{
  "total": 445,
  "topics": [
    {
      "id": 533201,
      "title": "Recap of Competition - Congratulations to the Winners!",
      "comment_count": 4,
      "views": 0,
      "votes": 11
    },
    {
      "id": 534623,
      "title": "Announcement of prize winners",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 533517,
      "title": "Congratulations and Request for Challenge Feedback",
      "comment_count": 4,
      "views": 0,
      "votes": 10
    },
    {
      "id": 528081,
      "title": "Sci Data article published describing the dataset",
      "comment_count": 15,
      "views": 0,
      "votes": 49
    },
    {
      "id": 530647,
      "title": "Clarification about Efficiency Metric Secondary Prize",
      "comment_count": 10,
      "views": 0,
      "votes": 15
    },
    {
      "id": 515349,
      "title": "This Competition has an Official Discord Channel",
      "comment_count": 8,
      "views": 0,
      "votes": 14
    },
    {
      "id": 521886,
      "title": "you want to try mamba as image classifier for skin cancer?",
      "comment_count": 6,
      "views": 0,
      "votes": 43
    },
    {
      "id": 515341,
      "title": "Onboarding materials and references",
      "comment_count": 8,
      "views": 0,
      "votes": 50
    },
    {
      "id": 515319,
      "title": "Metric Implementation",
      "comment_count": 11,
      "views": 0,
      "votes": 16
    },
    {
      "id": 533196,
      "title": "1st Place Solution",
      "comment_count": 53,
      "views": 0,
      "votes": 149
    },
    {
      "id": 543310,
      "title": "My Guide for the Old ISIC 2018 (Hopefully Useful for ISIC 2024 and Following Competitions)",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 532919,
      "title": "3rd Place Solution",
      "comment_count": 16,
      "views": 0,
      "votes": 36
    },
    {
      "id": 515509,
      "title": "Notebook Threw Exception Error",
      "comment_count": 12,
      "views": 0,
      "votes": 2
    },
    {
      "id": 532564,
      "title": "Private 24th / Public 1st Approach",
      "comment_count": 27,
      "views": 0,
      "votes": 81
    },
    {
      "id": 532868,
      "title": "6th palce solution",
      "comment_count": 4,
      "views": 0,
      "votes": 24
    },
    {
      "id": 532577,
      "title": "9th Place Solution",
      "comment_count": 26,
      "views": 0,
      "votes": 81
    },
    {
      "id": 532704,
      "title": "2nd Place Solution",
      "comment_count": 17,
      "views": 0,
      "votes": 71
    },
    {
      "id": 535448,
      "title": "ISIC2024 Competition review",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 532642,
      "title": "12th Solution ",
      "comment_count": 22,
      "views": 0,
      "votes": 65
    },
    {
      "id": 532760,
      "title": "4th Place Solution",
      "comment_count": 24,
      "views": 0,
      "votes": 60
    },
    {
      "id": 532687,
      "title": "7th Place Solution - A good CV is all you need",
      "comment_count": 9,
      "views": 0,
      "votes": 42
    },
    {
      "id": 534106,
      "title": "Model Efficiency Solution",
      "comment_count": 0,
      "views": 0,
      "votes": 15
    },
    {
      "id": 532728,
      "title": "8th Place solution (Trust your CV)",
      "comment_count": 12,
      "views": 0,
      "votes": 29
    },
    {
      "id": 532730,
      "title": "A long-held dream come true!",
      "comment_count": 42,
      "views": 0,
      "votes": 77
    },
    {
      "id": 533056,
      "title": "5th Place Solution",
      "comment_count": 3,
      "views": 0,
      "votes": 24
    },
    {
      "id": 534117,
      "title": "Where resize in the transform? Seems important but that there is no rules.",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 532579,
      "title": "60th place solution",
      "comment_count": 11,
      "views": 0,
      "votes": 20
    },
    {
      "id": 533756,
      "title": "Call for Top-15 Retrieval Sensitivity LB",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 533179,
      "title": "10th Place Solution",
      "comment_count": 0,
      "views": 0,
      "votes": 21
    },
    {
      "id": 532786,
      "title": "14th place solution",
      "comment_count": 2,
      "views": 0,
      "votes": 22
    },
    {
      "id": 532595,
      "title": "11th place solution",
      "comment_count": 7,
      "views": 0,
      "votes": 29
    },
    {
      "id": 532570,
      "title": "Single NN(image+meta) model PB 171 and LB 177(PB 172 LB 178 late sub)",
      "comment_count": 8,
      "views": 0,
      "votes": 35
    },
    {
      "id": 532771,
      "title": "Most prominent reason of the shake up",
      "comment_count": 10,
      "views": 0,
      "votes": 15
    },
    {
      "id": 532654,
      "title": "13th Place Solution - God Bless CV",
      "comment_count": 10,
      "views": 0,
      "votes": 41
    },
    {
      "id": 533005,
      "title": "Tree + NN with PB 176 LB 185",
      "comment_count": 5,
      "views": 0,
      "votes": 11
    },
    {
      "id": 532616,
      "title": "[78th place solution] Focused on models with only image input(public0.154 private0.148)",
      "comment_count": 11,
      "views": 0,
      "votes": 10
    },
    {
      "id": 532689,
      "title": "The reason for such a severe fall ( 3 - 722)",
      "comment_count": 2,
      "views": 0,
      "votes": 18
    },
    {
      "id": 533711,
      "title": "Where does the score 0.16930 on the private LB come from?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 532580,
      "title": "15th Place Solution(PB 0.173 Solution)",
      "comment_count": 10,
      "views": 0,
      "votes": 29
    },
    {
      "id": 532644,
      "title": "54th place hardcore feature engineering approach",
      "comment_count": 8,
      "views": 0,
      "votes": 32
    },
    {
      "id": 532560,
      "title": "Hard to choose best pb",
      "comment_count": 33,
      "views": 0,
      "votes": 25
    },
    {
      "id": 532620,
      "title": "27th Place Solution",
      "comment_count": 4,
      "views": 0,
      "votes": 13
    },
    {
      "id": 533124,
      "title": "Will implementation of a top scoring solution in practice harm melanoma patients?",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 533622,
      "title": "GPU platform preferences for top ranked teams",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 532640,
      "title": "237th Place Solution: VIT Table Ensemble",
      "comment_count": 6,
      "views": 0,
      "votes": 11
    },
    {
      "id": 533256,
      "title": "182nd Place Solution for the ISIC 2024 - Skin Cancer Detection with 3D-TBP Competition",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 532784,
      "title": "69th Place Solution",
      "comment_count": 0,
      "views": 0,
      "votes": 10
    },
    {
      "id": 533046,
      "title": "34th place solution",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 533059,
      "title": " Silver Medal - 104th Rank Solution in ISIC 2024 Challenge",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 533112,
      "title": "visualizing the shake",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 532563,
      "title": "Visualizing and inferring the churn",
      "comment_count": 2,
      "views": 0,
      "votes": 14
    },
    {
      "id": 532561,
      "title": "Jynx worked",
      "comment_count": 3,
      "views": 0,
      "votes": 15
    },
    {
      "id": 532269,
      "title": "Opinions about this competition",
      "comment_count": 19,
      "views": 0,
      "votes": 9
    },
    {
      "id": 532895,
      "title": "Could we release more digits for test purpose?",
      "comment_count": 3,
      "views": 0,
      "votes": 4
    },
    {
      "id": 533119,
      "title": "Correlation of primary and secondary metrics?",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 532423,
      "title": "what is your best CV score?",
      "comment_count": 38,
      "views": 0,
      "votes": 4
    },
    {
      "id": 533000,
      "title": "⏲️ When will the final results be shown?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 532565,
      "title": "805th place solution (Private: 0.167)",
      "comment_count": 4,
      "views": 0,
      "votes": 7
    },
    {
      "id": 532723,
      "title": "21st place solution",
      "comment_count": 0,
      "views": 0,
      "votes": 8
    },
    {
      "id": 533412,
      "title": "Deep Contrastive Learning with Semi-Supervised Model",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 532803,
      "title": "262th Place Solution",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 532516,
      "title": "Shake-Up Waiting Thread",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 533373,
      "title": "Boosting Complex Solution with New Image Solution  -  266th Place Bronze Medalist",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 533003,
      "title": "Is there a better way to score in order to choose the best solution?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 532559,
      "title": "Here we go again. Shakeup",
      "comment_count": 10,
      "views": 0,
      "votes": 6
    },
    {
      "id": 532753,
      "title": "57th Solution",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 532495,
      "title": "How much do you think the winning notebook would score?",
      "comment_count": 22,
      "views": 0,
      "votes": 5
    },
    {
      "id": 532374,
      "title": "Before-the-shake notebook predictions / what are you submitting?",
      "comment_count": 10,
      "views": 0,
      "votes": 9
    },
    {
      "id": 532625,
      "title": "Private 40th /Public 12th    rank-averaged ensemble",
      "comment_count": 0,
      "views": 0,
      "votes": 7
    },
    {
      "id": 532594,
      "title": "297th Solution. img higher importance weight.",
      "comment_count": 1,
      "views": 0,
      "votes": 6
    },
    {
      "id": 533255,
      "title": "Our team's solution",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 532593,
      "title": "31st place solution and some points about the competition",
      "comment_count": 0,
      "views": 0,
      "votes": 7
    },
    {
      "id": 532637,
      "title": "30th Place Solution",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 532384,
      "title": "Grateful First-Time Competitor – Thank You, Kaggle Community! 🙌",
      "comment_count": 0,
      "views": 0,
      "votes": 12
    },
    {
      "id": 532613,
      "title": "How much did your efficiency nb scored?",
      "comment_count": 8,
      "views": 0,
      "votes": 2
    },
    {
      "id": 532557,
      "title": "notebook sorted by Private Leaderboard after finish",
      "comment_count": 1,
      "views": 0,
      "votes": 6
    },
    {
      "id": 532876,
      "title": "Additional Features ",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 533095,
      "title": "Share Insights On Unexpected Score Changes.",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 532411,
      "title": "Get Ready to Embrace Shake-Up!",
      "comment_count": 6,
      "views": 0,
      "votes": 2
    },
    {
      "id": 533018,
      "title": "Error regarding the certificate and medal update in kaggle profile after competition.",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 533032,
      "title": "Use of the EfficientNet-B4 model at a basic level",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 532562,
      "title": "Place 855,Good choices are important",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 532576,
      "title": "full precision?",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 532996,
      "title": "What is the highest private score that you ever got ? ",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 532601,
      "title": "Why not 100% data?",
      "comment_count": 6,
      "views": 0,
      "votes": 2
    },
    {
      "id": 532024,
      "title": "Removing one feature increased my CV by 0.002",
      "comment_count": 15,
      "views": 0,
      "votes": 6
    },
    {
      "id": 532449,
      "title": "Shakeup in public lb rn",
      "comment_count": 10,
      "views": 0,
      "votes": 2
    },
    {
      "id": 532936,
      "title": "Experiments for fine-tuning the model",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 532462,
      "title": "It just a thing to say....",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 531095,
      "title": "Beware of shake up 4 years ago, view leaderboard ",
      "comment_count": 12,
      "views": 0,
      "votes": 8
    },
    {
      "id": 532883,
      "title": "LB ranking",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 529390,
      "title": "Image Classification using Random Forest - Watch my video to learn",
      "comment_count": 2,
      "views": 0,
      "votes": -10
    },
    {
      "id": 531527,
      "title": "Overfitting for Fun",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 532366,
      "title": "How is my model performing? I am puzzled by this.",
      "comment_count": 16,
      "views": 0,
      "votes": 2
    },
    {
      "id": 532065,
      "title": "EDA about top3 Tabular notebook",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 531760,
      "title": "Some thoughts on model fusion",
      "comment_count": 6,
      "views": 0,
      "votes": 8
    },
    {
      "id": 532658,
      "title": "Please critique my image model",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 532220,
      "title": "What notebooks could lead to a leaky solution and are prone to shakeup",
      "comment_count": 7,
      "views": 0,
      "votes": 2
    },
    {
      "id": 531844,
      "title": "Automatic feature creation?",
      "comment_count": 12,
      "views": 0,
      "votes": 4
    },
    {
      "id": 531950,
      "title": "LightGBM unusually slow on Kaggle notebooks",
      "comment_count": 7,
      "views": 0,
      "votes": 5
    },
    {
      "id": 532405,
      "title": "Correlation Matrix of Features Generated and Highly Correlated Features",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 532661,
      "title": "Over-fitting traps",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 532656,
      "title": "Why public score is low in my image model ?",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 532534,
      "title": "Long scoring times and timing out",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 532606,
      "title": "You can still win the efficiency prize",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 532603,
      "title": "A feasible method：Pretrained and Fine-tune by Efficient-b0 (Image + Tabular)",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 532592,
      "title": "private 0.170 solution",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 532214,
      "title": "Somebody purposely targeting and downvoting continuously! ",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 532549,
      "title": "nah, I’d lose",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 532297,
      "title": "Some questions about the  competition as a newbie",
      "comment_count": 3,
      "views": 0,
      "votes": 0
    },
    {
      "id": 532339,
      "title": "Played with random seeds - scores are deflating +-0.005",
      "comment_count": 6,
      "views": 0,
      "votes": null
    },
    {
      "id": 532452,
      "title": "finish the last submission and Using out of  30 gpu hours. ",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 527208,
      "title": "Out-of-Fold Imagenet Preds -> Boosted Trees Pipeline",
      "comment_count": 11,
      "views": 0,
      "votes": 24
    },
    {
      "id": 531709,
      "title": "Pseudo Labeling",
      "comment_count": 9,
      "views": 0,
      "votes": 1
    },
    {
      "id": 531818,
      "title": "Just Groot's POV of Incoming Shakeup",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 528480,
      "title": "CV vs LB scores",
      "comment_count": 113,
      "views": 0,
      "votes": 56
    },
    {
      "id": 531978,
      "title": "Something went on this page crashed",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 529295,
      "title": "Shake Up / LB Overfitting Simulator",
      "comment_count": 11,
      "views": 0,
      "votes": 23
    },
    {
      "id": 531735,
      "title": "What is this magic number of 0.184 (Public LB)?",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 531580,
      "title": "I Can't input my submission! The submit button is not working",
      "comment_count": 10,
      "views": 0,
      "votes": 1
    },
    {
      "id": 531806,
      "title": "Only Naive Features?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 531294,
      "title": "Tuning or not tuning?",
      "comment_count": 7,
      "views": 0,
      "votes": 1
    },
    {
      "id": 531115,
      "title": "Some pointers from the dataset's official paper to follow through",
      "comment_count": 2,
      "views": 0,
      "votes": 12
    },
    {
      "id": 531195,
      "title": "Sharing some more ImageNets....",
      "comment_count": 5,
      "views": 0,
      "votes": 4
    },
    {
      "id": 531239,
      "title": "help with Notebook Threw Exception",
      "comment_count": 8,
      "views": 0,
      "votes": 3
    },
    {
      "id": 530729,
      "title": "Submission Threw Exception",
      "comment_count": 22,
      "views": 0,
      "votes": 8
    },
    {
      "id": 527023,
      "title": "Benchmarking Image Models for ISIC 2024",
      "comment_count": 45,
      "views": 0,
      "votes": 145
    },
    {
      "id": 531085,
      "title": "Shout out to the competition hosts ",
      "comment_count": 1,
      "views": 0,
      "votes": 8
    },
    {
      "id": 531700,
      "title": "Why the top ranking notebooks cannot score more than 0.2?",
      "comment_count": 2,
      "views": 0,
      "votes": -4
    },
    {
      "id": 531746,
      "title": "Code Submission",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 531715,
      "title": "I can't install efficientnet_pytorch !! Is there another way?",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 529864,
      "title": " ABCDEs of skin cancer: Features useful for detecting skin cancer ",
      "comment_count": 21,
      "views": 0,
      "votes": 20
    },
    {
      "id": 531705,
      "title": "Need Notebook Without GPU",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 531519,
      "title": "What to expect on the private leaderboard--Max score?",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 530491,
      "title": "Any Tips on Improvements?",
      "comment_count": 17,
      "views": 0,
      "votes": 1
    },
    {
      "id": 531221,
      "title": "Iterators and CVs",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 531376,
      "title": "[Submission Scoring Error] Has anyone experienced this problem?",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 531321,
      "title": "WHY??? ---I DON'T UNDERSTAND WHY I'M GETTING THESE ERRORS",
      "comment_count": 7,
      "views": 0,
      "votes": 0
    },
    {
      "id": 531417,
      "title": "FT transformer ",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 531273,
      "title": "How long it takes for your scoring submission?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 530183,
      "title": "Sharing my \"best\" ImageNet->GBDT notebook",
      "comment_count": 8,
      "views": 0,
      "votes": 30
    },
    {
      "id": 531161,
      "title": "Ugly Duckling with Transformers",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 523835,
      "title": "Memes thread",
      "comment_count": 21,
      "views": 0,
      "votes": 59
    },
    {
      "id": 531287,
      "title": "What is your CV top-15 retrieval sensitivity?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 531283,
      "title": "Team merger deadline confusing on the timeline visualization",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 531281,
      "title": "Notebook Out of Memory",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 529854,
      "title": "Secondary and Main Prizes",
      "comment_count": 7,
      "views": 0,
      "votes": 6
    },
    {
      "id": 529387,
      "title": "What do you think about the use of oversampling algorithms like SMOTE?",
      "comment_count": 8,
      "views": 0,
      "votes": 3
    },
    {
      "id": 530928,
      "title": "I have a serious doubt...",
      "comment_count": 5,
      "views": 0,
      "votes": null
    },
    {
      "id": 530419,
      "title": "Submission Scoring Error Fixed",
      "comment_count": 5,
      "views": 0,
      "votes": 4
    },
    {
      "id": 530055,
      "title": "Lgb, Xgb, cat_b feature selection",
      "comment_count": 11,
      "views": 0,
      "votes": 5
    },
    {
      "id": 529457,
      "title": "Sharing my \"best\" ImageNet notebook",
      "comment_count": 11,
      "views": 0,
      "votes": 38
    },
    {
      "id": 530720,
      "title": "I cannot download model file in /kaggle/working/",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 518534,
      "title": "Cannot attach an API based model directly to notebook",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 530738,
      "title": "A way to find the best combine of CNN feature?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 530365,
      "title": "How to adjust soft weights when ensemble",
      "comment_count": 7,
      "views": 0,
      "votes": 1
    },
    {
      "id": 530386,
      "title": "Is there a difference between online and offline training sets? ",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 529693,
      "title": "Improving standalone performance of XGB in 0.184 notebook",
      "comment_count": 11,
      "views": 0,
      "votes": 2
    },
    {
      "id": 530540,
      "title": "Building Solution Based on Other Public Notebooks",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 529826,
      "title": "Any Success with external data? ",
      "comment_count": 5,
      "views": 0,
      "votes": 2
    },
    {
      "id": 530914,
      "title": "Extending the dead line ",
      "comment_count": 0,
      "views": 0,
      "votes": -21
    },
    {
      "id": 529863,
      "title": "Out-of-Fold Predictions as features: The results",
      "comment_count": 9,
      "views": 0,
      "votes": 4
    },
    {
      "id": 529847,
      "title": "No good ideas for improvement.",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 530451,
      "title": "Export test-image.hdf5 to JPG",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 529487,
      "title": "What Image and CNN are working for you?",
      "comment_count": 9,
      "views": 0,
      "votes": 5
    },
    {
      "id": 530296,
      "title": "Notebook Threw Exception Error",
      "comment_count": 5,
      "views": 0,
      "votes": null
    },
    {
      "id": 530301,
      "title": "Imputing NAN Test Exception",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 529735,
      "title": "optuna and wandb",
      "comment_count": 1,
      "views": 0,
      "votes": 5
    },
    {
      "id": 529054,
      "title": "Data Leakage, Meta Learning and Out-of-Fold predictions",
      "comment_count": 12,
      "views": 0,
      "votes": 14
    },
    {
      "id": 529866,
      "title": "How to solve time out when ensemble model with openvino？",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 530048,
      "title": "Why are there differences between these two inference methods?",
      "comment_count": 6,
      "views": 0,
      "votes": 1
    },
    {
      "id": 529917,
      "title": "should not compare cv score if sampling and then train-val-split ?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 529574,
      "title": "Duplicates and Near Duplicates 🖼️",
      "comment_count": 0,
      "views": 0,
      "votes": 7
    },
    {
      "id": 529629,
      "title": "LB 0.179 Image + Tabular data single model",
      "comment_count": 6,
      "views": 0,
      "votes": 2
    },
    {
      "id": 529755,
      "title": "Huge difference between local and notebook results",
      "comment_count": 6,
      "views": 0,
      "votes": null
    },
    {
      "id": 529160,
      "title": "Is there any way to let removing some cloth-covered samples help in the final result?",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 529235,
      "title": "Notebook threw exception error",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 522317,
      "title": "Highest LB for single just-image, trained only 2024 data, no pretrain!",
      "comment_count": 9,
      "views": 0,
      "votes": 7
    },
    {
      "id": 529613,
      "title": "Idea - table vs image weight. ",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 528819,
      "title": "Understanding the iddx Columns and Diagnostic Patterns",
      "comment_count": 9,
      "views": 0,
      "votes": 2
    },
    {
      "id": 529516,
      "title": " partial ROC Calculation When Target Array Contains Only One Class",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 527413,
      "title": "Constructing features using a pretrained model without fine-tuning",
      "comment_count": 4,
      "views": 0,
      "votes": 4
    },
    {
      "id": 529356,
      "title": "Looking for teammates",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 529529,
      "title": "kaggle notebook crashed!",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 529342,
      "title": "How can I tell if the final submission process will time out?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 528582,
      "title": "Only Tabular data LB:0.181",
      "comment_count": 4,
      "views": 0,
      "votes": 10
    },
    {
      "id": 526958,
      "title": "Unclear efficiency leaderboard",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 529419,
      "title": "Polar Vs Pandas | Does pandas lead to lower LB score ??",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 528905,
      "title": "Potential Shake-Up and Data Leakage",
      "comment_count": 7,
      "views": 0,
      "votes": 2
    },
    {
      "id": 528841,
      "title": "Get a cv of 0.192",
      "comment_count": 6,
      "views": 0,
      "votes": 3
    },
    {
      "id": 529228,
      "title": "Please revies my code ",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 529553,
      "title": "quanhack168",
      "comment_count": 0,
      "views": 0,
      "votes": -7
    },
    {
      "id": 528563,
      "title": "New features",
      "comment_count": 8,
      "views": 0,
      "votes": 5
    },
    {
      "id": 522059,
      "title": "Anyone Trainned NN model with Both Image + Tabular Data?",
      "comment_count": 6,
      "views": 0,
      "votes": 1
    },
    {
      "id": 529116,
      "title": "Size difference in Benign and Malignant ",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 529217,
      "title": "How to generate metadata for 2016, 2017, 2018, 2019, 2020 datasets?",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 528016,
      "title": "❗attention is all you need (ViT and 7 more ViT based result)❗",
      "comment_count": 10,
      "views": 0,
      "votes": 8
    },
    {
      "id": 529058,
      "title": "Using keras ,  Predictions are not working on test images",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 529061,
      "title": "How to use image features",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 528816,
      "title": "Only Tabular data LB:0.181， improvement in both CV and LB",
      "comment_count": 6,
      "views": 0,
      "votes": 1
    },
    {
      "id": 528032,
      "title": "LB 0.170 Image + Tabular data single fold",
      "comment_count": 24,
      "views": 0,
      "votes": 1
    },
    {
      "id": 528168,
      "title": "Has this been mislabelled in the training set ? ",
      "comment_count": 4,
      "views": 0,
      "votes": 7
    },
    {
      "id": 527294,
      "title": "High Discrepancy Between Mean CV Score and Leader board score for this image-only model",
      "comment_count": 5,
      "views": 0,
      "votes": 9
    },
    {
      "id": 527152,
      "title": "GBT models: increase features ->  decrease performance",
      "comment_count": 8,
      "views": 0,
      "votes": 18
    },
    {
      "id": 528682,
      "title": "Why is scoring taking so long?",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 528736,
      "title": "A paper about Segmentation and classification",
      "comment_count": 5,
      "views": 0,
      "votes": 2
    },
    {
      "id": 529382,
      "title": "2131232132323132",
      "comment_count": 0,
      "views": 0,
      "votes": -14
    },
    {
      "id": 528453,
      "title": "[Solved] 2018-2020 datasets worsen LB. Why?",
      "comment_count": 6,
      "views": 0,
      "votes": 2
    },
    {
      "id": 515315,
      "title": "Get started here!",
      "comment_count": 137,
      "views": 0,
      "votes": 44
    },
    {
      "id": 528245,
      "title": "Does anyone encounter Notebook Threw Exception in XGBoost solutions?",
      "comment_count": 10,
      "views": 0,
      "votes": 1
    },
    {
      "id": 527259,
      "title": "Serious data leak",
      "comment_count": 27,
      "views": 0,
      "votes": 4
    },
    {
      "id": 528838,
      "title": "memory-allocation problem ",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 528561,
      "title": "[Solved] [Submission Scoring Error] Need help",
      "comment_count": 5,
      "views": 0,
      "votes": null
    },
    {
      "id": 527636,
      "title": "How do you deal with features with a large number of missing values?",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 528235,
      "title": "[Notebook Threw Exception] at the scoring stage. Got stuck! Need help! ",
      "comment_count": 8,
      "views": 0,
      "votes": 1
    },
    {
      "id": 528380,
      "title": "[Solved] Large Discrepancy between CV 165 & LB 116",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 528271,
      "title": "Using Dataset specific mean standarad derviation to normalize the image",
      "comment_count": 6,
      "views": 0,
      "votes": null
    },
    {
      "id": 528166,
      "title": "LGBMClassifier bagging fraction vs Random Sampler",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 528179,
      "title": "[solved]The model prediction encountered an error after switching from LightGBM (LGB) to XGBoost (XGB)",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 528426,
      "title": "can members share the same code？",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 528656,
      "title": "EDA + PyTorch model (train metadata: Skin Cancer Detection)",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 528645,
      "title": "help me ! submission scoring error!",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 528562,
      "title": "I had some problems with the smoke method.Please help me.",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 527679,
      "title": "Curious choice of the metric ",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 527535,
      "title": "Important shift with external dermoscopic data",
      "comment_count": 4,
      "views": 0,
      "votes": 4
    },
    {
      "id": 527521,
      "title": "Quick Data Question - `patient_id` looks strange...",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 524189,
      "title": "Why Inaccurate CNN Predictions Yield Better Results ?",
      "comment_count": 18,
      "views": 0,
      "votes": 24
    },
    {
      "id": 528199,
      "title": "Please verify my downsampling strategy",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 521145,
      "title": "Has this image been diagnosed by a psychic?",
      "comment_count": 13,
      "views": 0,
      "votes": 102
    },
    {
      "id": 526962,
      "title": "Are CNN-generated predictions considered data leakage?",
      "comment_count": 6,
      "views": 0,
      "votes": 10
    },
    {
      "id": 527760,
      "title": "Will my methodology of downsampling dataset lead to sampling bias?",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 521543,
      "title": "Let us share cv and lb just using image",
      "comment_count": 86,
      "views": 0,
      "votes": 33
    },
    {
      "id": 524779,
      "title": "What if send the data to a polar coordinate system? (pictures attached here)",
      "comment_count": 6,
      "views": 0,
      "votes": 4
    },
    {
      "id": 527498,
      "title": "Run time for Notebook",
      "comment_count": 2,
      "views": 0,
      "votes": 0
    },
    {
      "id": 527315,
      "title": "Just prediction code",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 526922,
      "title": "only Tabular data with LGBM 0.173",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 524656,
      "title": "Why use PAUC（AUC）？",
      "comment_count": 3,
      "views": 0,
      "votes": 5
    },
    {
      "id": 524582,
      "title": "Tabular Data vs Image Data?",
      "comment_count": 8,
      "views": 0,
      "votes": 2
    },
    {
      "id": 524313,
      "title": "Some \"patient_id\" have different \"age_approx\"? Important for \"target\" classification?",
      "comment_count": 3,
      "views": 0,
      "votes": 11
    },
    {
      "id": 526991,
      "title": "Strong vs Weak label",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 527111,
      "title": "Can we use diff feature?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 520797,
      "title": "FAQ: Got problems? LOOK HERE! ",
      "comment_count": 29,
      "views": 0,
      "votes": 28
    },
    {
      "id": 523024,
      "title": "Hidden Test Set Hospital Distribution",
      "comment_count": 6,
      "views": 0,
      "votes": 39
    },
    {
      "id": 523039,
      "title": "The notebook is failing.",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 524602,
      "title": "My results with undersampling and upsampling (Only Tabular Data)",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 524344,
      "title": "Resized datasets - perhaps for future competitions",
      "comment_count": 1,
      "views": 0,
      "votes": 10
    },
    {
      "id": 523719,
      "title": "Let's share results about using additional dataset",
      "comment_count": 7,
      "views": 0,
      "votes": 8
    },
    {
      "id": 526960,
      "title": "Seeking Help : Feature Addition",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 525861,
      "title": "Training time counts for the evaluation?",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 523830,
      "title": "Image Model vs Tabular Model CV LB Discrepancy ",
      "comment_count": 6,
      "views": 0,
      "votes": 7
    },
    {
      "id": 523686,
      "title": "Does anyone able to get improvement from external images?",
      "comment_count": 6,
      "views": 0,
      "votes": 15
    },
    {
      "id": 524737,
      "title": "notebook without memory",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 524813,
      "title": "Questions Regarding Private Test Data in Kaggle Competitions",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 523084,
      "title": "Neural architecture for tabular data",
      "comment_count": 12,
      "views": 0,
      "votes": 3
    },
    {
      "id": 523790,
      "title": "out-of-fold score is much lower than mean of each fold score ? ",
      "comment_count": 3,
      "views": 0,
      "votes": 10
    },
    {
      "id": 524746,
      "title": "Mask folder? information about the mask ?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 524759,
      "title": "Is pretraining a model locally allowed?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 519735,
      "title": "A script to remove hair from skin images using OpenCV",
      "comment_count": 30,
      "views": 0,
      "votes": 51
    },
    {
      "id": 517141,
      "title": "Image Augmentations from Winning Solutions",
      "comment_count": 7,
      "views": 0,
      "votes": 67
    },
    {
      "id": 524517,
      "title": "What exactly are the dataset features?",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 523517,
      "title": "Experience with MedMamba - Scored 0.155 on 5-Fold CV",
      "comment_count": 2,
      "views": 0,
      "votes": 11
    },
    {
      "id": 524560,
      "title": "Notebook Threw Exception",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 518643,
      "title": "Submission notebook out of memory",
      "comment_count": 9,
      "views": 0,
      "votes": 1
    },
    {
      "id": 524110,
      "title": "Why is my TTA so slow?",
      "comment_count": 6,
      "views": 0,
      "votes": 1
    },
    {
      "id": 524461,
      "title": "Can members of the same group share code and run it?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 524460,
      "title": "Ground truths of the datasets of 2020, 2019 test datasets",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 524404,
      "title": "Reduced Image Size",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 524127,
      "title": "relationship between tbp_lv_symm_2axis_angle and image",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 515356,
      "title": "More Training Data (Processed JPEGs) - Upsampling Malignant Images",
      "comment_count": 82,
      "views": 0,
      "votes": 296
    },
    {
      "id": 524126,
      "title": "Tip - for preserving GPU quota",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 522656,
      "title": "What are the potential directions for improvement",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 521336,
      "title": "My CV Folds scoring as high as 0.193 and public lb 0.171",
      "comment_count": 52,
      "views": 0,
      "votes": 9
    },
    {
      "id": 524243,
      "title": "Scoring Error",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 524042,
      "title": "sklearn one hot encoder version missallignment",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 520438,
      "title": "All submission giving \"Notebook throw out an exception\"?",
      "comment_count": 13,
      "views": 0,
      "votes": 3
    },
    {
      "id": 523542,
      "title": "keras EfficientNet problem",
      "comment_count": 5,
      "views": 0,
      "votes": null
    },
    {
      "id": 523688,
      "title": "Unlock the Power of LibAUC for Your Next Kaggle Competition!",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 524070,
      "title": "Is There Any Expert Who Can Help This Newbie Noob?",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 520440,
      "title": "LB:0.157 Effcientnet-b3 Single Fold Image Only",
      "comment_count": 34,
      "views": 0,
      "votes": 28
    },
    {
      "id": 523083,
      "title": "Lightgbm+image features",
      "comment_count": 13,
      "views": 0,
      "votes": 8
    },
    {
      "id": 518818,
      "title": "[lb0.175] experimental results: CNN verus lightgbm",
      "comment_count": 129,
      "views": 0,
      "votes": 133
    },
    {
      "id": 524064,
      "title": "efficientnetv2 b0and low pauc",
      "comment_count": 11,
      "views": 0,
      "votes": 0
    },
    {
      "id": 524076,
      "title": "Experience in using Tabular features besides Image features",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 524033,
      "title": "Clarification about prizes",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 523330,
      "title": "Notebook timeout when submitting",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 523944,
      "title": "Evaluation metric implementation on keras ",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 522768,
      "title": "Umbalanced data",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 516882,
      "title": "Error: Submission CSV Not Found, despite submission being in the output folder",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 523865,
      "title": "🔺Advanced data augmentation🔺",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 523786,
      "title": "Scoring Weightage",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 523530,
      "title": "LightGBM vs XGBoost vs CatBoost",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 523631,
      "title": "Should we give prediction only for mole in the center of the photo?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 521692,
      "title": "Is this competition allowed to use outside environment for training the models?",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 516521,
      "title": "Heads up! Different data type in test.csv before and submission",
      "comment_count": 6,
      "views": 0,
      "votes": 17
    },
    {
      "id": 516031,
      "title": "Sample Dataloader",
      "comment_count": 14,
      "views": 0,
      "votes": 34
    },
    {
      "id": 523080,
      "title": "Nevus Classifier",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 522653,
      "title": "Does CNN performance affected by 'tbp_tile_type'?",
      "comment_count": 2,
      "views": 0,
      "votes": 17
    },
    {
      "id": 523446,
      "title": "Faster way to load the images",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 522902,
      "title": "Possible improvements using the additional columns included in train-metadata !?",
      "comment_count": 4,
      "views": 0,
      "votes": 5
    },
    {
      "id": 523086,
      "title": "No improvement on Cross-Validation AUC score",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 520523,
      "title": "LB:0.155 efficientnet b0 Single Fold Image Only ",
      "comment_count": 15,
      "views": 0,
      "votes": 15
    },
    {
      "id": 523047,
      "title": "Are young not positive?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 519803,
      "title": "Where are the 3 test images located? ",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 522652,
      "title": " \"Notebook Threw Exception\" Error",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 522930,
      "title": "Looking for join the team",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 523016,
      "title": "Multi-Input",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 522743,
      "title": "Variability within folds",
      "comment_count": 5,
      "views": 0,
      "votes": 2
    },
    {
      "id": 522772,
      "title": "「patchcore」　Is it useful as a method for low positive data (target 1)?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 522758,
      "title": "Notebook Submission Error - no solution worked yet",
      "comment_count": 7,
      "views": 0,
      "votes": 1
    },
    {
      "id": 522037,
      "title": "GAN Really help？",
      "comment_count": 7,
      "views": 0,
      "votes": 7
    },
    {
      "id": 523079,
      "title": "Sensitivity And Specificity",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 522817,
      "title": "Catboost working better on less features?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 517139,
      "title": "LB probing results in ISIC 2024",
      "comment_count": 26,
      "views": 0,
      "votes": 130
    },
    {
      "id": 522978,
      "title": "Hi, There are few things that I do not understand about the Kaggle submission and test data of this competition.",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 522825,
      "title": "Fold Issue",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 522689,
      "title": "How  to deal with data!!!",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 522899,
      "title": "Can hugging face models be used for this competition",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 522719,
      "title": "Using ISIC 2018, 2019 and 2020 Datasets for Model Training",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 517230,
      "title": "[lb0.151] single fold resnet18 image only",
      "comment_count": 17,
      "views": 0,
      "votes": 55
    },
    {
      "id": 522840,
      "title": "Any way to enhance an image to improve lb score?",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 518826,
      "title": "submission scoring error..... ",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 522637,
      "title": "Data sampling Vs Weighted loss ",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 522687,
      "title": "Notebook Getting Time Out ",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 522752,
      "title": "Form a team ",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 522737,
      "title": "Using VGG16.",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 519305,
      "title": "What is the average submission time ?",
      "comment_count": 13,
      "views": 0,
      "votes": 1
    },
    {
      "id": 522679,
      "title": "Notebook Threw Exception",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 520399,
      "title": "Sample Solution with the MONET Model ",
      "comment_count": 14,
      "views": 0,
      "votes": 5
    },
    {
      "id": 522712,
      "title": "Is the test-image.hdf5 only has 3 images?",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 522016,
      "title": "Struggling with GCP Compute Instance Submission for ISIC Competition",
      "comment_count": 10,
      "views": 0,
      "votes": 1
    },
    {
      "id": 521016,
      "title": "About pAUC and BCEloss",
      "comment_count": 12,
      "views": 0,
      "votes": 2
    },
    {
      "id": 522446,
      "title": "How to submit",
      "comment_count": 2,
      "views": 0,
      "votes": -1
    },
    {
      "id": 516068,
      "title": "MONET - clip base pretrained model -",
      "comment_count": 9,
      "views": 0,
      "votes": 21
    },
    {
      "id": 521561,
      "title": "📊 EDA on demographic features in skin cancer",
      "comment_count": 2,
      "views": 0,
      "votes": 14
    },
    {
      "id": 522083,
      "title": "Any threshold for the column 'tbp_lv_dnn_lesion_confidence'?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 521655,
      "title": "Training LightGBM with focal loss",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 522300,
      "title": "Which model performs better?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 522253,
      "title": "To stratisfy group k fold or to group k fold",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 521483,
      "title": "Can we use Autogluon in this competition?",
      "comment_count": 5,
      "views": 0,
      "votes": 11
    },
    {
      "id": 515982,
      "title": "[LB: 0.165] - New Features Baseline ",
      "comment_count": 9,
      "views": 0,
      "votes": 19
    },
    {
      "id": 521820,
      "title": "No scaling/standardization or feature transformations needed for tree based models?",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 522088,
      "title": "Evaluation Metric for the ISIC 2024 - Skin Cancer Detection with 3D-TBP Contest",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 521871,
      "title": "For someone suffering from notebook threw error",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 516781,
      "title": "what does tbp_lv_dnn_lesion_confidence mean?",
      "comment_count": 7,
      "views": 0,
      "votes": 8
    },
    {
      "id": 521168,
      "title": "Any idea on columns included only in train-metadata.csv?",
      "comment_count": 8,
      "views": 0,
      "votes": 8
    },
    {
      "id": 521441,
      "title": "Is there way to load data with more efficient way?",
      "comment_count": 6,
      "views": 0,
      "votes": 1
    },
    {
      "id": 521366,
      "title": "Little to no image-feature distinction between benign and malignant",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 522094,
      "title": "Loading JPG or HDF5 data, which one is faster?",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 522048,
      "title": "What does \"_lv_\" mean in columns like \"tbp_lv_A\" ?",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 521660,
      "title": "Train / Test data split",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 515303,
      "title": "Step 1: Literature Review : Related Papers",
      "comment_count": 11,
      "views": 0,
      "votes": 69
    },
    {
      "id": 521764,
      "title": "Compute Freezing in the middle of run",
      "comment_count": 8,
      "views": 0,
      "votes": null
    },
    {
      "id": 521666,
      "title": "What is the description of the tbp_lv_deltaLB column?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 517214,
      "title": "Why is my submission failing?",
      "comment_count": 10,
      "views": 0,
      "votes": -1
    },
    {
      "id": 520973,
      "title": "Why are CNNs under performing?",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 521481,
      "title": "Will using JPG format for the training set and HDF5 format for the test set cause inconsistencies?",
      "comment_count": 7,
      "views": 0,
      "votes": null
    },
    {
      "id": 521679,
      "title": "can someone provide a full evaluation script, please?",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 519873,
      "title": "Weighting the loss function?",
      "comment_count": 9,
      "views": 0,
      "votes": 0
    },
    {
      "id": 518814,
      "title": "Why is tabular data producing better results compared to CNNs?",
      "comment_count": 23,
      "views": 0,
      "votes": 27
    },
    {
      "id": 521062,
      "title": "Highest public score for a model trained using only images?",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 521383,
      "title": "RuntimeError: DataLoader worker (pid 109) is killed by signal: Killed.",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 521215,
      "title": "unbalanced dataset",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 520573,
      "title": "BBN (Bilateral Branch Network) Testing",
      "comment_count": 7,
      "views": 0,
      "votes": 9
    },
    {
      "id": 520901,
      "title": "Handling external data, and preprocessing.",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 521310,
      "title": "why it takes so long to get score?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 521320,
      "title": "external data in the validation set and performing cross validation",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 521137,
      "title": "How to avoid Notebook timing out during submission?",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 520280,
      "title": "Team Member with  medical Knowledge",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 520540,
      "title": "MambaVision: A Hybrid Mamba-Transformer Vision Backbone",
      "comment_count": 3,
      "views": 0,
      "votes": 8
    },
    {
      "id": 520461,
      "title": "Handling Null Values and Imbalanced Data in Image and Metadata Dataset",
      "comment_count": 5,
      "views": 0,
      "votes": 2
    },
    {
      "id": 520851,
      "title": "Do we have to use the image?",
      "comment_count": 4,
      "views": 0,
      "votes": 0
    },
    {
      "id": 520348,
      "title": "Trying image enhancement techniques with various automatic thresholding methods.",
      "comment_count": 0,
      "views": 0,
      "votes": 11
    },
    {
      "id": 520552,
      "title": "Understanding of Competition metric",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 520557,
      "title": "I wonder how to calculate pauc when there are no positive samples in one batch.",
      "comment_count": 8,
      "views": 0,
      "votes": 1
    },
    {
      "id": 515753,
      "title": "📆 Weekly plan for a kaggle",
      "comment_count": 13,
      "views": 0,
      "votes": 13
    },
    {
      "id": 519571,
      "title": "[COMPLETE] Submission will be rerun",
      "comment_count": 4,
      "views": 0,
      "votes": 16
    },
    {
      "id": 519686,
      "title": "What is the use of patient_id?",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 520620,
      "title": "Dataset Details ",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 520287,
      "title": "Image Resolution and Diagnostic Terminology in ISIC 2024 Dataset",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 520413,
      "title": "Unique chance Kaggle competition",
      "comment_count": 5,
      "views": 0,
      "votes": 3
    },
    {
      "id": 520472,
      "title": "A few questions about the race for beginners",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 520312,
      "title": "Balanced Test data with 584 images each for positive and negative cases",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 520543,
      "title": "tbp_lv_x, tbp_lv_y, tbp_lv_z Columns",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 520329,
      "title": "Rankings and Scores changed on public lb?",
      "comment_count": 5,
      "views": 0,
      "votes": null
    },
    {
      "id": 520060,
      "title": "DermGan by Google Research : For data augmentation purposes",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 519530,
      "title": "Notebook scored 0.166 with only 786 samples. ",
      "comment_count": 9,
      "views": 0,
      "votes": 10
    },
    {
      "id": 519605,
      "title": "How we Encode Data ?",
      "comment_count": 3,
      "views": 0,
      "votes": 7
    },
    {
      "id": 519611,
      "title": "Role of Asymmetry features in skin cancer  📐",
      "comment_count": 0,
      "views": 0,
      "votes": 16
    },
    {
      "id": 520531,
      "title": "What happend for my submission?",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 520469,
      "title": "Why does the code I submitted take a long time to run？",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 519561,
      "title": "Updated test-metadata.csv file",
      "comment_count": 7,
      "views": 0,
      "votes": 9
    },
    {
      "id": 520155,
      "title": "Unable to submit my code and submission. Please help !!",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 520194,
      "title": "Time of submission",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 519986,
      "title": "pAUC on validation set vs. LB score",
      "comment_count": 9,
      "views": 0,
      "votes": null
    },
    {
      "id": 520258,
      "title": "Submissions being wasted because of Notebook Threw Exception Error",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 519932,
      "title": "Notebook Threw Exception😓",
      "comment_count": 6,
      "views": 0,
      "votes": 1
    },
    {
      "id": 517151,
      "title": "Second week plan and first week review 🎯",
      "comment_count": 3,
      "views": 0,
      "votes": 6
    },
    {
      "id": 519614,
      "title": "Submission of notebook is successful but Scoring apears to timeout. ",
      "comment_count": 7,
      "views": 0,
      "votes": 1
    },
    {
      "id": 519085,
      "title": "新人首赛提问一：整个流程是这样吗",
      "comment_count": 14,
      "views": 0,
      "votes": null
    },
    {
      "id": 519925,
      "title": "What are the definitions of inside and outside lesion?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 518908,
      "title": "Pseudo Patient Labeling 2019 External Data",
      "comment_count": 2,
      "views": 0,
      "votes": 12
    },
    {
      "id": 518889,
      "title": "Large disparity between CV and LB",
      "comment_count": 6,
      "views": 0,
      "votes": 4
    },
    {
      "id": 519161,
      "title": "Why does tf_efficientnet_b3_ns and image_size=384 cause Notebook Out of Memory?",
      "comment_count": 14,
      "views": 0,
      "votes": null
    },
    {
      "id": 516029,
      "title": "LGBM - Not what the Doctor Ordered",
      "comment_count": 18,
      "views": 0,
      "votes": 17
    },
    {
      "id": 516170,
      "title": "Mistake in tbp_lv_stdLExt Test column. Hosts pls pay attention ",
      "comment_count": 10,
      "views": 0,
      "votes": 15
    },
    {
      "id": 519390,
      "title": "Efficient Methods for Converting Large Images to Arrays in Kaggle Notebooks",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 516584,
      "title": "I need help with submissions error. ",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 519280,
      "title": "Unable to download data via API",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 518591,
      "title": "submission.csv not found ",
      "comment_count": 9,
      "views": 0,
      "votes": 2
    },
    {
      "id": 515369,
      "title": "AI in Dermoscopy. ADAE algorithm. Ensemble and Cropping on the previous ISIC. ",
      "comment_count": 3,
      "views": 0,
      "votes": 46
    },
    {
      "id": 519717,
      "title": "ISIC 2024 - Skin Cancer Detection with 3D-TBP",
      "comment_count": 1,
      "views": 0,
      "votes": -11
    },
    {
      "id": 517254,
      "title": "How to use DataLoader multiprocessing with HDF5 file?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 519192,
      "title": "Notebook submission error",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 516875,
      "title": "CV Score and additional datasets. ",
      "comment_count": 2,
      "views": 0,
      "votes": 19
    },
    {
      "id": 517147,
      "title": "Shape features and the role in skin cancer 🔻🟩🟡",
      "comment_count": 0,
      "views": 0,
      "votes": 23
    },
    {
      "id": 519143,
      "title": "I get a submission error, even though logs look fine;",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 517213,
      "title": "Strong and weak labelled",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 517145,
      "title": "Learning from Subjective Data",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 517143,
      "title": "How to use previous data？",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 516588,
      "title": "Role of color in skin cancer 🔴🔵⚪",
      "comment_count": 0,
      "views": 0,
      "votes": 42
    },
    {
      "id": 515962,
      "title": "How to handle Run out of memory submission?",
      "comment_count": 7,
      "views": 0,
      "votes": 6
    },
    {
      "id": 518706,
      "title": "Anyone help me? - Error submite - (Notebook Threw Exception)",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 518464,
      "title": "🟠 Careful non-experienced kaggle users! If you used GPU make sure you submit while GPU is ON! then turn it off.",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 516896,
      "title": "Noob Question- Outside dependencies ",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 517169,
      "title": "Fastai Notebook runs fine, Submission - Notebook threw exception",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 515958,
      "title": "So few cancerous images 😢",
      "comment_count": 7,
      "views": 0,
      "votes": 2
    },
    {
      "id": 516223,
      "title": "Looking for a team member",
      "comment_count": 3,
      "views": 0,
      "votes": 4
    },
    {
      "id": 517308,
      "title": "question on rules",
      "comment_count": 6,
      "views": 0,
      "votes": null
    },
    {
      "id": 516358,
      "title": "Could anyone help me find why my submission is incorrect?",
      "comment_count": 4,
      "views": 0,
      "votes": 0
    },
    {
      "id": 516583,
      "title": "Question on ROC curve",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 518330,
      "title": "Meta Data Distribution",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 515825,
      "title": "What is A,B,C?",
      "comment_count": 6,
      "views": 0,
      "votes": 11
    },
    {
      "id": 516940,
      "title": "The pAUC stays very low (~0.0x), why?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 515281,
      "title": "393 Positive samples out of 401k?",
      "comment_count": 3,
      "views": 0,
      "votes": 26
    },
    {
      "id": 516432,
      "title": "Using pre-trained models",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 517048,
      "title": "Application of tbp_lv_dnn_lesion_confidence",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 515942,
      "title": "EDA and Interesting Finds",
      "comment_count": 2,
      "views": 0,
      "votes": 6
    },
    {
      "id": 516865,
      "title": "Submitted notebook stuck on running",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 515897,
      "title": "How to upload one image at a time from the hdf5 file",
      "comment_count": 0,
      "views": 0,
      "votes": 8
    },
    {
      "id": 516202,
      "title": "ISIC2024 - FAQs Plus EDA",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 516381,
      "title": "Be aware of torcheval BINARYAUROC implementation",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 515425,
      "title": "Expecting a lot of shakeup on the final leaderboard",
      "comment_count": 1,
      "views": 0,
      "votes": 12
    },
    {
      "id": 515586,
      "title": "Efficient and simple way of loading image files",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 515264,
      "title": "Known Approaches and Resources: Papers, Videos, and Books ",
      "comment_count": 4,
      "views": 0,
      "votes": 11
    },
    {
      "id": 516260,
      "title": "Unable to share notebooik in this competition [An error occurred while saving changes to your notebook]",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    }
  ],
  "errors": []
}