{
  "total": 158,
  "topics": [
    {
      "id": 110452,
      "title": "Thank you from Recursion!",
      "comment_count": 1,
      "views": 0,
      "votes": 17
    },
    {
      "id": 110348,
      "title": "Competition Takeaways",
      "comment_count": 1,
      "views": 0,
      "votes": 16
    },
    {
      "id": 104011,
      "title": "Leaderboard update",
      "comment_count": 14,
      "views": 0,
      "votes": 14
    },
    {
      "id": 102905,
      "title": "Treatment siRNAs occur in groups of 277 per plate",
      "comment_count": 22,
      "views": 0,
      "votes": 63
    },
    {
      "id": 97771,
      "title": "Official External Data Thread",
      "comment_count": 18,
      "views": 0,
      "votes": 6
    },
    {
      "id": 97574,
      "title": "Welcome!",
      "comment_count": 29,
      "views": 0,
      "votes": 9
    },
    {
      "id": 375355,
      "title": "Partner with a newbie? ",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 100667,
      "title": "Triplet Loss: how to select triplets?",
      "comment_count": 1,
      "views": 0,
      "votes": 5
    },
    {
      "id": 109987,
      "title": "Sharing problems I encountered training Arcface models",
      "comment_count": 11,
      "views": 0,
      "votes": 48
    },
    {
      "id": 99171,
      "title": "Experimental Biology Tips",
      "comment_count": 22,
      "views": 0,
      "votes": 116
    },
    {
      "id": 110422,
      "title": "Can I work on the project after the competition? ",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 174853,
      "title": "Issue on submission",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 173273,
      "title": "404 - Not Found",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 110543,
      "title": "1st Place Solution Write-up & Code",
      "comment_count": 27,
      "views": 0,
      "votes": 130
    },
    {
      "id": 99243,
      "title": "Domain Adaptation",
      "comment_count": 9,
      "views": 0,
      "votes": 5
    },
    {
      "id": 110362,
      "title": "5th place solution. AdaBN[domain==plate]",
      "comment_count": 10,
      "views": 0,
      "votes": 35
    },
    {
      "id": 110998,
      "title": "117th place solution [0.718] using PyTorch & fastai",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 100414,
      "title": "[LB 0.583] simple metric learning approach",
      "comment_count": 47,
      "views": 0,
      "votes": 132
    },
    {
      "id": 110457,
      "title": "Second Place Solution",
      "comment_count": 11,
      "views": 0,
      "votes": 44
    },
    {
      "id": 110434,
      "title": "8th place solution summary",
      "comment_count": 9,
      "views": 0,
      "votes": 39
    },
    {
      "id": 110340,
      "title": "3rd place solution.",
      "comment_count": 10,
      "views": 0,
      "votes": 46
    },
    {
      "id": 110346,
      "title": "Low Budget LB 0.9759 kaggle-kernels-only solution",
      "comment_count": 18,
      "views": 0,
      "votes": 58
    },
    {
      "id": 110335,
      "title": "7th place solution summary",
      "comment_count": 9,
      "views": 0,
      "votes": 48
    },
    {
      "id": 110337,
      "title": "4th place solution",
      "comment_count": 7,
      "views": 0,
      "votes": 44
    },
    {
      "id": 110366,
      "title": "Our solution: 9th place",
      "comment_count": 5,
      "views": 0,
      "votes": 39
    },
    {
      "id": 110390,
      "title": "14th place solution, [0.989] Colab and Kaggle kernels",
      "comment_count": 7,
      "views": 0,
      "votes": 17
    },
    {
      "id": 110375,
      "title": "10th place - Pure Magic Solution",
      "comment_count": 4,
      "views": 0,
      "votes": 30
    },
    {
      "id": 110376,
      "title": "🏅Gold Medal Solutions 🏅",
      "comment_count": 2,
      "views": 0,
      "votes": 12
    },
    {
      "id": 110391,
      "title": "6th place solution",
      "comment_count": 2,
      "views": 0,
      "votes": 25
    },
    {
      "id": 110394,
      "title": "11th place solution - AttentionHeads",
      "comment_count": 3,
      "views": 0,
      "votes": 22
    },
    {
      "id": 110190,
      "title": "1.000 is crazy. Is this leak？",
      "comment_count": 32,
      "views": 0,
      "votes": 18
    },
    {
      "id": 99000,
      "title": "Unofficial Metric Learning Thread",
      "comment_count": 15,
      "views": 0,
      "votes": 27
    },
    {
      "id": 110460,
      "title": "AMA Interview with Dmitry Larko | Chai Time Data Science Podcast",
      "comment_count": 3,
      "views": 0,
      "votes": 9
    },
    {
      "id": 110361,
      "title": "16th place solution [0.988 private LB]",
      "comment_count": 1,
      "views": 0,
      "votes": 14
    },
    {
      "id": 110246,
      "title": "Public LB 0.988 solution",
      "comment_count": 15,
      "views": 0,
      "votes": 18
    },
    {
      "id": 110342,
      "title": "Congrast Konstantin Gavrilchik to be GM",
      "comment_count": 4,
      "views": 0,
      "votes": 16
    },
    {
      "id": 110355,
      "title": "[private 0.977]: solution",
      "comment_count": 4,
      "views": 0,
      "votes": 8
    },
    {
      "id": 110444,
      "title": "41st place pytorch solution",
      "comment_count": 1,
      "views": 0,
      "votes": 11
    },
    {
      "id": 110423,
      "title": "Quick and dumb 87'th place solution",
      "comment_count": 4,
      "views": 0,
      "votes": 8
    },
    {
      "id": 110393,
      "title": "DenseNet-121 on a single GPU [LB 0.97520]",
      "comment_count": 1,
      "views": 0,
      "votes": 17
    },
    {
      "id": 110381,
      "title": "How will Recursion use the best solutions?",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 110349,
      "title": "Sharing scores without leak",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 110401,
      "title": "[Boring] 131 place solution",
      "comment_count": 0,
      "views": 0,
      "votes": 9
    },
    {
      "id": 110108,
      "title": "One 1108 class model vs four 277 class models?",
      "comment_count": 7,
      "views": 0,
      "votes": 5
    },
    {
      "id": 110352,
      "title": "How did you use the control experiments?",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 110397,
      "title": "Wrap up for algorithms worked in 277 post-processing",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 110368,
      "title": "What augmentation techniques were crucial in this competition?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 110181,
      "title": "Good Luck to all 👍",
      "comment_count": 1,
      "views": 0,
      "votes": 5
    },
    {
      "id": 110332,
      "title": "Congratulations to all winners (and a look back at public LB)",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 109559,
      "title": "Your choice: Metric learning vs Simple Classification",
      "comment_count": 10,
      "views": 0,
      "votes": 11
    },
    {
      "id": 110022,
      "title": "Accuracy not at all getting better",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 109730,
      "title": "best score using kaggle kernels only?",
      "comment_count": 7,
      "views": 0,
      "votes": 3
    },
    {
      "id": 109765,
      "title": "What's your source of compute?",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 109731,
      "title": "How do you load data?",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 109119,
      "title": "Is HUVEC-05 mislabeled?",
      "comment_count": 3,
      "views": 0,
      "votes": 10
    },
    {
      "id": 108414,
      "title": "Why are there so high LB scores?",
      "comment_count": 29,
      "views": 0,
      "votes": 10
    },
    {
      "id": 108733,
      "title": "Augmenting multi-spectral images with Albumentations",
      "comment_count": 4,
      "views": 0,
      "votes": 19
    },
    {
      "id": 107587,
      "title": "ResNet50 train/validation accuracy not converging",
      "comment_count": 5,
      "views": 0,
      "votes": 2
    },
    {
      "id": 107747,
      "title": "do we need to use the pixel_stats.csv?",
      "comment_count": 12,
      "views": 0,
      "votes": 3
    },
    {
      "id": 108716,
      "title": "Why are controls important?",
      "comment_count": 4,
      "views": 0,
      "votes": 11
    },
    {
      "id": 108186,
      "title": "Different experiments have different cell concentrations?",
      "comment_count": 9,
      "views": 0,
      "votes": 14
    },
    {
      "id": 108484,
      "title": "New GPU Qouta hours per week",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 106715,
      "title": "Best way to use both sites?",
      "comment_count": 7,
      "views": 0,
      "votes": 9
    },
    {
      "id": 108115,
      "title": "Morphological Profiling using an image-based assay",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 107984,
      "title": "Introduction to RNA interference / siRNA",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 103053,
      "title": "TPU code sharing thread",
      "comment_count": 14,
      "views": 0,
      "votes": 12
    },
    {
      "id": 107364,
      "title": "How to ensemble?",
      "comment_count": 6,
      "views": 0,
      "votes": 4
    },
    {
      "id": 107130,
      "title": "One-pager overview of data structure",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 106915,
      "title": "Does the computation resources are crucial in this competition?",
      "comment_count": 9,
      "views": 0,
      "votes": 6
    },
    {
      "id": 104856,
      "title": "Large Model Small Images vs Small Model Large Images",
      "comment_count": 5,
      "views": 0,
      "votes": 6
    },
    {
      "id": 106481,
      "title": "Question to scientists/organizers: how good should the accuracy be for models to be used by the scientific community/industry?",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 105606,
      "title": "Correlation LB and CV scores",
      "comment_count": 9,
      "views": 0,
      "votes": 7
    },
    {
      "id": 106150,
      "title": "Performing Error Analysis",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 105984,
      "title": "Kernel Commit Error Problem",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 105600,
      "title": "A script to join x6 channel images into x1 RGB image (multicore)",
      "comment_count": 6,
      "views": 0,
      "votes": 1
    },
    {
      "id": 102391,
      "title": "Using free TPUs with pytorch",
      "comment_count": 21,
      "views": 0,
      "votes": 16
    },
    {
      "id": 105219,
      "title": "Cropping, coloring, flipping w/ 6-channels - right approach",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 103819,
      "title": "6 channel vs 3 channel input",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 100624,
      "title": "Using 6 channel image for feeding network",
      "comment_count": 12,
      "views": 0,
      "votes": 8
    },
    {
      "id": 104257,
      "title": "Computing resources used by the current gold and silver medalists?",
      "comment_count": 13,
      "views": 0,
      "votes": 5
    },
    {
      "id": 105046,
      "title": "The meaning of the channels",
      "comment_count": 4,
      "views": 0,
      "votes": 8
    },
    {
      "id": 98075,
      "title": "Did anyone check the distribution of cell types in public/private?",
      "comment_count": 13,
      "views": 0,
      "votes": 10
    },
    {
      "id": 102997,
      "title": "How to normalize properly?",
      "comment_count": 6,
      "views": 0,
      "votes": 5
    },
    {
      "id": 101392,
      "title": "ArcFace - Help needed",
      "comment_count": 21,
      "views": 0,
      "votes": 17
    },
    {
      "id": 103733,
      "title": "Properly use Data Augmentation",
      "comment_count": 8,
      "views": 0,
      "votes": 4
    },
    {
      "id": 104012,
      "title": "Should you change your learning rate depending on your model's complexity, e.g. moving from resnet18 to resnet50?",
      "comment_count": 11,
      "views": 0,
      "votes": 1
    },
    {
      "id": 103683,
      "title": "CellProfiler software and the Cell Painting assay",
      "comment_count": 14,
      "views": 0,
      "votes": 13
    },
    {
      "id": 103749,
      "title": "Do we need multiple GPUs to train Densenets or Resnet50 and higher?",
      "comment_count": 8,
      "views": 0,
      "votes": 3
    },
    {
      "id": 100397,
      "title": "Cell-line-specific classifiers?",
      "comment_count": 29,
      "views": 0,
      "votes": 12
    },
    {
      "id": 104284,
      "title": "Debugging Neural Net by Gradient Visualization",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 101221,
      "title": "[current LB: 0.435] Kicking the tires on Google AutoML Vision ",
      "comment_count": 18,
      "views": 0,
      "votes": 40
    },
    {
      "id": 104095,
      "title": "TFRecord files and test data",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 100801,
      "title": "Why is no one using fastai for this challenge?",
      "comment_count": 18,
      "views": 0,
      "votes": 2
    },
    {
      "id": 104022,
      "title": "Bag of tricks",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 103162,
      "title": "All GCP related questions thread",
      "comment_count": 8,
      "views": 0,
      "votes": 4
    },
    {
      "id": 103503,
      "title": "Unable to reproduce result on GCP",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 102865,
      "title": "Imaging sites: are these \"random spots\" in the well? ",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 102149,
      "title": "Kernel always disconnected",
      "comment_count": 8,
      "views": 0,
      "votes": 1
    },
    {
      "id": 101489,
      "title": "[LB 0.4] DenseNet201 with CosFace",
      "comment_count": 23,
      "views": 0,
      "votes": 27
    },
    {
      "id": 98116,
      "title": "CV/Public LB correlation",
      "comment_count": 36,
      "views": 0,
      "votes": 11
    },
    {
      "id": 102673,
      "title": "For first-timers like me: LB means \"LeaderBoard score\" and CV means \"Cross-validation [score]\"",
      "comment_count": 3,
      "views": 0,
      "votes": 7
    },
    {
      "id": 101528,
      "title": "ResNet34 not converging",
      "comment_count": 21,
      "views": 0,
      "votes": 2
    },
    {
      "id": 102431,
      "title": "Sharing 1st place solution from previous competition similar to this one",
      "comment_count": 0,
      "views": 0,
      "votes": 21
    },
    {
      "id": 101826,
      "title": "Reframing the positive controls/negative control in a way that is understandable for non experts, and thus useful",
      "comment_count": 7,
      "views": 0,
      "votes": 10
    },
    {
      "id": 102245,
      "title": "My First Competition",
      "comment_count": 8,
      "views": 0,
      "votes": 3
    },
    {
      "id": 99170,
      "title": "Kernel Crashing while loading image data!",
      "comment_count": 7,
      "views": 0,
      "votes": 2
    },
    {
      "id": 100755,
      "title": "Image normalization for pre-trained models",
      "comment_count": 7,
      "views": 0,
      "votes": 9
    },
    {
      "id": 101997,
      "title": "pytorch model.eval seems suboptimal",
      "comment_count": 5,
      "views": 0,
      "votes": 5
    },
    {
      "id": 100163,
      "title": "How are you using the control data?",
      "comment_count": 11,
      "views": 0,
      "votes": 10
    },
    {
      "id": 100158,
      "title": "Explanatory videos providing quick domain expertise",
      "comment_count": 2,
      "views": 0,
      "votes": 9
    },
    {
      "id": 101757,
      "title": "TPU Quota",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 101327,
      "title": "How much are your two-site predictions consistent?",
      "comment_count": 20,
      "views": 0,
      "votes": 4
    },
    {
      "id": 99328,
      "title": "Best score when doing \"just classification\"?",
      "comment_count": 52,
      "views": 0,
      "votes": 23
    },
    {
      "id": 101066,
      "title": "Training with softmax but inference with sigmoid?",
      "comment_count": 6,
      "views": 0,
      "votes": 2
    },
    {
      "id": 99594,
      "title": "Data augmentation",
      "comment_count": 4,
      "views": 0,
      "votes": 4
    },
    {
      "id": 101525,
      "title": "Thanks for that！",
      "comment_count": 1,
      "views": 0,
      "votes": -6
    },
    {
      "id": 100935,
      "title": "[naive request] more cpu cores for gpu instances?",
      "comment_count": 2,
      "views": 0,
      "votes": 9
    },
    {
      "id": 99319,
      "title": "Data Leak?",
      "comment_count": 9,
      "views": 0,
      "votes": 7
    },
    {
      "id": 100906,
      "title": "which CV split is better",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 100896,
      "title": "What is the site image everyone using for training?  ",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 100938,
      "title": "Kaggle API Problem",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 100408,
      "title": "GCP Credits",
      "comment_count": 10,
      "views": 0,
      "votes": 2
    },
    {
      "id": 100915,
      "title": "Online Training Platform for Models",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 97575,
      "title": "Early team merger deadline",
      "comment_count": 8,
      "views": 0,
      "votes": 7
    },
    {
      "id": 100890,
      "title": "Teaming Up!!",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 98480,
      "title": "I am getting 1139 categories for train from metadata",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 98928,
      "title": "Looking for teammate",
      "comment_count": 8,
      "views": 0,
      "votes": 2
    },
    {
      "id": 100620,
      "title": "Reminder: early team merger deadline",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 100161,
      "title": "How would a human score? (Human benchmark)",
      "comment_count": 1,
      "views": 0,
      "votes": 7
    },
    {
      "id": 100090,
      "title": "Understanding Test & (Collecting) Validation Strategies",
      "comment_count": 6,
      "views": 0,
      "votes": 4
    },
    {
      "id": 99358,
      "title": "Domain expert looking for team with DL experience",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 99464,
      "title": "RGB images or 6-channels images as an input?",
      "comment_count": 6,
      "views": 0,
      "votes": 3
    },
    {
      "id": 99926,
      "title": "Persistent Homology",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 99684,
      "title": "Single kernel training scores",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 99421,
      "title": "Huge difference in accuracy with different loss functions",
      "comment_count": 8,
      "views": 0,
      "votes": 2
    },
    {
      "id": 99494,
      "title": "Why control wells were not added to the TFRecords?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 99563,
      "title": "Training directly from Hosted GCP Buckets",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 97916,
      "title": "Meaning of site in experiment, well, plate and site",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 99137,
      "title": "Looking for a team",
      "comment_count": 7,
      "views": 0,
      "votes": 0
    },
    {
      "id": 99398,
      "title": "Looking for people to team with !",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 98977,
      "title": "What's your method in this competition?",
      "comment_count": 1,
      "views": 0,
      "votes": 5
    },
    {
      "id": 98792,
      "title": "Howto download .tfrecords from google cloud storage?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 97683,
      "title": "Quick Data Visualization",
      "comment_count": 1,
      "views": 0,
      "votes": 13
    },
    {
      "id": 98248,
      "title": "Looking for Team Partner(s)",
      "comment_count": 20,
      "views": 0,
      "votes": 10
    },
    {
      "id": 99099,
      "title": "What kind of computation power are you using to train your model?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 99216,
      "title": "tfrecords - features",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 99261,
      "title": "Some experiments in train_control.csv contain less than 30 positive control",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 99103,
      "title": "Issue with running TPU training notebook on 'by_exp_plate_site-42'",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 99086,
      "title": "Training image",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 98342,
      "title": "Relevant Literature",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 98851,
      "title": "Tricks for efficiently loading data on Google Cloud instances?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 98509,
      "title": "Prediction From Saved Model",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 98592,
      "title": "Fix for GFile memory leak",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 97965,
      "title": "Can two negative control wells appear on a plate?",
      "comment_count": 5,
      "views": 0,
      "votes": 7
    },
    {
      "id": 97686,
      "title": "What is a plate? What is a well?",
      "comment_count": 5,
      "views": 0,
      "votes": 6
    },
    {
      "id": 98208,
      "title": "Error turning on the cloud API for TPU",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 97682,
      "title": "Teams coupon for GCP and TPUs?",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 97597,
      "title": "$300 coupon for GCP and TPU Quota",
      "comment_count": 4,
      "views": 0,
      "votes": 0
    }
  ],
  "errors": []
}