicted validation data loss is bigger then the trained validation loss?",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 292693,
      "title": "How to create Kaggle Dataset with new version of a library",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 293364,
      "title": "FastAi. Why 'learn.lr_find' will return differernt value for same input?",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 291118,
      "title": "Understanding the Pawpularity Score.",
      "comment_count": 5,
      "views": 0,
      "votes": 37
    },
    {
      "id": 292818,
      "title": "How to preserve pervious data from a dataset when updating it?",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 292478,
      "title": "An error occurred when installing the timm library offline on the notebook. Does anyone know how to deal with this problem?",
      "comment_count": 10,
      "views": 0,
      "votes": 3
    },
    {
      "id": 292829,
      "title": "FastAi  lr_find and fit_one_cycle",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 292698,
      "title": "Error: Missing key(s) in state_dict",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 275278,
      "title": "CNN Vs Transformer 🔥 Regression Vs Classification",
      "comment_count": 16,
      "views": 0,
      "votes": 187
    },
    {
      "id": 274413,
      "title": "How good/bad are these first draft models?",
      "comment_count": 9,
      "views": 0,
      "votes": 84
    },
    {
      "id": 290685,
      "title": "How to use ImageDataGenerator with multiple inputs in TF Keras? NEED HELP 📙",
      "comment_count": 3,
      "views": 0,
      "votes": 20
    },
    {
      "id": 285140,
      "title": "[Discussion] I am worried this comp will turn out to be RNG based",
      "comment_count": 59,
      "views": 0,
      "votes": 196
    },
    {
      "id": 291630,
      "title": "More meta feature for popularity prediction",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 287664,
      "title": "Why Timeout when submitting while run normally in kernel",
      "comment_count": 11,
      "views": 0,
      "votes": 2
    },
    {
      "id": 291119,
      "title": "Integrating image and tabular data",
      "comment_count": 2,
      "views": 0,
      "votes": 19
    },
    {
      "id": 291704,
      "title": "Submission Scoring Error. ",
      "comment_count": 2,
      "views": 0,
      "votes": 0
    },
    {
      "id": 273989,
      "title": "Looking for a Team Megathread",
      "comment_count": 102,
      "views": 0,
      "votes": 21
    },
    {
      "id": 291530,
      "title": "What is the longest your training/inference has run and still can run a submission?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 291656,
      "title": "how to upload figure in dicussion?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 290768,
      "title": "Problem installing Pytorch XLA to use TPU",
      "comment_count": 4,
      "views": 0,
      "votes": 12
    },
    {
      "id": 276724,
      "title": "Boost CV LB with RAPIDS SVR",
      "comment_count": 37,
      "views": 0,
      "votes": 85
    },
    {
      "id": 291895,
      "title": "Questions about test submission",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 291483,
      "title": "Could not list notebooks: Command handler response not valid JSON Error again",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 281672,
      "title": "Questions to the host: Use of data from the Petfinder.my",
      "comment_count": 8,
      "views": 0,
      "votes": 19
    },
    {
      "id": 291159,
      "title": "Where did I leak my GPU Memory? 18 hours Debug but to no avail",
      "comment_count": 9,
      "views": 0,
      "votes": 2
    },
    {
      "id": 291431,
      "title": "Why regression is so much worse?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 291385,
      "title": "How do you use 'metadata' and 'imagedata' together within the 'fast.ai' framework?",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 290648,
      "title": " Luck is all you need [Serious Discussion]",
      "comment_count": 2,
      "views": 0,
      "votes": 12
    },
    {
      "id": 291519,
      "title": "Multi-input Keras model",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 290604,
      "title": "EfficientNets Limits",
      "comment_count": 2,
      "views": 0,
      "votes": 9
    },
    {
      "id": 291492,
      "title": "Error downloading trained base when saving version",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 290331,
      "title": "How are you splitting the data?",
      "comment_count": 12,
      "views": 0,
      "votes": 11
    },
    {
      "id": 291443,
      "title": "How to use multi-GPU within tez-lib?",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 277917,
      "title": "Hybrid Swin Transformer - Half CNN - Half Transformer",
      "comment_count": 35,
      "views": 0,
      "votes": 134
    },
    {
      "id": 285814,
      "title": "Using the duplicates to estimate target noise",
      "comment_count": 5,
      "views": 0,
      "votes": 42
    },
    {
      "id": 291319,
      "title": "Problems with binning technique",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 291271,
      "title": "How batch size effects model performance?",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 291174,
      "title": "Has more data helped?",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 276522,
      "title": "Baseline solution 【LB 17.8744】",
      "comment_count": 40,
      "views": 0,
      "votes": 112
    },
    {
      "id": 288223,
      "title": "Mixup is all your need😜",
      "comment_count": 10,
      "views": 0,
      "votes": 31
    },
    {
      "id": 286250,
      "title": "[Up-to-date Summary] We passed 30% of the timeline, these are the stories up to this point!",
      "comment_count": 11,
      "views": 0,
      "votes": 133
    },
    {
      "id": 289799,
      "title": "web traffic metric between competiting pages, a learning to rank problem?",
      "comment_count": 4,
      "views": 0,
      "votes": 15
    },
    {
      "id": 290712,
      "title": "Any ideas to identify eye size of the animals?",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 290126,
      "title": "Flexible PyTorch Pipeline - Trying to conform to good coding habits",
      "comment_count": 0,
      "views": 0,
      "votes": 10
    },
    {
      "id": 290395,
      "title": "CV loss lower than training loss",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 275156,
      "title": "About the dataset of past competitions",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 288716,
      "title": "Paper: A Survey of Visual Transformers",
      "comment_count": 1,
      "views": 0,
      "votes": 15
    },
    {
      "id": 287924,
      "title": "Trust CV or LB?",
      "comment_count": 19,
      "views": 0,
      "votes": 14
    },
    {
      "id": 290166,
      "title": "Need some help in debugging Gradcam PyTorch (PARTIALLY SOLVED)",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 289487,
      "title": "New notebook with black background.",
      "comment_count": 3,
      "views": 0,
      "votes": 8
    },
    {
      "id": 289950,
      "title": "why np.array(X)  for all image data list need 30h in my computer and only 2mins in my friends computer",
      "comment_count": 9,
      "views": 0,
      "votes": 1
    },
    {
      "id": 290140,
      "title": "CUDA error in kaggle notebook, (SOLVED)",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 289466,
      "title": "Notebook not visible in leaderboard",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 288038,
      "title": "Can we use uncertainty estimation to clean data? ",
      "comment_count": 2,
      "views": 0,
      "votes": 15
    },
    {
      "id": 288448,
      "title": "Could not list notebooks: Command handler response not valid JSON",
      "comment_count": 1,
      "views": 0,
      "votes": 6
    },
    {
      "id": 285635,
      "title": "How to solve CUDA out of memory problem",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 289377,
      "title": "Are there variations in impressions?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 288845,
      "title": "Why can't I upload my dataset?",
      "comment_count": 5,
      "views": 0,
      "votes": 2
    },
    {
      "id": 287979,
      "title": "Generate a Dynamic Pet every time you run this script in Seaborn!",
      "comment_count": 2,
      "views": 0,
      "votes": 8
    },
    {
      "id": 274303,
      "title": " pet-centric cropped dataset using efficientdet-d6",
      "comment_count": 13,
      "views": 0,
      "votes": 114
    },
    {
      "id": 287575,
      "title": "Baseline TF Swin Transformer Model",
      "comment_count": 4,
      "views": 0,
      "votes": 5
    },
    {
      "id": 287745,
      "title": "Why similar images have different Pawpularity?",
      "comment_count": 2,
      "views": 0,
      "votes": 8
    },
    {
      "id": 287896,
      "title": "[0, 1] BCELoss vs MSELoss [0: ?]",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 286973,
      "title": "(tf.keras) Hybrid External Transformer (multi-input) + RAPIS SVR",
      "comment_count": 3,
      "views": 0,
      "votes": 21
    },
    {
      "id": 288207,
      "title": "What about end-to-end multi-task?(image+tab in a single net)",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 287462,
      "title": "What types of pets are there?",
      "comment_count": 2,
      "views": 0,
      "votes": 12
    },
    {
      "id": 287421,
      "title": "[Info]: Behavior Sequence Transformer for structured data (non-image). ",
      "comment_count": 0,
      "views": 0,
      "votes": 15
    },
    {
      "id": 279822,
      "title": "While Submitting Output files is being searched for hours ",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 286507,
      "title": "Few Experiments and results - Let me know your thoughts too",
      "comment_count": 5,
      "views": 0,
      "votes": 36
    },
    {
      "id": 281914,
      "title": "[Info] DOLG Models in TensorFlow 2 (Keras) Implementation (Update)",
      "comment_count": 9,
      "views": 0,
      "votes": 53
    },
    {
      "id": 287094,
      "title": "How to save models trained on Kaggle notebooks?",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 287420,
      "title": "Reasoning behind using k-fold modelling in this comp",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 284354,
      "title": "Dog are much more harder to classify rather than cats",
      "comment_count": 9,
      "views": 0,
      "votes": 48
    },
    {
      "id": 287433,
      "title": "[Error]: \"Could not check whether submission is allowed.\"",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 287256,
      "title": "most common cause of submission error for newbies",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 285720,
      "title": "[tf.keras users]: All Weights variation of official EfficientNet V2",
      "comment_count": 1,
      "views": 0,
      "votes": 26
    },
    {
      "id": 275461,
      "title": "A doubt on BCELogitLoss",
      "comment_count": 5,
      "views": 0,
      "votes": 14
    },
    {
      "id": 286983,
      "title": "Some weird findings....",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 286811,
      "title": "Combine feature of image and train.csv features",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 287036,
      "title": "How can you train for multiple epochs and still observe improvements?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 285929,
      "title": "Notebook throws exception but logs says otherwiser",
      "comment_count": 11,
      "views": 0,
      "votes": 2
    },
    {
      "id": 286259,
      "title": "Best Single Model CV-LB",
      "comment_count": 2,
      "views": 0,
      "votes": 9
    },
    {
      "id": 286784,
      "title": "No module named 'pytorch_grad_cam'",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 286414,
      "title": "Did you see the site of the host?",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 286124,
      "title": "Catboost & TF Issue",
      "comment_count": 6,
      "views": 0,
      "votes": 3
    },
    {
      "id": 286235,
      "title": "How to tackle the image competition",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 285603,
      "title": "🐶🐱How to apply multi gpu training on the baseline??? 🐱🐶",
      "comment_count": 14,
      "views": 0,
      "votes": null
    },
    {
      "id": 284288,
      "title": "Your GPU choice???",
      "comment_count": 24,
      "views": 0,
      "votes": 14
    },
    {
      "id": 285542,
      "title": "Why does my public score change every day?",
      "comment_count": 10,
      "views": 0,
      "votes": 8
    },
    {
      "id": 285279,
      "title": "Why does self-distillation produce cv / LB gaps?",
      "comment_count": 5,
      "views": 0,
      "votes": 8
    },
    {
      "id": 286623,
      "title": "Submission Error",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 286158,
      "title": "How to use Vision Transformers?",
      "comment_count": 17,
      "views": 0,
      "votes": -1
    },
    {
      "id": 286804,
      "title": "Is the data sufficient to create an decent model for this regression problem?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 286767,
      "title": "Why must a submission run twice?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 281917,
      "title": "[Info]: Beyond Self-attention: External Attention ",
      "comment_count": 5,
      "views": 0,
      "votes": 26
    },
    {
      "id": 284218,
      "title": "Issue using the Kaggle API for downloading the data?",
      "comment_count": 4,
      "views": 0,
      "votes": 4
    },
    {
      "id": 286715,
      "title": "Smart Crop to 256x256 (Notebook + Dataset)",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 281834,
      "title": "Exploring different approaches!",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 280568,
      "title": "Anyone using kfolds with fastai?",
      "comment_count": 14,
      "views": 0,
      "votes": 4
    },
    {
      "id": 286637,
      "title": "I didn't know why my submission is error.",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 284412,
      "title": "Focal Cosine Loss (Pytorch)",
      "comment_count": 5,
      "views": 0,
      "votes": 22
    },
    {
      "id": 285622,
      "title": "Difference in inference script when run locally versus on kaggle",
      "comment_count": 13,
      "views": 0,
      "votes": 2
    },
    {
      "id": 274259,
      "title": "Classifications - Cats vs Dogs.",
      "comment_count": 10,
      "views": 0,
      "votes": 42
    },
    {
      "id": 285822,
      "title": "[help me] fastai predict notebook shows different results of predicting test images from train notebook shows",
      "comment_count": 5,
      "views": 0,
      "votes": 2
    },
    {
      "id": 286372,
      "title": "Overfitting and Underfitting ",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 285326,
      "title": "Right way to use external data?",
      "comment_count": 2,
      "views": 0,
      "votes": 9
    },
    {
      "id": 285918,
      "title": "submission is CV mean score?",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 285580,
      "title": "How does the random seed affect your result",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 283853,
      "title": "I Implemented Nfnets-keras from scratch and got silver on Shopee - Try them out! ",
      "comment_count": 1,
      "views": 0,
      "votes": 9
    },
    {
      "id": 285569,
      "title": "Should underrepresented data be upsampled using data and image augmentation ?",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 278052,
      "title": "Submission Error with GPU",
      "comment_count": 9,
      "views": 0,
      "votes": 12
    },
    {
      "id": 280531,
      "title": "TF: EfficientNet Hybrid Swin-Transformer + CatBoost",
      "comment_count": 2,
      "views": 0,
      "votes": 17
    },
    {
      "id": 285445,
      "title": "Settings internet option is not present ",
      "comment_count": 6,
      "views": 0,
      "votes": null
    },
    {
      "id": 285598,
      "title": "Is there a bias in Pawpularity Score between cats and dogs?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 285604,
      "title": "Add new features",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 284172,
      "title": "What may be the reasons for the CV-LB gap?",
      "comment_count": 6,
      "views": 0,
      "votes": 7
    },
    {
      "id": 285313,
      "title": "swin large patch model memory error",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 284506,
      "title": "[Question] Efficient way to address memory issues?",
      "comment_count": 5,
      "views": 0,
      "votes": 4
    },
    {
      "id": 281739,
      "title": "Does changing loss function --like using RMSELoss instead of MSELoss increase score??  ",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 281994,
      "title": "Center cropped images should be effective?",
      "comment_count": 4,
      "views": 0,
      "votes": 6
    },
    {
      "id": 283793,
      "title": "summarize PetFinder.my discussions for new comers",
      "comment_count": 4,
      "views": 0,
      "votes": 30
    },
    {
      "id": 284987,
      "title": "Notebook threw Error",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 284220,
      "title": "Post your best LB CV scores here",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 284988,
      "title": "How to install external libraries",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 278497,
      "title": "Identify duplicates and share findings (+ dataset w/o duplicates)",
      "comment_count": 3,
      "views": 0,
      "votes": 49
    },
    {
      "id": 280641,
      "title": "Best Models ! ",
      "comment_count": 10,
      "views": 0,
      "votes": 14
    },
    {
      "id": 284076,
      "title": "Why do I get Submission Scoring Error with no further details?",
      "comment_count": 4,
      "views": 0,
      "votes": 5
    },
    {
      "id": 284040,
      "title": "Optimizing the binary cross entropy loss",
      "comment_count": 4,
      "views": 0,
      "votes": 7
    },
    {
      "id": 284757,
      "title": "GPU usage is 0%. Is it due to resizing of Images or problem with code/libraries?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 284747,
      "title": "Can we consider it as regression problem, with single neuron(activation: Sigmoid) as last layer of Neural networks?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 284233,
      "title": "Good Augmentations?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 278158,
      "title": "[To host] What does pawpularity 100 mean?",
      "comment_count": 3,
      "views": 0,
      "votes": 10
    },
    {
      "id": 282381,
      "title": "About stacking and the gap of CV&LB",
      "comment_count": 7,
      "views": 0,
      "votes": 11
    },
    {
      "id": 280627,
      "title": "Better way to debug, How to improve",
      "comment_count": 3,
      "views": 0,
      "votes": 6
    },
    {
      "id": 284551,
      "title": "Gold zone predicted LB score?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 284402,
      "title": "What is the great way to get information of our tabulr dataset?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 284487,
      "title": "question about normalization",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 278722,
      "title": "Kaggle TPU has turned into Colab TPU",
      "comment_count": 19,
      "views": 0,
      "votes": 13
    },
    {
      "id": 282640,
      "title": "[Question] Can CV get better but LB get worse?",
      "comment_count": 6,
      "views": 0,
      "votes": 3
    },
    {
      "id": 280078,
      "title": "Just put metadata in images",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 279202,
      "title": "how we use libraries like pretrainedmodels , timm, or any other libraries without internet ? ",
      "comment_count": 10,
      "views": 0,
      "votes": 6
    },
    {
      "id": 274342,
      "title": "Clarification of Pawpularity Score",
      "comment_count": 3,
      "views": 0,
      "votes": 9
    },
    {
      "id": 278587,
      "title": "clean-fid for image resizing: better Frechet Inception Distance",
      "comment_count": 5,
      "views": 0,
      "votes": 10
    },
    {
      "id": 281991,
      "title": "New baseline for y'all!",
      "comment_count": 0,
      "views": 0,
      "votes": 17
    },
    {
      "id": 282084,
      "title": "How are you guys handling Duplicate images?",
      "comment_count": 0,
      "views": 0,
      "votes": 11
    },
    {
      "id": 282383,
      "title": "Notebook Threw Exception Error ",
      "comment_count": 5,
      "views": 0,
      "votes": 4
    },
    {
      "id": 276698,
      "title": "breed classifier for dog and cat",
      "comment_count": 5,
      "views": 0,
      "votes": 3
    },
    {
      "id": 280682,
      "title": "How to improve learning curve?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 281529,
      "title": "Notebook Threw Exception",
      "comment_count": 11,
      "views": 0,
      "votes": 3
    },
    {
      "id": 282559,
      "title": "Notebook Runs when Saved, but Threw Exception on Submission.",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 274732,
      "title": "Where are the PetFinder competition test data ?",
      "comment_count": 5,
      "views": 0,
      "votes": 4
    },
    {
      "id": 282534,
      "title": "[Help] TPU with Pytorch Lightning?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 283893,
      "title": "Speeding-Up-Training-Time",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 282571,
      "title": "Huge difference between CV and LB",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 278472,
      "title": "Submission error \"Notebook threw exception\"",
      "comment_count": 3,
      "views": 0,
      "votes": 4
    },
    {
      "id": 280456,
      "title": "How correlated are your CV and LB scores?",
      "comment_count": 3,
      "views": 0,
      "votes": 12
    },
    {
      "id": 277243,
      "title": "Pseudo-Labeling | combine Loss ",
      "comment_count": 2,
      "views": 0,
      "votes": 9
    },
    {
      "id": 282142,
      "title": "Value of Pawpularity",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 282554,
      "title": "Distribution of data",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 275826,
      "title": "Correcting errors in data!",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 274568,
      "title": "[Compilation]Good starter notebooks 🐕 ",
      "comment_count": 6,
      "views": 0,
      "votes": 34
    },
    {
      "id": 275993,
      "title": "I can't submit. HELP!!",
      "comment_count": 6,
      "views": 0,
      "votes": 4
    },
    {
      "id": 281919,
      "title": "[Kaggle BUG] Doing 3 Submissions at a time!?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 281309,
      "title": "facing out of memory issue ",
      "comment_count": 1,
      "views": 0,
      "votes": -1
    },
    {
      "id": 280438,
      "title": "Learning to Resize Images for Vision Transformer",
      "comment_count": 1,
      "views": 0,
      "votes": 10
    },
    {
      "id": 281078,
      "title": "Y variable",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 280645,
      "title": "How to upload model-weights files to kaggle more quickly?",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 280302,
      "title": "About random seed",
      "comment_count": 6,
      "views": 0,
      "votes": 3
    },
    {
      "id": 274354,
      "title": "Will all test images have same width, height?",
      "comment_count": 9,
      "views": 0,
      "votes": 8
    },
    {
      "id": 276917,
      "title": "How to save notebook with out using internet",
      "comment_count": 7,
      "views": 0,
      "votes": 1
    },
    {
      "id": 280059,
      "title": "Public Dataset got Deleted automatically!!",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 279898,
      "title": "Are models learning well?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 274030,
      "title": "Invalid submissions",
      "comment_count": 3,
      "views": 0,
      "votes": 13
    },
    {
      "id": 279436,
      "title": "Don't know how to improve the model",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 278527,
      "title": "Linear layer + ReLU vs Feature Map + Regressor ",
      "comment_count": 3,
      "views": 0,
      "votes": 4
    },
    {
      "id": 279379,
      "title": "GPU Memory limit Error on training Large models",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 279247,
      "title": "What are swin transformers?",
      "comment_count": 2,
      "views": 0,
      "votes": 6
    },
    {
      "id": 277164,
      "title": "Ways to use the Meta Data and Image together",
      "comment_count": 9,
      "views": 0,
      "votes": 25
    },
    {
      "id": 279373,
      "title": "Best Way to Preload Images with Tensorflow/Keras?",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 278571,
      "title": "Sanity check: can a binary classifier tell which pet has higher pawpularity?",
      "comment_count": 6,
      "views": 0,
      "votes": 14
    },
    {
      "id": 278917,
      "title": "Correlation coefficient and RMSE ,with 6 pre-train model",
      "comment_count": 4,
      "views": 0,
      "votes": 0
    },
    {
      "id": 279454,
      "title": "Difference between local RMSE and RMSE in Kaggle/Colab notebook. ",
      "comment_count": 6,
      "views": 0,
      "votes": null
    },
    {
      "id": 276823,
      "title": "[tf.keras] swin transformer",
      "comment_count": 5,
      "views": 0,
      "votes": 23
    },
    {
      "id": 277805,
      "title": "Why the no internet rule?",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 279406,
      "title": "Validation RMSE lower than Train RMSE ?",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 279819,
      "title": "How to correct implement binary classification in PyTorch? ",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 278041,
      "title": "Installing without internet",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 278128,
      "title": "Hybrid SwinTransformer + CNN Baseline Training Script",
      "comment_count": 4,
      "views": 0,
      "votes": 31
    },
    {
      "id": 278208,
      "title": "How to Approach problems?",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 278972,
      "title": "What is pawpularity ?",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 278677,
      "title": "My way of loading a dataset without problems with memory allocation",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 278140,
      "title": "🔥🔥 Probabilistic Approaches using Tensorflow Probability and Stanfordml's NGBoost😺🐶",
      "comment_count": 0,
      "views": 0,
      "votes": 13
    },
    {
      "id": 278525,
      "title": "Dense Layer before Classification Head?",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 278029,
      "title": "Loss function",
      "comment_count": 2,
      "views": 0,
      "votes": 8
    },
    {
      "id": 278401,
      "title": "How to adjust the weights of the convolutional model? [SOLVED]",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 278987,
      "title": "How do you save models?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 278981,
      "title": "Has there been some change to available memory on GPU or TF version change?",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 278792,
      "title": "Creating datasets that contain external code",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 278259,
      "title": "Would someone help me to understand the test samples?",
      "comment_count": 7,
      "views": 0,
      "votes": 2
    },
    {
      "id": 277839,
      "title": "[Solved] Error while trying to load timm model during inference",
      "comment_count": 4,
      "views": 0,
      "votes": 7
    },
    {
      "id": 276432,
      "title": "For a team 2 submissions is injustice?",
      "comment_count": 8,
      "views": 0,
      "votes": 10
    },
    {
      "id": 278166,
      "title": "I can't understand the code[help me]",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 275386,
      "title": "Kernel Died Error while run in GPU",
      "comment_count": 3,
      "views": 0,
      "votes": 8
    },
    {
      "id": 276077,
      "title": "Congrats to Abhishek for reaching #1 Notebooks Rank",
      "comment_count": 4,
      "views": 0,
      "votes": 32
    },
    {
      "id": 277251,
      "title": "About the Test Images",
      "comment_count": 0,
      "views": 0,
      "votes": 32
    },
    {
      "id": 277941,
      "title": "Submission Help.",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 277528,
      "title": "How to import pretrained models without internet? ",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 277861,
      "title": "How to submit the kernel?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 277497,
      "title": "PyTorch Dataset and Cross Validation",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 277168,
      "title": "WandB Logger in Pytorch Lightning using Cross Validation",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 277562,
      "title": "Notebook Exceeded Allowed Compute during inference",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 277778,
      "title": "No Output Files found",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 276047,
      "title": "Pre-trained model experiment #X14259",
      "comment_count": 7,
      "views": 0,
      "votes": 12
    },
    {
      "id": 277349,
      "title": "A starter ",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 275245,
      "title": "Trouble in dataset download with API",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 276853,
      "title": "How big's the test set? ",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 277393,
      "title": "How to optimally store images in numpy array?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 277184,
      "title": "Took me 3 hours to debug this error :/",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 277239,
      "title": "Please help me with the test images",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 277186,
      "title": "Noise in the test images",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 277171,
      "title": "my notebook to predict the csv",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 277133,
      "title": "A little help please",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 276575,
      "title": "We need the model(s) that can catch a pet's mood and health",
      "comment_count": 0,
      "views": 0,
      "votes": 9
    },
    {
      "id": 276180,
      "title": "Other types of pets existing in the dataset?",
      "comment_count": 4,
      "views": 0,
      "votes": 6
    },
    {
      "id": 276288,
      "title": "My idea about augmentation",
      "comment_count": 3,
      "views": 0,
      "votes": 4
    },
    {
      "id": 276531,
      "title": "Why do I always get submission error ?",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 276609,
      "title": "How to train the model?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 276328,
      "title": "How to train this data on the TPU?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 276088,
      "title": "My First Ever Visualization of a Dataset! ",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 276517,
      "title": "How the shape of width and height do you preprocess?",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 275221,
      "title": "[tf.keras users}: latest EfficientNets checkpoints",
      "comment_count": 4,
      "views": 0,
      "votes": 19
    },
    {
      "id": 276060,
      "title": "Processed PetFinder Pawpularity Contest Images Dataset",
      "comment_count": 0,
      "views": 0,
      "votes": 7
    },
    {
      "id": 275992,
      "title": "Train & Infer - Different Notebooks for Submission",
      "comment_count": 5,
      "views": 0,
      "votes": 4
    },
    {
      "id": 275822,
      "title": "Package Upgrade - Submission",
      "comment_count": 6,
      "views": 0,
      "votes": 2
    },
    {
      "id": 276584,
      "title": "Petfinder Numpy (300*300) resized.",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 276106,
      "title": "Torchvision resize shows different results on notebook and my local machine",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 274154,
      "title": "Why all starter notebooks are used Metadata as input features?",
      "comment_count": 4,
      "views": 0,
      "votes": 15
    },
    {
      "id": 276112,
      "title": "Best kernels to read",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 275743,
      "title": "To Competition Host:  What is the basis of Pawpularity",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 275258,
      "title": "Clarification",
      "comment_count": 3,
      "views": 0,
      "votes": 4
    },
    {
      "id": 275656,
      "title": "Animal Cuteness with ML 🐶 [Paper & Blogs]",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 275182,
      "title": "[Info]: TF-Decision-Forests library (for tabular data modeling)",
      "comment_count": 0,
      "views": 0,
      "votes": 7
    },
    {
      "id": 276220,
      "title": "Looking for a team to join",
      "comment_count": 1,
      "views": 0,
      "votes": -5
    },
    {
      "id": 274866,
      "title": "Test Images are Noises",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 274952,
      "title": "How to solve this error 'Notebook Threw Exception'",
      "comment_count": 6,
      "views": 0,
      "votes": 4
    },
    {
      "id": 274533,
      "title": "Papers and Articles on Adoptability and Photos",
      "comment_count": 0,
      "views": 0,
      "votes": 18
    },
    {
      "id": 275097,
      "title": "Looking for a team?",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 274073,
      "title": "Tweedie/possion distribution in reverse",
      "comment_count": 5,
      "views": 0,
      "votes": 10
    },
    {
      "id": 274555,
      "title": "Tensorflow Starter | Baseline | TPU",
      "comment_count": 0,
      "views": 0,
      "votes": 13
    },
    {
      "id": 274461,
      "title": "Oxfordpet-iiit and first dataset pretraining",
      "comment_count": 4,
      "views": 0,
      "votes": 11
    },
    {
      "id": 275132,
      "title": "Why predict Pawpularity instead of ranking directly?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 274532,
      "title": "Papers on Dogs and Cats within Photos",
      "comment_count": 1,
      "views": 0,
      "votes": 9
    },
    {
      "id": 274655,
      "title": "Data centric approach",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 275079,
      "title": "Best Model \"ONLY using meta features\"",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 274364,
      "title": "Can I separate cat/dog images from this DS, and publish new DS ?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 274435,
      "title": "Any previous competitions similar to this? ",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 274010,
      "title": "submit a maximum of 2 entries per day?",
      "comment_count": 4,
      "views": 0,
      "votes": 5
    },
    {
      "id": 274036,
      "title": "To the organizers: can we use the data of the previous petfinder comp?",
      "comment_count": 2,
      "views": 0,
      "votes": 10
    },
    {
      "id": 274488,
      "title": "LGBM is rampaging without any error",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 274025,
      "title": "what is Pawpularity and how it is evaluated from images? ",
      "comment_count": 2,
      "views": 0,
      "votes": 10
    },
    {
      "id": 274065,
      "title": "Hi ! A thought from a kaggle beginner",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 274309,
      "title": "TFRecords Creation",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 274277,
      "title": "how to use tweedie loss in torch?",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 274039,
      "title": "Total amount of test images",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 274205,
      "title": "Clarification on where to run training",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 274155,
      "title": "Any Ideas about external data?",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 274257,
      "title": "Weights and Biases - Product Marketing In Kaggle",
      "comment_count": 0,
      "views": 0,
      "votes": -4
    }
  ],
  "errors": []
}