{
  "total": 234,
  "topics": [
    {
      "id": 67602,
      "title": "Welcome!",
      "comment_count": 14,
      "views": 0,
      "votes": 4
    },
    {
      "id": 77367,
      "title": "Thank you! Survey and info on article for Nature Methods",
      "comment_count": 28,
      "views": 0,
      "votes": 16
    },
    {
      "id": 67604,
      "title": "Welcome!",
      "comment_count": 86,
      "views": 0,
      "votes": 22
    },
    {
      "id": 77436,
      "title": "Special Prize Evaluation",
      "comment_count": 26,
      "views": 0,
      "votes": 6
    },
    {
      "id": 69984,
      "title": "Official pre-trained models and external data thread",
      "comment_count": 243,
      "views": 0,
      "votes": 34
    },
    {
      "id": 541962,
      "title": "Deleted entries in the leaderboad",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 78109,
      "title": "A CNN classifier and a Metric Learning model,1st Place Solution ",
      "comment_count": 244,
      "views": 0,
      "votes": 628
    },
    {
      "id": 72812,
      "title": "Pytorch Baseline 0.461",
      "comment_count": 25,
      "views": 0,
      "votes": 56
    },
    {
      "id": 167798,
      "title": "error when reading tfrec ??? please help",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 77269,
      "title": "7th place solution",
      "comment_count": 17,
      "views": 0,
      "votes": 65
    },
    {
      "id": 77355,
      "title": "231st place keras solution",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 67819,
      "title": "Multilabel Stratification Python Package",
      "comment_count": 26,
      "views": 0,
      "votes": 103
    },
    {
      "id": 76656,
      "title": "Focal loss parameters intuition",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 77300,
      "title": "part of 4th place solution: GAPNet & dual loss ResNet",
      "comment_count": 24,
      "views": 0,
      "votes": 81
    },
    {
      "id": 70253,
      "title": "comparison of optimizers for keras",
      "comment_count": 19,
      "views": 0,
      "votes": 37
    },
    {
      "id": 77637,
      "title": "39th solution-Attention Gated Resnet18 ( single model without cv)",
      "comment_count": 3,
      "views": 0,
      "votes": 18
    },
    {
      "id": 119867,
      "title": "Article published in Nature Methods",
      "comment_count": 1,
      "views": 0,
      "votes": 12
    },
    {
      "id": 69955,
      "title": "ideas and discussion",
      "comment_count": 40,
      "views": 0,
      "votes": 63
    },
    {
      "id": 73246,
      "title": "compute macro f1 score in pytorch",
      "comment_count": 7,
      "views": 0,
      "votes": 2
    },
    {
      "id": 102836,
      "title": "why don't have any one used tensorflow.slim to do this classification work? ",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 77251,
      "title": "8 place solution writeup",
      "comment_count": 38,
      "views": 0,
      "votes": 98
    },
    {
      "id": 71179,
      "title": "How do I use higher resolution images in Resnet50 based model?",
      "comment_count": 7,
      "views": 0,
      "votes": 0
    },
    {
      "id": 77320,
      "title": "3rd place solution with code.",
      "comment_count": 18,
      "views": 0,
      "votes": 124
    },
    {
      "id": 92177,
      "title": "keep going...",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 77335,
      "title": "73th solution, only resnet18, with pytorch code",
      "comment_count": 8,
      "views": 0,
      "votes": 20
    },
    {
      "id": 74065,
      "title": "If you want to play with class weights ...",
      "comment_count": 19,
      "views": 0,
      "votes": 27
    },
    {
      "id": 86462,
      "title": "Papers",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 81755,
      "title": "Confusion matrix and test accuracy",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 77289,
      "title": "11th place solution(custom f1 loss)",
      "comment_count": 6,
      "views": 0,
      "votes": 32
    },
    {
      "id": 80697,
      "title": "Special Prize Winner Announcement",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 80474,
      "title": "How many human hours did you spend working on this competition?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 77731,
      "title": "5th Place Solution",
      "comment_count": 21,
      "views": 0,
      "votes": 31
    },
    {
      "id": 79174,
      "title": "Help with implementing focal loss",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 77302,
      "title": "64th place solution",
      "comment_count": 10,
      "views": 0,
      "votes": 7
    },
    {
      "id": 77322,
      "title": "15th place solution with Deep Supervision",
      "comment_count": 4,
      "views": 0,
      "votes": 21
    },
    {
      "id": 71039,
      "title": "Fastai v1 starter pack",
      "comment_count": 46,
      "views": 0,
      "votes": 58
    },
    {
      "id": 77325,
      "title": "12th place solution",
      "comment_count": 15,
      "views": 0,
      "votes": 38
    },
    {
      "id": 78296,
      "title": "Question about feature engineering",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 77282,
      "title": "11th Place Solution",
      "comment_count": 9,
      "views": 0,
      "votes": 40
    },
    {
      "id": 77588,
      "title": "Where is solution #1 writeup?",
      "comment_count": 10,
      "views": 0,
      "votes": 18
    },
    {
      "id": 77252,
      "title": "Congrats to Bestfitting! Still one of the best competitors in image competition!",
      "comment_count": 3,
      "views": 0,
      "votes": 40
    },
    {
      "id": 77254,
      "title": "92nd place pytorch solution",
      "comment_count": 11,
      "views": 0,
      "votes": 31
    },
    {
      "id": 71805,
      "title": "How to download high resolution dataset using via terminal?",
      "comment_count": 8,
      "views": 0,
      "votes": null
    },
    {
      "id": 76665,
      "title": "cnn with image patches (lb 0.619)",
      "comment_count": 40,
      "views": 0,
      "votes": 48
    },
    {
      "id": 77327,
      "title": "My solution (with github)",
      "comment_count": 17,
      "views": 0,
      "votes": 28
    },
    {
      "id": 77256,
      "title": "33th Place Algorithm on Private LB",
      "comment_count": 6,
      "views": 0,
      "votes": 30
    },
    {
      "id": 77285,
      "title": "30 place solution writeup",
      "comment_count": 10,
      "views": 0,
      "votes": 23
    },
    {
      "id": 76820,
      "title": "Something about reaching 0.6+ with single model",
      "comment_count": 35,
      "views": 0,
      "votes": 37
    },
    {
      "id": 77295,
      "title": "Sob story: anyone else trust their CV and miss out on gold?",
      "comment_count": 19,
      "views": 0,
      "votes": 5
    },
    {
      "id": 77330,
      "title": "How much boost did you get from ensemble?",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 77486,
      "title": "Competition inspired HPA screen saver",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 77276,
      "title": "25th solution overview",
      "comment_count": 3,
      "views": 0,
      "votes": 15
    },
    {
      "id": 77313,
      "title": "~0.5 fastai solution",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 77260,
      "title": "My one trick for image preprocessing, score + ~0.01",
      "comment_count": 2,
      "views": 0,
      "votes": 11
    },
    {
      "id": 77272,
      "title": "Meditation on 74th place.",
      "comment_count": 1,
      "views": 0,
      "votes": 9
    },
    {
      "id": 77311,
      "title": "About leakage",
      "comment_count": 5,
      "views": 0,
      "votes": 7
    },
    {
      "id": 77065,
      "title": "different LR for different layers in Keras",
      "comment_count": 12,
      "views": 0,
      "votes": 4
    },
    {
      "id": 77299,
      "title": "31st place solution (16th in public lb)",
      "comment_count": 0,
      "views": 0,
      "votes": 7
    },
    {
      "id": 77266,
      "title": "One idea about difference between train set and test set.",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 77244,
      "title": "Good luck for everyone )) I hope our work can be helpful for Human Protein Atlas Team.",
      "comment_count": 0,
      "views": 0,
      "votes": 7
    },
    {
      "id": 77368,
      "title": "More than 4 channels?",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 77258,
      "title": "SLF vs. CNN features",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 77308,
      "title": "Private LB rank is quite different from Public LB rank",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 75640,
      "title": "Best single model without leak",
      "comment_count": 109,
      "views": 0,
      "votes": 30
    },
    {
      "id": 75691,
      "title": "Some information that may help you reach 0.59+...",
      "comment_count": 63,
      "views": 0,
      "votes": 96
    },
    {
      "id": 77061,
      "title": "Practical Usage of this Prediction",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 76722,
      "title": "Could someone share your ensemble methods in detail?Thanks!",
      "comment_count": 6,
      "views": 0,
      "votes": 0
    },
    {
      "id": 76719,
      "title": "How much do you gain after using external data?",
      "comment_count": 10,
      "views": 0,
      "votes": 6
    },
    {
      "id": 76881,
      "title": "HPA image 3 channels",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 76975,
      "title": "ways to fight imbalanced dataset",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 76407,
      "title": "up sampling, balance sampling in a batch",
      "comment_count": 10,
      "views": 0,
      "votes": 3
    },
    {
      "id": 76880,
      "title": "Normalising strategy when using pytorch pre-trained models",
      "comment_count": 6,
      "views": 0,
      "votes": null
    },
    {
      "id": 76799,
      "title": "What's your estimate of shakeup?",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 75382,
      "title": "What hardware do you use?",
      "comment_count": 17,
      "views": 0,
      "votes": 8
    },
    {
      "id": 76336,
      "title": "Do you trust HPA? (and some ramblings)",
      "comment_count": 10,
      "views": 0,
      "votes": 17
    },
    {
      "id": 76372,
      "title": "What is proper ways to make ensemble models?",
      "comment_count": 5,
      "views": 0,
      "votes": 3
    },
    {
      "id": 76303,
      "title": "the hidden tricks",
      "comment_count": 6,
      "views": 0,
      "votes": 18
    },
    {
      "id": 76537,
      "title": "Learning the cell structure (The Human Learning!)",
      "comment_count": 3,
      "views": 0,
      "votes": 12
    },
    {
      "id": 76678,
      "title": "Can not get ResNet working in the right way",
      "comment_count": 4,
      "views": 0,
      "votes": 4
    },
    {
      "id": 76771,
      "title": " HPAv18",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 76631,
      "title": "How to Use pre-trained model/transfer learning for 3+ depth?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 76414,
      "title": "About 'What am I predicting?'",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 76642,
      "title": "Strange ensemble result",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 76594,
      "title": "SEnet and variants not performing well",
      "comment_count": 6,
      "views": 0,
      "votes": null
    },
    {
      "id": 76632,
      "title": "If we select threshold for each class?",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 76460,
      "title": "Why don't the image rotate 90°，180°and270° to enhance the data set?",
      "comment_count": 6,
      "views": 0,
      "votes": null
    },
    {
      "id": 76447,
      "title": "Looking to Join A Team",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 76280,
      "title": "is hpa external data \"really clean\" ?",
      "comment_count": 2,
      "views": 0,
      "votes": 8
    },
    {
      "id": 75783,
      "title": "summary of external dataset and leak",
      "comment_count": 11,
      "views": 0,
      "votes": 16
    },
    {
      "id": 76351,
      "title": "maybe useful:  SLF features (Subcellular Location Features descriptions)",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 76304,
      "title": "Looking for a Team",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 76174,
      "title": "how to use multi-localisation information?",
      "comment_count": 1,
      "views": 0,
      "votes": 6
    },
    {
      "id": 75762,
      "title": "beyond oversampling ... meta-learning, k-shot learning and the tail",
      "comment_count": 1,
      "views": 0,
      "votes": 15
    },
    {
      "id": 76339,
      "title": "Sentiment Analysis For Stock Market",
      "comment_count": 3,
      "views": 0,
      "votes": -19
    },
    {
      "id": 76130,
      "title": "Misclassification for object with id 3aee7906-bba2-11e8-b2b9-ac1f6b6435d0",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 76151,
      "title": "class 15",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 75752,
      "title": "Get worse result when using cross-validation ensemble",
      "comment_count": 5,
      "views": 0,
      "votes": 2
    },
    {
      "id": 75880,
      "title": "Did anyone had success with making results reproducible?",
      "comment_count": 6,
      "views": 0,
      "votes": 0
    },
    {
      "id": 76095,
      "title": "In inception_v3 of keras,Why is it so different in training and predicting?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 75768,
      "title": "Using GAN ...",
      "comment_count": 5,
      "views": 0,
      "votes": 5
    },
    {
      "id": 75645,
      "title": "How do you deal with null values?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 73938,
      "title": "How I found myself in the \"gold\" zone",
      "comment_count": 108,
      "views": 0,
      "votes": 56
    },
    {
      "id": 75673,
      "title": "Image Convertation",
      "comment_count": 6,
      "views": 0,
      "votes": null
    },
    {
      "id": 72871,
      "title": "Any tricks to get 0.55+?",
      "comment_count": 18,
      "views": 0,
      "votes": 3
    },
    {
      "id": 75472,
      "title": "Question about implementing f1 macro at the end of each epoch",
      "comment_count": 12,
      "views": 0,
      "votes": 2
    },
    {
      "id": 73934,
      "title": "Understanding the top of the LB",
      "comment_count": 18,
      "views": 0,
      "votes": 21
    },
    {
      "id": 75512,
      "title": "Fastai v1 starter pack (Kernel edition!)",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 75571,
      "title": "Is HPA external data useful?",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 75509,
      "title": "How to convert 4 channel image to single RGB image? like http://v18.proteinatlas.org/images/10580/1610_C1_1_blue_red_green_yellow.jpg",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 75404,
      "title": "Does the order matter in multi-class labels?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 75214,
      "title": "Min threshold?",
      "comment_count": 9,
      "views": 0,
      "votes": null
    },
    {
      "id": 73395,
      "title": "Let's talk about the HPA data leakage",
      "comment_count": 83,
      "views": 0,
      "votes": 52
    },
    {
      "id": 74825,
      "title": "how to add dropout in Keras for pre-trained stock resnet50",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 75432,
      "title": "Special prize package structure",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 75018,
      "title": "How to obtain se resnext-50, 100 weight for keras",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 73410,
      "title": "Why this is difficult - with eggsamples",
      "comment_count": 22,
      "views": 0,
      "votes": 54
    },
    {
      "id": 74146,
      "title": "Baseline Performance ?",
      "comment_count": 22,
      "views": 0,
      "votes": 3
    },
    {
      "id": 75153,
      "title": "Kaggle expired certificate",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 70478,
      "title": "how not to overfit : attention is what you need ?",
      "comment_count": 49,
      "views": 0,
      "votes": 65
    },
    {
      "id": 72895,
      "title": "Here is what color channels mean",
      "comment_count": 14,
      "views": 0,
      "votes": 41
    },
    {
      "id": 69366,
      "title": "Order of Ids in the submission file matter!",
      "comment_count": 21,
      "views": 0,
      "votes": 37
    },
    {
      "id": 74360,
      "title": "One trick to speed up model training (For Rookie like me = =)",
      "comment_count": 5,
      "views": 0,
      "votes": 5
    },
    {
      "id": 72534,
      "title": "A list of identical and near-identical images",
      "comment_count": 18,
      "views": 0,
      "votes": 34
    },
    {
      "id": 73928,
      "title": "Other uses for the HPA data",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 74578,
      "title": "Processing the external HPA data",
      "comment_count": 10,
      "views": 0,
      "votes": 3
    },
    {
      "id": 74417,
      "title": "Making interesting pictures",
      "comment_count": 5,
      "views": 0,
      "votes": 5
    },
    {
      "id": 74506,
      "title": "Unable to load fastai package in Kaggle kernel",
      "comment_count": 7,
      "views": 0,
      "votes": 1
    },
    {
      "id": 72175,
      "title": "What is the normal range of f1 score in valid datasets during training?In training, I usually get a very low f1 score, about 0.3,what is your score?welcome to share your experience!",
      "comment_count": 7,
      "views": 0,
      "votes": 0
    },
    {
      "id": 74553,
      "title": "Protein classification (HPA) - Not at all improving accuracy ",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 73929,
      "title": "How to validate result a bit more properly in keras",
      "comment_count": 10,
      "views": 0,
      "votes": 8
    },
    {
      "id": 74147,
      "title": "Which loss function do you choose? ",
      "comment_count": 9,
      "views": 0,
      "votes": 2
    },
    {
      "id": 73918,
      "title": "Can someone tell me how to handle more than one target in train file because a simple cnn does not gives us multi target...",
      "comment_count": 9,
      "views": 0,
      "votes": -2
    },
    {
      "id": 74068,
      "title": "One possible use for similar images",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 73748,
      "title": "how to handle the null value in predict result?",
      "comment_count": 10,
      "views": 0,
      "votes": 2
    },
    {
      "id": 74144,
      "title": "Confusion about the filters and annotations",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 68678,
      "title": "LB probing",
      "comment_count": 21,
      "views": 0,
      "votes": 40
    },
    {
      "id": 71147,
      "title": "What to trust?",
      "comment_count": 12,
      "views": 0,
      "votes": 4
    },
    {
      "id": 73007,
      "title": "Disk Bottlenecks during training",
      "comment_count": 11,
      "views": 0,
      "votes": null
    },
    {
      "id": 73751,
      "title": "Is there  anyone's score suddenly get smaller today? ",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 70379,
      "title": "Official confirmation on the F1 metric",
      "comment_count": 11,
      "views": 0,
      "votes": 10
    },
    {
      "id": 73199,
      "title": "Interesting overfitting problem",
      "comment_count": 16,
      "views": 0,
      "votes": 2
    },
    {
      "id": 72795,
      "title": "If you see faces in these images, you are not crazy!",
      "comment_count": 8,
      "views": 0,
      "votes": 14
    },
    {
      "id": 73365,
      "title": "any improvement with using the external data?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 70206,
      "title": "How I process the tif images",
      "comment_count": 29,
      "views": 0,
      "votes": 14
    },
    {
      "id": 71739,
      "title": "What's your lb score jump with increase in image size?",
      "comment_count": 18,
      "views": 0,
      "votes": 5
    },
    {
      "id": 72673,
      "title": "Questions/Concerns About the Quality of Competition Data and Pre-processing",
      "comment_count": 7,
      "views": 0,
      "votes": 3
    },
    {
      "id": 69462,
      "title": "Has anyone noticed a ~35% drop from local validation score to LB score?",
      "comment_count": 29,
      "views": 0,
      "votes": 14
    },
    {
      "id": 72815,
      "title": "Kernel Wanted:  A Game to Identify the Subcellular Classes",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 70365,
      "title": "comparison of loss functions",
      "comment_count": 13,
      "views": 0,
      "votes": 19
    },
    {
      "id": 71066,
      "title": "Fighting label imbalance",
      "comment_count": 14,
      "views": 0,
      "votes": 9
    },
    {
      "id": 70225,
      "title": "direct F1 optmisation",
      "comment_count": 4,
      "views": 0,
      "votes": 13
    },
    {
      "id": 71496,
      "title": "Reproducibility and the winner obligations",
      "comment_count": 6,
      "views": 0,
      "votes": 3
    },
    {
      "id": 71947,
      "title": "How could I ensemble in this kind  of data output",
      "comment_count": 8,
      "views": 0,
      "votes": 1
    },
    {
      "id": 69266,
      "title": "Cell type labels? ",
      "comment_count": 5,
      "views": 0,
      "votes": 3
    },
    {
      "id": 72095,
      "title": "Micro f1 score troubled me in training.",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 71950,
      "title": "Regarding fullsize image data",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 71648,
      "title": "How about your thresholds?",
      "comment_count": 7,
      "views": 0,
      "votes": 9
    },
    {
      "id": 71484,
      "title": "What can I do for the  predictions whose probability towards all classes equals to zero?Dose it means that I have choosed a bad threshold?",
      "comment_count": 10,
      "views": 0,
      "votes": null
    },
    {
      "id": 70917,
      "title": "Help a newbie - How to balance train and test sets properly?",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 71759,
      "title": "Help！！！Some problem in tf",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 67839,
      "title": "Some Similar Competitions Kernels and many more",
      "comment_count": 5,
      "views": 0,
      "votes": 30
    },
    {
      "id": 69594,
      "title": "What do you do with the duplicates in test/training data?",
      "comment_count": 14,
      "views": 0,
      "votes": 6
    },
    {
      "id": 70376,
      "title": "Threshold selection",
      "comment_count": 5,
      "views": 0,
      "votes": 11
    },
    {
      "id": 71385,
      "title": "Simple fastai v1 baseline",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 70128,
      "title": "What are your predictions for maximum public LB score? ",
      "comment_count": 14,
      "views": 0,
      "votes": 3
    },
    {
      "id": 70827,
      "title": "Plateauing loss. How do I reduce it further?",
      "comment_count": 12,
      "views": 0,
      "votes": 3
    },
    {
      "id": 70914,
      "title": "who is affecting your results?",
      "comment_count": 0,
      "views": 0,
      "votes": 9
    },
    {
      "id": 70770,
      "title": "Useful Statistical Data for Threshold ... etc",
      "comment_count": 2,
      "views": 0,
      "votes": 8
    },
    {
      "id": 70608,
      "title": "Offset between channels in dataset?",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 70092,
      "title": "Is 32 GB RAM sufficient for this competition?",
      "comment_count": 43,
      "views": 0,
      "votes": 2
    },
    {
      "id": 70813,
      "title": "method of reversible CNN",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 69979,
      "title": "Duplicate images and Near-Duplicate images",
      "comment_count": 7,
      "views": 0,
      "votes": 8
    },
    {
      "id": 68597,
      "title": "Difficult to understand prediction problem",
      "comment_count": 8,
      "views": 0,
      "votes": 1
    },
    {
      "id": 70425,
      "title": "GPU computing advice?",
      "comment_count": 13,
      "views": 0,
      "votes": 1
    },
    {
      "id": 70173,
      "title": "post your cnn visualization here!",
      "comment_count": 6,
      "views": 0,
      "votes": 12
    },
    {
      "id": 70830,
      "title": "Hamming Nosie",
      "comment_count": 0,
      "views": 0,
      "votes": -1
    },
    {
      "id": 70584,
      "title": "Using the Data for a Science Fair Project",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 70144,
      "title": "background domain knowledge",
      "comment_count": 5,
      "views": 0,
      "votes": 22
    },
    {
      "id": 70084,
      "title": "A visual guide to required CPU RAM based on image size",
      "comment_count": 9,
      "views": 0,
      "votes": 5
    },
    {
      "id": 70219,
      "title": "How to convert 4 channels image(RGBY) to RGB",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 70224,
      "title": "modern ensemble method:",
      "comment_count": 3,
      "views": 0,
      "votes": 8
    },
    {
      "id": 70578,
      "title": ":(((",
      "comment_count": 1,
      "views": 0,
      "votes": -3
    },
    {
      "id": 70503,
      "title": "Merging dataset",
      "comment_count": 1,
      "views": 0,
      "votes": -1
    },
    {
      "id": 70469,
      "title": "Why prediction upload error?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 70322,
      "title": "what do the filters do?",
      "comment_count": 6,
      "views": 0,
      "votes": 2
    },
    {
      "id": 70455,
      "title": "Unable to upload submissions",
      "comment_count": 0,
      "views": 0,
      "votes": -1
    },
    {
      "id": 70024,
      "title": "Comparison of different architectures and tricks",
      "comment_count": 14,
      "views": 0,
      "votes": 6
    },
    {
      "id": 70533,
      "title": "why in the data label has 31073 but train.zip has 124288 images ? ",
      "comment_count": 2,
      "views": 0,
      "votes": -7
    },
    {
      "id": 69371,
      "title": "Are full-sized images any good?",
      "comment_count": 17,
      "views": 0,
      "votes": 11
    },
    {
      "id": 70053,
      "title": "kaggle F1 score question",
      "comment_count": 3,
      "views": 0,
      "votes": 10
    },
    {
      "id": 70220,
      "title": "Non-Consistent Organelle Labeling",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 70231,
      "title": "tSNEfied images",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 70162,
      "title": "[Paper] In Silico Labeling: Predicting Fluorescent Labels in Unlabeled Images",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 70195,
      "title": "How your input images look like?",
      "comment_count": 0,
      "views": 0,
      "votes": -1
    },
    {
      "id": 68118,
      "title": "Data loading strategy",
      "comment_count": 13,
      "views": 0,
      "votes": 8
    },
    {
      "id": 67835,
      "title": "Note about metric",
      "comment_count": 28,
      "views": 0,
      "votes": 15
    },
    {
      "id": 69399,
      "title": "Techniques for loading images faster?",
      "comment_count": 10,
      "views": 0,
      "votes": 1
    },
    {
      "id": 69765,
      "title": "Is fastai slower than pytorch?",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 69851,
      "title": "Use four channel(RGBY) as input perform worse than use three channel(RGB)?",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 69537,
      "title": "A quick fix to get submission Ids in order",
      "comment_count": 6,
      "views": 0,
      "votes": 15
    },
    {
      "id": 69740,
      "title": "Seam carving to reduce image size - alternative to resampling?",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 68978,
      "title": "Super-talented",
      "comment_count": 7,
      "views": 0,
      "votes": 23
    },
    {
      "id": 69554,
      "title": "Question about the multiple labels for an image",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 69069,
      "title": "Handling 4 channel input",
      "comment_count": 11,
      "views": 0,
      "votes": 14
    },
    {
      "id": 69336,
      "title": "External Data ",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 68806,
      "title": "Rules - publication and research",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 69622,
      "title": "What is Kaggle's  current fastai version?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 68666,
      "title": "Does anyone have just a basic, working keras model?",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 69355,
      "title": "Cell explanation and visualization",
      "comment_count": 0,
      "views": 0,
      "votes": 11
    },
    {
      "id": 68992,
      "title": "EVE Online: Discovery Project",
      "comment_count": 5,
      "views": 0,
      "votes": 15
    },
    {
      "id": 69223,
      "title": "Previous publication: data cleaning step",
      "comment_count": 7,
      "views": 0,
      "votes": 6
    },
    {
      "id": 69468,
      "title": "Fast image loading",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 69297,
      "title": "How to handle 4 channel input",
      "comment_count": 9,
      "views": 0,
      "votes": null
    },
    {
      "id": 69405,
      "title": "Can't see my kernel",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 68765,
      "title": "Do you guys really use full size images",
      "comment_count": 5,
      "views": 0,
      "votes": 4
    },
    {
      "id": 68192,
      "title": "Looking for teammates",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 68944,
      "title": "Question about original and small images",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 69259,
      "title": "Follow CV than LB",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 68242,
      "title": "Question about (macro) f1 metric",
      "comment_count": 9,
      "views": 0,
      "votes": 7
    },
    {
      "id": 68983,
      "title": "some questions about dataset instrumentation, image properties",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 68934,
      "title": "Image preprocessing scheme when using transfer learning from ImageNet model??",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 68843,
      "title": "Another Special Prize?",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 68371,
      "title": "Question about Targets",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 68454,
      "title": "Missing Images of target ID 10, 15 and 17",
      "comment_count": 6,
      "views": 0,
      "votes": 1
    },
    {
      "id": 68411,
      "title": "Full Size dataset, free or billed downloading?",
      "comment_count": 6,
      "views": 0,
      "votes": null
    },
    {
      "id": 68663,
      "title": "Good metric for training for competition",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 68590,
      "title": "yellow channel in the dataset",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 68528,
      "title": "An Attempt at a Glossary",
      "comment_count": 0,
      "views": 0,
      "votes": 9
    },
    {
      "id": 67920,
      "title": "Understanding",
      "comment_count": 12,
      "views": 0,
      "votes": 8
    },
    {
      "id": 68101,
      "title": "Confocal microscopy settings",
      "comment_count": 4,
      "views": 0,
      "votes": 5
    },
    {
      "id": 68430,
      "title": "How are you addressing the special prize?",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 68295,
      "title": "Is every image loaded as RGB?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 68038,
      "title": "New participation ",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 68134,
      "title": "Stuck at 0.019? Try this!",
      "comment_count": 0,
      "views": 0,
      "votes": -2
    }
  ],
  "errors": []
}