{
  "total": 243,
  "topics": [
    {
      "id": 506779,
      "title": "BirdCLEF working notes - Announcing the winners",
      "comment_count": 12,
      "views": 0,
      "votes": 16
    },
    {
      "id": 511532,
      "title": "Thank you and congratulations",
      "comment_count": 4,
      "views": 0,
      "votes": 11
    },
    {
      "id": 491006,
      "title": "Welcome to BirdCLEF 2024 - Meet the hosts",
      "comment_count": 10,
      "views": 0,
      "votes": 12
    },
    {
      "id": 563473,
      "title": "New Competition",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 512197,
      "title": "1st place solution",
      "comment_count": 19,
      "views": 0,
      "votes": 107
    },
    {
      "id": 501237,
      "title": "Debugging submission csv not found",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 512118,
      "title": "When will the Private Dataset be published?",
      "comment_count": 3,
      "views": 0,
      "votes": 8
    },
    {
      "id": 511535,
      "title": "5th solution",
      "comment_count": 39,
      "views": 0,
      "votes": 57
    },
    {
      "id": 540969,
      "title": "Is the evaluation data labeled using spectrograms?",
      "comment_count": 2,
      "views": 0,
      "votes": -1
    },
    {
      "id": 523375,
      "title": "Team Epoch | Best working notes",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 511905,
      "title": "3rd solution",
      "comment_count": 23,
      "views": 0,
      "votes": 78
    },
    {
      "id": 511851,
      "title": "18th place",
      "comment_count": 3,
      "views": 0,
      "votes": 15
    },
    {
      "id": 511499,
      "title": "11st solution",
      "comment_count": 10,
      "views": 0,
      "votes": 33
    },
    {
      "id": 512340,
      "title": "2nd place solution",
      "comment_count": 1,
      "views": 0,
      "votes": 46
    },
    {
      "id": 511763,
      "title": "What is the intuition behind feeding signal to vision model? ",
      "comment_count": 8,
      "views": 0,
      "votes": 16
    },
    {
      "id": 511510,
      "title": "9th place recap",
      "comment_count": 7,
      "views": 0,
      "votes": 27
    },
    {
      "id": 511559,
      "title": "Public 20th | Private 15th solution ",
      "comment_count": 2,
      "views": 0,
      "votes": 15
    },
    {
      "id": 511528,
      "title": "8th place solution",
      "comment_count": 8,
      "views": 0,
      "votes": 26
    },
    {
      "id": 511845,
      "title": "4th place solution: Team Cerberus",
      "comment_count": 6,
      "views": 0,
      "votes": 48
    },
    {
      "id": 512594,
      "title": "5th place solution question",
      "comment_count": 0,
      "views": 0,
      "votes": 8
    },
    {
      "id": 511569,
      "title": "Time to learn",
      "comment_count": 9,
      "views": 0,
      "votes": 47
    },
    {
      "id": 511498,
      "title": "big shaked by my notebook",
      "comment_count": 20,
      "views": 0,
      "votes": 19
    },
    {
      "id": 511596,
      "title": "10th Solution",
      "comment_count": 4,
      "views": 0,
      "votes": 26
    },
    {
      "id": 511540,
      "title": "7th Place Solution for the BirdCLEF 2024 Competition",
      "comment_count": 16,
      "views": 0,
      "votes": 38
    },
    {
      "id": 511527,
      "title": "6th Place Solution",
      "comment_count": 10,
      "views": 0,
      "votes": 36
    },
    {
      "id": 511516,
      "title": "Very Depressed by the result",
      "comment_count": 8,
      "views": 0,
      "votes": 17
    },
    {
      "id": 511536,
      "title": "Analyzing and visualizing the massive churn with inferences",
      "comment_count": 4,
      "views": 0,
      "votes": 25
    },
    {
      "id": 511502,
      "title": "The worst competition I have ever seen!",
      "comment_count": 22,
      "views": 0,
      "votes": 9
    },
    {
      "id": 511601,
      "title": "Lottery competition rank 32th to 245th same score 😑",
      "comment_count": 9,
      "views": 0,
      "votes": 9
    },
    {
      "id": 511694,
      "title": "Submissions allowed on the Technical Report",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 511582,
      "title": "Congratulations to new Kaggle Competitions GM",
      "comment_count": 3,
      "views": 0,
      "votes": 11
    },
    {
      "id": 510732,
      "title": "Meme Thread",
      "comment_count": 12,
      "views": 0,
      "votes": 23
    },
    {
      "id": 511497,
      "title": "BirdCLEF Leaderboard Shake Up Visualisation | Locate your team on the plot.",
      "comment_count": 2,
      "views": 0,
      "votes": 15
    },
    {
      "id": 511564,
      "title": "25th Place (Silver Medal solution )",
      "comment_count": 4,
      "views": 0,
      "votes": 6
    },
    {
      "id": 511567,
      "title": "31st place solution",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 511886,
      "title": "How to prevent LB overfitting",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 511503,
      "title": "What happened in this competition?",
      "comment_count": 11,
      "views": 0,
      "votes": 6
    },
    {
      "id": 511419,
      "title": "What I learned in BirdCLEF2024",
      "comment_count": 0,
      "views": 0,
      "votes": 10
    },
    {
      "id": 511590,
      "title": "We should be given 10-20% of private dataset (actual test data) for training",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 510838,
      "title": "Mimicking birds!",
      "comment_count": 5,
      "views": 0,
      "votes": 12
    },
    {
      "id": 510416,
      "title": "How big do you think the shakeup will be?",
      "comment_count": 15,
      "views": 0,
      "votes": 10
    },
    {
      "id": 511793,
      "title": "Solution based on EfficientNet Model",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 510982,
      "title": "Submition is wrong, test dataset undetected (?)",
      "comment_count": 9,
      "views": 0,
      "votes": 2
    },
    {
      "id": 511462,
      "title": "submission file format error ",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 511129,
      "title": "Submission failed",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 510076,
      "title": "Optimize inference with openvino and multi threading for pytorch models",
      "comment_count": 6,
      "views": 0,
      "votes": 6
    },
    {
      "id": 506962,
      "title": "Model Ensemble how many ?",
      "comment_count": 7,
      "views": 0,
      "votes": 3
    },
    {
      "id": 509827,
      "title": "Competition Entry",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 507258,
      "title": "What’s your best single model score?",
      "comment_count": 50,
      "views": 0,
      "votes": 15
    },
    {
      "id": 509719,
      "title": "Will it be considered cheating ?",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 508783,
      "title": "Mel Spectrogram time out(Testing)",
      "comment_count": 15,
      "views": 0,
      "votes": 2
    },
    {
      "id": 509930,
      "title": "Notebook Threw Exception...Need help",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 507938,
      "title": "Anyone Used Unlabeled Soundscapes With LB Improvement?",
      "comment_count": 11,
      "views": 0,
      "votes": 1
    },
    {
      "id": 508371,
      "title": "Notebook out of memory ",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 508276,
      "title": "Why Does the LB Score Fluctuate Significantly Even When Training on the Same Fold?",
      "comment_count": 10,
      "views": 0,
      "votes": 1
    },
    {
      "id": 508971,
      "title": "[SOLVED] Validation AUC reaches 1",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 508269,
      "title": "Continuous format is not supported(Metrics)",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 508966,
      "title": "Some general questions about stratified k-fold",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 506678,
      "title": "Why is train so different from test?",
      "comment_count": 6,
      "views": 0,
      "votes": 9
    },
    {
      "id": 507158,
      "title": "What model is best for this competition and did Knowledge Distillation work for you?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 507487,
      "title": "ROOKIE needs HELP!!!!!! THX",
      "comment_count": 7,
      "views": 0,
      "votes": null
    },
    {
      "id": 507824,
      "title": "Anybody tried multi-sample an audio file?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 506765,
      "title": "Has anyone tried alternatives to spectrograms?",
      "comment_count": 7,
      "views": 0,
      "votes": 6
    },
    {
      "id": 506529,
      "title": "Unsupervised Contrastive Pre-Training Pipeline for Audio Representations",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 505873,
      "title": "GANs may be promising (Domain Adaptation)",
      "comment_count": 10,
      "views": 0,
      "votes": 12
    },
    {
      "id": 506120,
      "title": "Any luck with 1d models and raw waveforms? Any preprocessing tips?",
      "comment_count": 7,
      "views": 0,
      "votes": 3
    },
    {
      "id": 506449,
      "title": "Can we use data from ebird.org? [Solved]",
      "comment_count": 7,
      "views": 0,
      "votes": 2
    },
    {
      "id": 507099,
      "title": "Some dumb question related to submission time",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 507068,
      "title": "Is training with BCEWithLogitsLoss a good idea? ",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 505757,
      "title": "Are there extra birds vocalizing in the test data?",
      "comment_count": 5,
      "views": 0,
      "votes": 4
    },
    {
      "id": 506197,
      "title": "Is SpecAugment still useful this year?",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 502401,
      "title": "Things that didn't work for me in this competition",
      "comment_count": 9,
      "views": 0,
      "votes": 17
    },
    {
      "id": 502400,
      "title": "Strange Impact of Audio Duration",
      "comment_count": 19,
      "views": 0,
      "votes": 17
    },
    {
      "id": 505699,
      "title": "LaTeX Template for Working Note",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 506134,
      "title": "Can i submit a python script?",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 505942,
      "title": "Increasing Epochs Based on Augmentations",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 498404,
      "title": "Why there is a gap between CV and LB",
      "comment_count": 18,
      "views": 0,
      "votes": 52
    },
    {
      "id": 505692,
      "title": "Isn't  it neccessary to have multiclass in sklearn.metrics.roc_auc_score must have an argument 'ovo' or 'ovr' ?",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 490970,
      "title": "Compare BirdCLEF 2023 vs 2024",
      "comment_count": 14,
      "views": 0,
      "votes": 67
    },
    {
      "id": 503042,
      "title": "Train and test data are obviously very different but in what way?",
      "comment_count": 11,
      "views": 0,
      "votes": 2
    },
    {
      "id": 503196,
      "title": "Hidden test data has label for every 5 second data?",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 505669,
      "title": "Suggestions to improve future BirdCLEFs",
      "comment_count": 8,
      "views": 0,
      "votes": 1
    },
    {
      "id": 502198,
      "title": "Possible missing classes in Private/Public subsets ",
      "comment_count": 8,
      "views": 0,
      "votes": 32
    },
    {
      "id": 502576,
      "title": "What ideas have you tried that didn't work?",
      "comment_count": 17,
      "views": 0,
      "votes": 1
    },
    {
      "id": 503239,
      "title": "Optimizing Loading/Saving of Large Audio & Spectrogram Data",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 493478,
      "title": "Speed up inference via ONNX",
      "comment_count": 6,
      "views": 0,
      "votes": 20
    },
    {
      "id": 505545,
      "title": "Web application for geospatial analysis",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 505728,
      "title": "[HELP] Supervised contrastive loss exploding",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 502683,
      "title": "Why is the LB score only displayed to two decimal places?",
      "comment_count": 17,
      "views": 0,
      "votes": 1
    },
    {
      "id": 491687,
      "title": "Additional Samples for BirdClef2024 from Xeno",
      "comment_count": 21,
      "views": 0,
      "votes": 85
    },
    {
      "id": 502922,
      "title": "Cross-validation training for the GPU poor",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 500256,
      "title": "Why would multiclass produce a better LB score than multilabel?",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 490993,
      "title": "Inquiry on Using Past BirdCLEF Test Data and Availability of 2023 Edition on Zenodo",
      "comment_count": 5,
      "views": 0,
      "votes": 11
    },
    {
      "id": 502162,
      "title": "Any tried any Domain Adaption techniques?",
      "comment_count": 2,
      "views": 0,
      "votes": 6
    },
    {
      "id": 503270,
      "title": "Not able to verify account",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 503248,
      "title": "PyTorch XLA usage",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 499048,
      "title": "OpenVino not working with torchaudio MelSpectrogram?",
      "comment_count": 9,
      "views": 0,
      "votes": 8
    },
    {
      "id": 501619,
      "title": "No speed up from jit to onnx",
      "comment_count": 9,
      "views": 0,
      "votes": 6
    },
    {
      "id": 502238,
      "title": "How to no_call chunk effect to ROC AUC score in test_soundscape?",
      "comment_count": 3,
      "views": 0,
      "votes": 5
    },
    {
      "id": 499713,
      "title": "Training and Inference Notebooks (0.65 - 0.66 Single Model)",
      "comment_count": 15,
      "views": 0,
      "votes": 13
    },
    {
      "id": 497539,
      "title": "[LB0.68] my experimental results",
      "comment_count": 109,
      "views": 0,
      "votes": 84
    },
    {
      "id": 497316,
      "title": "Beginner guides",
      "comment_count": 3,
      "views": 0,
      "votes": 11
    },
    {
      "id": 502472,
      "title": "Tips For Multilabel Knowledge Distillation",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 502355,
      "title": "LB ranking question.",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 502574,
      "title": "Why does image spectrogram input work better than a 1d conv model?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 501828,
      "title": "Any suggestion for a GPU Cloud?",
      "comment_count": 11,
      "views": 0,
      "votes": 1
    },
    {
      "id": 499692,
      "title": "test_soundscapes is not populating despite submitting notebook",
      "comment_count": 12,
      "views": 0,
      "votes": 1
    },
    {
      "id": 496571,
      "title": "[Resolved] Question about using BirdNET-Analyzer in the competition",
      "comment_count": 11,
      "views": 0,
      "votes": 8
    },
    {
      "id": 501317,
      "title": "Standard Bird Label Format [Solved]",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 497065,
      "title": "Anyone interested in forming a team?",
      "comment_count": 12,
      "views": 0,
      "votes": 2
    },
    {
      "id": 501659,
      "title": "What's the use of 'rating' column in the metadata?",
      "comment_count": 6,
      "views": 0,
      "votes": 1
    },
    {
      "id": 501611,
      "title": "Why eca_nfnet_l0?",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 501241,
      "title": "Early Stopping?",
      "comment_count": 7,
      "views": 0,
      "votes": 1
    },
    {
      "id": 501077,
      "title": "get error with concurrent.futures.ThreadPoolExecutor when submit",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 501246,
      "title": "Running inference of multiple models in parellel on OpenVino",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 500518,
      "title": "Ideas to speed up inference during notebook submission?",
      "comment_count": 12,
      "views": 0,
      "votes": 2
    },
    {
      "id": 490849,
      "title": "This Competition has an Official Discord Channel",
      "comment_count": 3,
      "views": 0,
      "votes": 14
    },
    {
      "id": 499530,
      "title": "Question: Difference in prediction time for the same model",
      "comment_count": 15,
      "views": 0,
      "votes": 3
    },
    {
      "id": 501416,
      "title": "Submission error \"generated a submission file with incorrect format\"",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 501034,
      "title": "Test files not available on submission",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 491387,
      "title": "Correction to hidden test set submission format",
      "comment_count": 12,
      "views": 0,
      "votes": 21
    },
    {
      "id": 493317,
      "title": "Model CV - LB Thread",
      "comment_count": 16,
      "views": 0,
      "votes": 29
    },
    {
      "id": 500566,
      "title": "Is there any other way, than using Mel spectrogram.",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 500274,
      "title": "Inconsistent scoring times?",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 500853,
      "title": "with few dataset and heavy augmentation is there a hope?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 500867,
      "title": "bird-vocalization-classifier",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 500269,
      "title": "More thoughts on scoring... (are soundscapes scored together or separate?)",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 494443,
      "title": "human and pink noise",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 500782,
      "title": " [solved] Loss functions or optimized model weights affect model performance?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 499990,
      "title": "Focal Loss parameters better with negative weighting",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 498408,
      "title": "Still facing \"Submission Scoring Error\"",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 498582,
      "title": "Analyzing train vs test data using spectrogram statistics",
      "comment_count": 3,
      "views": 0,
      "votes": 15
    },
    {
      "id": 498876,
      "title": "Unsupervised Birds: Pre-training on unlabeled soundscapes",
      "comment_count": 3,
      "views": 0,
      "votes": 15
    },
    {
      "id": 499730,
      "title": "Bug in submission process",
      "comment_count": 7,
      "views": 0,
      "votes": 1
    },
    {
      "id": 497994,
      "title": "Do you think the total probability of each bird species in the SUBMISSION file is 100%?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 499365,
      "title": "competition_metric",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 498984,
      "title": "How to align?",
      "comment_count": 5,
      "views": 0,
      "votes": 2
    },
    {
      "id": 499089,
      "title": "[openvino] mbind failed: Operation not permitted",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 498693,
      "title": "[Bug] Submission time out - Fixed",
      "comment_count": 5,
      "views": 0,
      "votes": 3
    },
    {
      "id": 499162,
      "title": "Question about Mel Spectrograms",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 497050,
      "title": "How should we use unlabeled_soundscapes?",
      "comment_count": 9,
      "views": 0,
      "votes": 8
    },
    {
      "id": 498646,
      "title": "How to up infer speed of cpu ？",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 491165,
      "title": "Anybody facing \"Submission Scoring Error\" ?? [Resolved]",
      "comment_count": 21,
      "views": 0,
      "votes": 16
    },
    {
      "id": 497830,
      "title": "What is the main reason for the difference between CV and LB? How many secondary labels are there?",
      "comment_count": 11,
      "views": 0,
      "votes": 6
    },
    {
      "id": 498506,
      "title": "What platform you train your model?",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 498822,
      "title": "Training on 5s",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 498533,
      "title": "Submission Scoring Error",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 498265,
      "title": "How many samples in the test dataset?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 491581,
      "title": "Is the submission scoring correct?",
      "comment_count": 12,
      "views": 0,
      "votes": 19
    },
    {
      "id": 497530,
      "title": "Train Sequence Length vs Model Performance",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 497562,
      "title": "About infer time",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 497566,
      "title": "Is hierarchical image classification a good approach?",
      "comment_count": 1,
      "views": 0,
      "votes": 8
    },
    {
      "id": 498447,
      "title": "submit problem",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 494122,
      "title": "Avoid unnecessary memory usage",
      "comment_count": 16,
      "views": 0,
      "votes": 58
    },
    {
      "id": 496460,
      "title": "Is sampling rate 32kHz?",
      "comment_count": 6,
      "views": 0,
      "votes": 9
    },
    {
      "id": 496956,
      "title": "BirdTrax: Labeled soundscape generator",
      "comment_count": 4,
      "views": 0,
      "votes": 13
    },
    {
      "id": 497563,
      "title": "Feathered Finale: Mels->Model->AUC Score",
      "comment_count": 1,
      "views": 0,
      "votes": 5
    },
    {
      "id": 497540,
      "title": "100 labeled (generated) soundscapes dataset",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 496617,
      "title": "Good Timm Models for BirdCLEF 2024",
      "comment_count": 6,
      "views": 0,
      "votes": 11
    },
    {
      "id": 496468,
      "title": "Exploring Scoring (it's a bit different than I thought...)",
      "comment_count": 9,
      "views": 0,
      "votes": 13
    },
    {
      "id": 492864,
      "title": "Bird Sound Denoising  & Rating Predict Model",
      "comment_count": 15,
      "views": 0,
      "votes": 17
    },
    {
      "id": 497311,
      "title": "About submit ",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 497190,
      "title": "Need help for scoring time",
      "comment_count": 12,
      "views": 0,
      "votes": 1
    },
    {
      "id": 494134,
      "title": "Duplicate Files",
      "comment_count": 5,
      "views": 0,
      "votes": 38
    },
    {
      "id": 497402,
      "title": "[I need someone's help] How I avoid a memory problem with making spectrogram?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 496903,
      "title": "Does the scoring code ignore row_id? (does row submission order matter?)",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 490895,
      "title": "Top Solutions From the Previous Competition (BirdCLEF 2023)",
      "comment_count": 6,
      "views": 0,
      "votes": 38
    },
    {
      "id": 497103,
      "title": "Rookie Needs Help",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 496943,
      "title": "Questions about the input dimensions of the CNN for BirdCLEF2024",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 490990,
      "title": "[Solved]Confirming Rules for Additional External Data via Xeno-canto API",
      "comment_count": 12,
      "views": 0,
      "votes": 27
    },
    {
      "id": 497223,
      "title": "How to design end_time",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 497129,
      "title": "Training outside of kaggle",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 496684,
      "title": " I attempted to submit my notebook, but it took four hours to score and eventually resulted in a timeout error.",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 496851,
      "title": "Why do some models have 3 channels?",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 494516,
      "title": "Other competitions @ LifeCLEF [CLEF] and FGVC11 [CVPR]",
      "comment_count": 9,
      "views": 0,
      "votes": 4
    },
    {
      "id": 496565,
      "title": "Weakly labeled recordings",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 494959,
      "title": "My Understanding of this competition so far",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 494665,
      "title": "MultiThread with OpenVino for 5 Folds Submission",
      "comment_count": 5,
      "views": 0,
      "votes": 6
    },
    {
      "id": 496552,
      "title": "Bizzarely high low CV and AUC?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 494534,
      "title": "Scores with & without external data",
      "comment_count": 13,
      "views": 0,
      "votes": 5
    },
    {
      "id": 492649,
      "title": "Optimize Torch Model For Inference | 2X with 1 LOC!",
      "comment_count": 9,
      "views": 0,
      "votes": 28
    },
    {
      "id": 492876,
      "title": "Confusion regarding labeling",
      "comment_count": 4,
      "views": 0,
      "votes": 13
    },
    {
      "id": 493680,
      "title": "Why not putting a single soundscape to the test directory for testing?",
      "comment_count": 4,
      "views": 0,
      "votes": 11
    },
    {
      "id": 495181,
      "title": "Can I use GPU on model training and use CPU on inference?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 494975,
      "title": "Submission code is extremely slow. Need help",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 494142,
      "title": "efficientnetv2-b2 complete workflow [LB .61]",
      "comment_count": 1,
      "views": 0,
      "votes": 7
    },
    {
      "id": 495046,
      "title": "MelSpectrogram Converted Dataset",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 495045,
      "title": "about test_soundscapes",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 494870,
      "title": "cpu runtime??",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 494225,
      "title": "\"Oops something went wrong\". TPU bug",
      "comment_count": 3,
      "views": 0,
      "votes": 4
    },
    {
      "id": 494565,
      "title": "How to setup local CV for evaluation metric",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 491668,
      "title": "Audio deep learning for beginners",
      "comment_count": 4,
      "views": 0,
      "votes": 12
    },
    {
      "id": 492559,
      "title": "Question about the test sounds",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 494027,
      "title": "Duration of hidden test/unlabelled soundscapes",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 493178,
      "title": "From eeg's to oggs: Transfer Your Knowledge of Spectrogramms from HMS Competition",
      "comment_count": 1,
      "views": 0,
      "votes": 17
    },
    {
      "id": 494057,
      "title": "Numpy version error on notebook that worked before",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 493877,
      "title": "Why can't the test_soundscapes directory be read when submitting code ",
      "comment_count": 7,
      "views": 0,
      "votes": 1
    },
    {
      "id": 493131,
      "title": "Some Useful Augmentations",
      "comment_count": 0,
      "views": 0,
      "votes": 27
    },
    {
      "id": 493845,
      "title": "Importing models while submiting",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 492683,
      "title": "Variations in submission speed ?",
      "comment_count": 5,
      "views": 0,
      "votes": 10
    },
    {
      "id": 493972,
      "title": "Problem with the number of rows in the submission.csv",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 493605,
      "title": "Relationship between number of elements in secondary_labels and rating",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 493895,
      "title": " Empty test_soundscapes - Submission issues",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 493362,
      "title": "\"Labeling Process for Bird Species: Expert or Community Input?\"",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 493563,
      "title": "Incomprehensible timeout",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 492871,
      "title": "PYSPNF | 3X Faster PNG Decoding!",
      "comment_count": 0,
      "views": 0,
      "votes": 10
    },
    {
      "id": 493363,
      "title": "Is Photo required for this competition?",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 493690,
      "title": "Is the test data audio only?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 492732,
      "title": "\"Big Bird\" Mel Spectrogram Dataset / \"Look and Listen\"",
      "comment_count": 3,
      "views": 0,
      "votes": 6
    },
    {
      "id": 492300,
      "title": "Using additional data significantly improves CV, but has almost no effect on LB",
      "comment_count": 10,
      "views": 0,
      "votes": 8
    },
    {
      "id": 492518,
      "title": "Model sanity check: Reverse your predictions",
      "comment_count": 7,
      "views": 0,
      "votes": 3
    },
    {
      "id": 493135,
      "title": "CV split??",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 492973,
      "title": "Choice of Loss Function",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 492752,
      "title": "Clarification on submission format",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 492235,
      "title": "Similar to HMS - Harmful Brain Activity Classification?",
      "comment_count": 3,
      "views": 0,
      "votes": 4
    },
    {
      "id": 492466,
      "title": "BIRDCLEF 21-22-23 Combination Data",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 492464,
      "title": "Audio signal processing - Educational Videos  ",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 492046,
      "title": "Secondary_label means file contains other bird species ?",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 492135,
      "title": "Complete Workflow: Spectrograms->ImageNet->.56 LB",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 491083,
      "title": "All the Birds We Cannot See",
      "comment_count": 0,
      "views": 0,
      "votes": 37
    },
    {
      "id": 492531,
      "title": "Query about a species",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 491756,
      "title": "Question about runtime - Help a newcomer ",
      "comment_count": 6,
      "views": 0,
      "votes": 3
    },
    {
      "id": 491532,
      "title": "basic queries",
      "comment_count": 7,
      "views": 0,
      "votes": 3
    },
    {
      "id": 491444,
      "title": "Quick and Easy Data To Get Started",
      "comment_count": 0,
      "views": 0,
      "votes": 12
    },
    {
      "id": 492173,
      "title": "Timestamps in the training data",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 492282,
      "title": "Inference time for a single model?",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 491885,
      "title": "CPU Utilization maximum and GPU utilization is 0%",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 490862,
      "title": "Starter materials",
      "comment_count": 1,
      "views": 0,
      "votes": 21
    },
    {
      "id": 492239,
      "title": "Training (RNN model) history",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 490964,
      "title": "[Solved] What is the `soundscape_id` in the submission.csv?",
      "comment_count": 14,
      "views": 0,
      "votes": 6
    },
    {
      "id": 490922,
      "title": "Papers on audio augmentation.",
      "comment_count": 1,
      "views": 0,
      "votes": 15
    },
    {
      "id": 491326,
      "title": "Why only allow cpu to be used for submissions?",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 491676,
      "title": "submission issue: time out",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 491602,
      "title": "As a user of Merlin and eBird in Japan",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 491225,
      "title": "Mel Spectrogram Notebook / Dataset",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 490858,
      "title": "Get started here!",
      "comment_count": 0,
      "views": 0,
      "votes": 7
    },
    {
      "id": 491334,
      "title": "Mel-Spectrograms Full Version | NPY format ",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 491377,
      "title": "https://ebird.org/species/ does not seem to work",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 491325,
      "title": "What does it mean [end_time] in the submission?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 491363,
      "title": "bug? Example .ogg test soundscape is 10 min long",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 491160,
      "title": "Teaming for the competition ",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 491145,
      "title": "what does rating signify in train_metadata",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 491065,
      "title": "Question regarding test dataset",
      "comment_count": 1,
      "views": 0,
      "votes": null
    }
  ],
  "errors": []
}