{
  "total": 257,
  "topics": [
    {
      "id": 429935,
      "title": "There will be no Discord Channel for this Competition",
      "comment_count": 7,
      "views": 0,
      "votes": 2
    },
    {
      "id": 416149,
      "title": "Competition deadline extended by two weeks",
      "comment_count": 27,
      "views": 0,
      "votes": 46
    },
    {
      "id": 434624,
      "title": "Recap of Competition - Congratulations to the Winners!",
      "comment_count": 7,
      "views": 0,
      "votes": 9
    },
    {
      "id": 414682,
      "title": "TF Lite Runtime version number correction",
      "comment_count": 25,
      "views": 0,
      "votes": 14
    },
    {
      "id": 409420,
      "title": "Google I/O spot from last ASL competition",
      "comment_count": 5,
      "views": 0,
      "votes": 28
    },
    {
      "id": 434485,
      "title": "[1st place solution] Improved Squeezeformer + TransformerDecoder + Clever augmentations",
      "comment_count": 93,
      "views": 0,
      "votes": 242
    },
    {
      "id": 421504,
      "title": "How forming team? i can't to invite someone else",
      "comment_count": 3,
      "views": 0,
      "votes": 0
    },
    {
      "id": 437726,
      "title": "[109th Place Solution] 1DConv+Transformer+Augmentation using train+supplemental data split by types",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 434983,
      "title": "[4th Place Solution] Conformer Encoder-Decoder Ensemble with beam search and edit_dist optimization",
      "comment_count": 13,
      "views": 0,
      "votes": 19
    },
    {
      "id": 434353,
      "title": "Silver - LB 0.770 - Two Lines of Code!",
      "comment_count": 45,
      "views": 0,
      "votes": 98
    },
    {
      "id": 409443,
      "title": "github resources on American sign language fingerspelling",
      "comment_count": 3,
      "views": 0,
      "votes": 26
    },
    {
      "id": 428492,
      "title": "I have a question about rules of competition",
      "comment_count": 4,
      "views": 0,
      "votes": 15
    },
    {
      "id": 434871,
      "title": "9th Place Solution",
      "comment_count": 8,
      "views": 0,
      "votes": 43
    },
    {
      "id": 440701,
      "title": "A working concept as a Hand Pattern Recognition",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 434588,
      "title": "2nd place solution - Test & Compare ASR algorithms",
      "comment_count": 34,
      "views": 0,
      "votes": 77
    },
    {
      "id": 438220,
      "title": "How to real time detection with computer cam?",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 434415,
      "title": "[5th place solution] Vanilla Transformer, Data2vec Pretraining, CutMix, and KD",
      "comment_count": 15,
      "views": 0,
      "votes": 51
    },
    {
      "id": 436873,
      "title": "2nd place code with reproducibility",
      "comment_count": 1,
      "views": 0,
      "votes": 11
    },
    {
      "id": 437728,
      "title": "29th Place Solution - LB 0.762",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 437989,
      "title": "25th Place Solution (time warpping + relative positional encoding + intermediate CTC)",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 434393,
      "title": "[3rd place solution with code] 17 layers squeezeformer with timerduce and ROPE ",
      "comment_count": 32,
      "views": 0,
      "votes": 53
    },
    {
      "id": 436845,
      "title": "126th Place Solution",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 437123,
      "title": "449th Position Solution for Google ASLFR Competition - Adversarial Regularization, Quantization Aware Training, and KD Code for Tensorflow! ",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 437547,
      "title": "Public v/s Private Leaderboard Data Visualization",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 434475,
      "title": "[The 11th place] Shallow encoder-decoder model also works",
      "comment_count": 8,
      "views": 0,
      "votes": 18
    },
    {
      "id": 436457,
      "title": "[12th solution] Full, reproducible solution with code",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 435938,
      "title": "[code] Release 1st place solution code ",
      "comment_count": 1,
      "views": 0,
      "votes": 23
    },
    {
      "id": 436698,
      "title": "[429th Solution] Google - American Sign Language Fingerspelling Recognition - own, native)",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 437180,
      "title": "Submission not counted to final standings",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 436331,
      "title": "122nd Solution for Google - American Sign Language Fingerspelling Recognition Competition",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 434440,
      "title": "Custom MovinetClassifier Concept  ",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 434684,
      "title": "Public notebook, cosmetic changes, 190 position",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 434795,
      "title": "19th Place Solution - Jasper models",
      "comment_count": 4,
      "views": 0,
      "votes": 14
    },
    {
      "id": 435292,
      "title": "Newbie question - Will the winning tflite models & notebooks be publicly available?",
      "comment_count": 3,
      "views": 0,
      "votes": 0
    },
    {
      "id": 434896,
      "title": "[28th Place Solution] Pre Training on Supplemental Data gives 0.01 LB Improvement",
      "comment_count": 3,
      "views": 0,
      "votes": 6
    },
    {
      "id": 434354,
      "title": "95th Bronze solutions",
      "comment_count": 3,
      "views": 0,
      "votes": 9
    },
    {
      "id": 434680,
      "title": "22nd place solution: CTC Loss, Strong augmentations, CNN+MHSA",
      "comment_count": 5,
      "views": 0,
      "votes": 4
    },
    {
      "id": 434388,
      "title": "🥈27th Place Solution🥈",
      "comment_count": 10,
      "views": 0,
      "votes": 18
    },
    {
      "id": 434363,
      "title": "12th solution- augmentation and more epochs",
      "comment_count": 20,
      "views": 0,
      "votes": 24
    },
    {
      "id": 434691,
      "title": "Anyone used competition metric as objective function?",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 435052,
      "title": "Great discussion on post-competition solutions!!!",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 434364,
      "title": "17th Solution: Conformer + CTCLoss +  500 epoch training",
      "comment_count": 3,
      "views": 0,
      "votes": 20
    },
    {
      "id": 434409,
      "title": "33rd place solution - LB 0.758",
      "comment_count": 3,
      "views": 0,
      "votes": 13
    },
    {
      "id": 434350,
      "title": "Those who are interested in learning, this is my suggestion for the next step",
      "comment_count": 1,
      "views": 0,
      "votes": 18
    },
    {
      "id": 434231,
      "title": "Good luck to all!",
      "comment_count": 12,
      "views": 0,
      "votes": 13
    },
    {
      "id": 434424,
      "title": "A few things that I've learned",
      "comment_count": 6,
      "views": 0,
      "votes": 11
    },
    {
      "id": 434731,
      "title": "TFLite beam search with char ngram rescoring (59th place)",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 434395,
      "title": "a quick summary of 13th solution",
      "comment_count": 7,
      "views": 0,
      "votes": 14
    },
    {
      "id": 435167,
      "title": "From Parquet to animated Landmarks",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 434387,
      "title": "A bug in the famous public notebook?",
      "comment_count": 4,
      "views": 0,
      "votes": 0
    },
    {
      "id": 435231,
      "title": "Some Notes",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 435178,
      "title": "From Sign Language Collection to Clean Dataset for Machine Learning",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 434368,
      "title": "another trick to for long epoch training : schduled label smooth",
      "comment_count": 4,
      "views": 0,
      "votes": 5
    },
    {
      "id": 434382,
      "title": "how to transfer weights from pytorch to keras to tflite",
      "comment_count": 6,
      "views": 0,
      "votes": 4
    },
    {
      "id": 434380,
      "title": "95th Bronze solutions: Focal loss + KD + Supplemental data",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 433060,
      "title": "Use of the ChicagoFSWild dataset.",
      "comment_count": 3,
      "views": 0,
      "votes": 4
    },
    {
      "id": 434658,
      "title": "20th place solution",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 434183,
      "title": "Help Please! TF-Lite Submission Failure......",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 434808,
      "title": "Anyone else familiar with sign language? 🤟",
      "comment_count": 1,
      "views": 0,
      "votes": 0
    },
    {
      "id": 434516,
      "title": "Shakeup Plots",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 434338,
      "title": "Good Luck!",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 434245,
      "title": "Will overtime show 'Submission Scoring Error' ?",
      "comment_count": 10,
      "views": 0,
      "votes": 1
    },
    {
      "id": 433837,
      "title": "Colab Pro Memory Issue",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 433906,
      "title": "Adding validation data (only 1000 samples) into training makes training process much slower",
      "comment_count": 8,
      "views": 0,
      "votes": 0
    },
    {
      "id": 433797,
      "title": "Can we submit at the last moment before the deadline?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 434378,
      "title": "How to handle the following bad cases?",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 433812,
      "title": "why tf and np computation are not the same?",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 433175,
      "title": "Inference time is not consistent",
      "comment_count": 13,
      "views": 0,
      "votes": 1
    },
    {
      "id": 434090,
      "title": "Better result with more epochs?",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 433744,
      "title": "How low is your train loss/validation loss?",
      "comment_count": 7,
      "views": 0,
      "votes": 1
    },
    {
      "id": 432501,
      "title": "is tensorflow beam search  ops supported in TFlite?",
      "comment_count": 10,
      "views": 0,
      "votes": 6
    },
    {
      "id": 433661,
      "title": "Max overall running time allowed",
      "comment_count": 11,
      "views": 0,
      "votes": 0
    },
    {
      "id": 433696,
      "title": "How to submit from google cloud jupyter lab",
      "comment_count": 2,
      "views": 0,
      "votes": 0
    },
    {
      "id": 433386,
      "title": "Anyone implemented ensembling CTC models?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 433443,
      "title": "code available to add metadata to the competition tflite model?",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 432511,
      "title": "Tflite float16 quantization not compatiable with LSTM?",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 433117,
      "title": "What does it mean for \"Internet access disabled\"",
      "comment_count": 2,
      "views": 0,
      "votes": 0
    },
    {
      "id": 431531,
      "title": "submission format error question",
      "comment_count": 7,
      "views": 0,
      "votes": 1
    },
    {
      "id": 432600,
      "title": "Submission showing 1/2 selection ",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 433145,
      "title": "American Sign Language (ASL) Task steps",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 433233,
      "title": "Hi @lum04thebest ! Why did you delete the link of your TPU training notebook?",
      "comment_count": 5,
      "views": 0,
      "votes": -18
    },
    {
      "id": 432429,
      "title": "Reusing codes",
      "comment_count": 2,
      "views": 0,
      "votes": 0
    },
    {
      "id": 433150,
      "title": "Python library and useful code ",
      "comment_count": 0,
      "views": 0,
      "votes": -2
    },
    {
      "id": 432784,
      "title": "Public score is 0.035 lower than my holdout (N-D)/N, Solved!",
      "comment_count": 4,
      "views": 0,
      "votes": 0
    },
    {
      "id": 432587,
      "title": "encouter a problem when transfer to use the accelerator",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 430330,
      "title": "FACE_LANDMARK_coordinates ?",
      "comment_count": 7,
      "views": 0,
      "votes": 3
    },
    {
      "id": 430606,
      "title": "How many models can you ensemble?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 432438,
      "title": "Anybody used YOLO5? ",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 431371,
      "title": "Hyperparameter tuning is causing climate change and wildfires.",
      "comment_count": 2,
      "views": 0,
      "votes": 6
    },
    {
      "id": 432428,
      "title": "How to resume coding after kaggle notebook session expired ",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 429281,
      "title": "CTC Loss on sparse labels is Unstable",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 431422,
      "title": "TCN with Bahdanau Attention | LateSpatialDropout1D",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 431134,
      "title": "What is the maximum speed of American Sign Language?",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 430714,
      "title": "Is using supplementary datasets for training beneficial for improving scores?",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 431565,
      "title": "[tf.lite.Optimize.DEFAULT] Post-training quantization increases inference time?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 431553,
      "title": "Edit, Scoring issue resolved!",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 428543,
      "title": "Computational Resources- Advice?",
      "comment_count": 8,
      "views": 0,
      "votes": 3
    },
    {
      "id": 430753,
      "title": "I   got  submission scoring error",
      "comment_count": 4,
      "views": 0,
      "votes": 0
    },
    {
      "id": 430021,
      "title": "Submission Scoring error",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 430045,
      "title": "Monte carlo dropout on CTC ?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 430959,
      "title": "How will data be input to our model during evaluation",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 427297,
      "title": "Seq2seq model with CTC loss  OR  next token prediction model ?",
      "comment_count": 12,
      "views": 0,
      "votes": 15
    },
    {
      "id": 429872,
      "title": "How to combine ctc outputs?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 430641,
      "title": "Less types of landmark more better ?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 429705,
      "title": "Model contains tf.keras.layers.GRU error 'Submission Scoring Error 'when submitting model",
      "comment_count": 3,
      "views": 0,
      "votes": 0
    },
    {
      "id": 430051,
      "title": "Looking for a team - NZ based",
      "comment_count": 1,
      "views": 0,
      "votes": 0
    },
    {
      "id": 427471,
      "title": "Test Your ASL Fingerspelling Models with this Simple Gradio App",
      "comment_count": 2,
      "views": 0,
      "votes": 11
    },
    {
      "id": 430160,
      "title": "Quantization Aware Training - Gaps in Scores",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 430057,
      "title": "What are the best practices for accessing the dataset and running the model? ",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 426504,
      "title": "A CTC implementation that work on Kaggle TPU",
      "comment_count": 11,
      "views": 0,
      "votes": 37
    },
    {
      "id": 428572,
      "title": "Are there duplicate participant_ids in the test dataset?",
      "comment_count": 5,
      "views": 0,
      "votes": 0
    },
    {
      "id": 428958,
      "title": "Looking to form a Team",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 426784,
      "title": "What's the best way to save data? ",
      "comment_count": 5,
      "views": 0,
      "votes": 0
    },
    {
      "id": 426368,
      "title": "Inference Time",
      "comment_count": 12,
      "views": 0,
      "votes": 2
    },
    {
      "id": 428972,
      "title": "New to the competition, new to Kaggle. What am I doing wrong?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 426401,
      "title": "How to process DIRTY DATA？",
      "comment_count": 3,
      "views": 0,
      "votes": 6
    },
    {
      "id": 425407,
      "title": "tflite-runtime 2.13.0 supporting Python 3.10 released",
      "comment_count": 3,
      "views": 0,
      "votes": 6
    },
    {
      "id": 426944,
      "title": "What is the difference between the train_landmarks and supplemental_landmarks?",
      "comment_count": 4,
      "views": 0,
      "votes": 0
    },
    {
      "id": 417931,
      "title": "Is random data augmentation slow in tensorflow?",
      "comment_count": 13,
      "views": 0,
      "votes": 4
    },
    {
      "id": 426914,
      "title": "Model works fine and .zip file is formatted correctly, but still get submission errors??",
      "comment_count": 4,
      "views": 0,
      "votes": 0
    },
    {
      "id": 427451,
      "title": "Submission keeps failing after a few minutes ",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 427648,
      "title": "Maximum Training Time vs Inference Time",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 427727,
      "title": "Submission Scoring error",
      "comment_count": 2,
      "views": 0,
      "votes": 0
    },
    {
      "id": 424346,
      "title": "The difference between the validation and test results of the transformer is very large.",
      "comment_count": 14,
      "views": 0,
      "votes": 10
    },
    {
      "id": 426698,
      "title": "Help！How does a newbie formally submit a work?",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 427019,
      "title": "how to improve the model",
      "comment_count": 2,
      "views": 0,
      "votes": 0
    },
    {
      "id": 425009,
      "title": "Looking to join or form a team",
      "comment_count": 3,
      "views": 0,
      "votes": 0
    },
    {
      "id": 421924,
      "title": "Running On Local Machine",
      "comment_count": 9,
      "views": 0,
      "votes": 1
    },
    {
      "id": 425238,
      "title": "Default input to model",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 418848,
      "title": "CTC Loss with TPU",
      "comment_count": 12,
      "views": 0,
      "votes": 4
    },
    {
      "id": 425042,
      "title": "Where and how do you train your model ? ",
      "comment_count": 3,
      "views": 0,
      "votes": 4
    },
    {
      "id": 409438,
      "title": "🏆 Last ASL competition winner solution 🏆",
      "comment_count": 17,
      "views": 0,
      "votes": 91
    },
    {
      "id": 424445,
      "title": "Anyone stuck in \"Notebook Running\" in submission?",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 426246,
      "title": "Integer for \" \"(BLANK)?",
      "comment_count": 2,
      "views": 0,
      "votes": 0
    },
    {
      "id": 420834,
      "title": "let's Team up",
      "comment_count": 7,
      "views": 0,
      "votes": 0
    },
    {
      "id": 420709,
      "title": "Framerate of trainingdata",
      "comment_count": 7,
      "views": 0,
      "votes": 4
    },
    {
      "id": 425824,
      "title": "Does Pose Landmarks Needed for ASL Recognization?",
      "comment_count": 2,
      "views": 0,
      "votes": 0
    },
    {
      "id": 425402,
      "title": "Exporting from Pytorch (is it possible?)",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 424844,
      "title": "How to start?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 421761,
      "title": "One month in - Here is everything that happened until now",
      "comment_count": 7,
      "views": 0,
      "votes": 73
    },
    {
      "id": 425062,
      "title": "What does 40MB of storage space mean?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 424847,
      "title": "Preprocessing Techniques for this dataset",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 409512,
      "title": "Sequence modeling with CTC loss",
      "comment_count": 5,
      "views": 0,
      "votes": 23
    },
    {
      "id": 424843,
      "title": "Introduction",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 425224,
      "title": "TPU running extremely slowly",
      "comment_count": 3,
      "views": 0,
      "votes": 0
    },
    {
      "id": 416361,
      "title": "Pro-tips on fingerspelling #1: double letters",
      "comment_count": 4,
      "views": 0,
      "votes": 29
    },
    {
      "id": 419440,
      "title": "Submission Scoring Error",
      "comment_count": 1,
      "views": 0,
      "votes": 0
    },
    {
      "id": 422566,
      "title": "Random submission scoring error after inference loop?",
      "comment_count": 8,
      "views": 0,
      "votes": 1
    },
    {
      "id": 424258,
      "title": "Training v Inference NB clarification",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 424503,
      "title": "Random Submission Scoring Errors",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 409436,
      "title": "Fingerspelling with Machine Learning",
      "comment_count": 10,
      "views": 0,
      "votes": 27
    },
    {
      "id": 407930,
      "title": "New to Machine Learning or Kaggle?",
      "comment_count": 26,
      "views": 0,
      "votes": 19
    },
    {
      "id": 411060,
      "title": "CV Leaderboard",
      "comment_count": 25,
      "views": 0,
      "votes": 27
    },
    {
      "id": 421989,
      "title": "CV and LB Score",
      "comment_count": 6,
      "views": 0,
      "votes": 0
    },
    {
      "id": 422145,
      "title": "Is ASL recognition real time?",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 410747,
      "title": "Weird samples?",
      "comment_count": 7,
      "views": 0,
      "votes": 11
    },
    {
      "id": 412591,
      "title": "Correct input/output formats",
      "comment_count": 5,
      "views": 0,
      "votes": 14
    },
    {
      "id": 420821,
      "title": "Question Regarding Competition Rule on data",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 409878,
      "title": "What?  No one is going to comment on the rap video?",
      "comment_count": 4,
      "views": 0,
      "votes": 18
    },
    {
      "id": 409722,
      "title": "Evaluation Time | Submission Issues",
      "comment_count": 37,
      "views": 0,
      "votes": 20
    },
    {
      "id": 420825,
      "title": "ONNX can't convert sum of tensors",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 420550,
      "title": "Submission error after an hour of running",
      "comment_count": 1,
      "views": 0,
      "votes": 0
    },
    {
      "id": 420426,
      "title": "Looking for a team",
      "comment_count": 3,
      "views": 0,
      "votes": 0
    },
    {
      "id": 420442,
      "title": "Does the fingerspelling data use left hand and right hand?",
      "comment_count": 2,
      "views": 0,
      "votes": 0
    },
    {
      "id": 421022,
      "title": "Frame length distribution about \"ALL\" sequence",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 418404,
      "title": "[Question] Some Frames' Length is 1.",
      "comment_count": 6,
      "views": 0,
      "votes": 4
    },
    {
      "id": 420054,
      "title": "Any Docker environment for better testing for compatibility",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 420277,
      "title": "Number of face landmarks",
      "comment_count": 2,
      "views": 0,
      "votes": 0
    },
    {
      "id": 413385,
      "title": "🆘 / submission scoring error ] 5 consecutive submission scoring errors...",
      "comment_count": 2,
      "views": 0,
      "votes": 0
    },
    {
      "id": 419909,
      "title": "padding - what is the limit?",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 417005,
      "title": "PopSignAI Preview: progress from last ASL competition",
      "comment_count": 1,
      "views": 0,
      "votes": 18
    },
    {
      "id": 419331,
      "title": "Dealing with variable output size",
      "comment_count": 3,
      "views": 0,
      "votes": 0
    },
    {
      "id": 415083,
      "title": "Looking for a teammate ^^",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 419559,
      "title": "Preprocessing and Submission Query",
      "comment_count": 1,
      "views": 0,
      "votes": 0
    },
    {
      "id": 419351,
      "title": "Problem with understanding the concept of Sequecne Id and Frame length",
      "comment_count": 1,
      "views": 0,
      "votes": 0
    },
    {
      "id": 413535,
      "title": "Wanna team up?",
      "comment_count": 10,
      "views": 0,
      "votes": 2
    },
    {
      "id": 419106,
      "title": "[FEAT] Where are image-datasets.",
      "comment_count": 0,
      "views": 0,
      "votes": -1
    },
    {
      "id": 415372,
      "title": "UPDATED: Almost certainly corner cases in test data - and some hints for solving scoring failures (Tensorflow)",
      "comment_count": 5,
      "views": 0,
      "votes": 37
    },
    {
      "id": 417201,
      "title": "Newbiee question",
      "comment_count": 4,
      "views": 0,
      "votes": 0
    },
    {
      "id": 418198,
      "title": "Dominant Hand and Handling NaN values",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 416470,
      "title": "Pro-tips on fingerspelling #2: speed and elision",
      "comment_count": 3,
      "views": 0,
      "votes": 18
    },
    {
      "id": 417253,
      "title": "Pro-tips on fingerspelling #4: easy letters, hard symbols, and an on-line dictionary",
      "comment_count": 1,
      "views": 0,
      "votes": 8
    },
    {
      "id": 416701,
      "title": "Could not check whether submission is allowed",
      "comment_count": 2,
      "views": 0,
      "votes": 0
    },
    {
      "id": 417605,
      "title": "Number of samples by participant ID",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 416829,
      "title": "Pro-tips on fingerspelling #3: troublesome letters, contexts, and grammars",
      "comment_count": 0,
      "views": 0,
      "votes": 13
    },
    {
      "id": 417375,
      "title": "A question regarding the evaluation metric",
      "comment_count": 7,
      "views": 0,
      "votes": 1
    },
    {
      "id": 409692,
      "title": "My proposal to solve this Kaggle challenge is to utilize the TSSCI method, which integrates sequences of body, hand, and facial expressions into a super object in a single color image.",
      "comment_count": 5,
      "views": 0,
      "votes": 10
    },
    {
      "id": 417500,
      "title": "Frame Length",
      "comment_count": 1,
      "views": 0,
      "votes": 0
    },
    {
      "id": 417307,
      "title": "Number of frames of each sequence",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 416507,
      "title": "Train vs supplemental datasets",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 416148,
      "title": "Update to a small fraction of the train set",
      "comment_count": 17,
      "views": 0,
      "votes": 6
    },
    {
      "id": 413598,
      "title": "TFLite/Submission Problems Thread",
      "comment_count": 31,
      "views": 0,
      "votes": 14
    },
    {
      "id": 414974,
      "title": "Clarification on the usage of character_to_prediction_index.json",
      "comment_count": 7,
      "views": 0,
      "votes": 2
    },
    {
      "id": 416305,
      "title": "Dataset downloads fix is in progress [resolved]",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 416353,
      "title": "Around how many landmark files in full test set, for estimating per file inference time requirements?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 413035,
      "title": "Request to Include TensorFlow Operators in Submission Environment for Better Model Flexibility",
      "comment_count": 7,
      "views": 0,
      "votes": 10
    },
    {
      "id": 416331,
      "title": "data donwload problem",
      "comment_count": 1,
      "views": 0,
      "votes": 0
    },
    {
      "id": 414631,
      "title": "Failing Basic Preprocessing Operations",
      "comment_count": 7,
      "views": 0,
      "votes": 9
    },
    {
      "id": 415670,
      "title": "Is there anyone who has implemented a preprocessor using PyTorch?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 415352,
      "title": "pytorch-onnx-tflite: submission test note",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 415322,
      "title": "How long does it take for you to submit the answer? Why did I submit it for a long time and finally got 0 points?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 415125,
      "title": "Can I use PyTorch ?",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 414125,
      "title": "Organisers: PLEASE react to our concerns",
      "comment_count": 13,
      "views": 0,
      "votes": 14
    },
    {
      "id": 415490,
      "title": "A request for pre and post processing layer examples",
      "comment_count": 1,
      "views": 0,
      "votes": 0
    },
    {
      "id": 415377,
      "title": "Insights about Training Models",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 414299,
      "title": "Z Coordinates",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 413378,
      "title": "The role of face features/coordinates in spellings",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 413752,
      "title": "Train vs. Supplemental Landmark Data",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 413451,
      "title": "Better data representation",
      "comment_count": 7,
      "views": 0,
      "votes": 4
    },
    {
      "id": 414090,
      "title": "Examples of symbolic fingerspelling?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 413798,
      "title": "How to train ? Seeking tips from fellow kagglers",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 414068,
      "title": "A Way to CSV",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 410464,
      "title": "Supplemental landmarks",
      "comment_count": 4,
      "views": 0,
      "votes": 11
    },
    {
      "id": 414043,
      "title": "Is there some data wrong or missing?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 413787,
      "title": "Models with variable output sizes",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 413832,
      "title": "can anyone help me try to understand how to use the landmark files",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 413554,
      "title": "A Simple Way to Determine the Main Hand",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 413553,
      "title": "Verify that Both Left and Right Hand Movements Occur",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 413347,
      "title": "Beginners Problem: Can anyone help me to create a dataset object (Pytorch)",
      "comment_count": 3,
      "views": 0,
      "votes": 0
    },
    {
      "id": 409561,
      "title": "Can I use PyTorch for this competition?",
      "comment_count": 6,
      "views": 0,
      "votes": 6
    },
    {
      "id": 413368,
      "title": "Input/output . Still questioning ",
      "comment_count": 1,
      "views": 0,
      "votes": 0
    },
    {
      "id": 411246,
      "title": "Persistent problems with making valid submissions",
      "comment_count": 2,
      "views": 0,
      "votes": 11
    },
    {
      "id": 413104,
      "title": "TFRecords Format for Parquet Files",
      "comment_count": 2,
      "views": 0,
      "votes": 0
    },
    {
      "id": 412563,
      "title": "14 Days since the competition launch and no submission.",
      "comment_count": 10,
      "views": 0,
      "votes": 5
    },
    {
      "id": 412646,
      "title": "Related Papers: Fingerspelling Sign Language Recognition",
      "comment_count": 0,
      "views": 0,
      "votes": 9
    },
    {
      "id": 411878,
      "title": "Organisers: please thoroughly verify submission scoring scripts!",
      "comment_count": 3,
      "views": 0,
      "votes": 16
    },
    {
      "id": 413121,
      "title": "Help! Conv1D with expanding dims error",
      "comment_count": 2,
      "views": 0,
      "votes": 0
    },
    {
      "id": 412861,
      "title": "New to 'Code Competition', Can anyone explain some terms?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 413075,
      "title": "is  asl sign language dataset that exist in kaggle usable ?",
      "comment_count": 4,
      "views": 0,
      "votes": 0
    },
    {
      "id": 412598,
      "title": "submission success",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 412895,
      "title": "I am new to kaggle .Can I download dataset train on my own computer and then upload the trained weights to do inference?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 410459,
      "title": "Nothing on leaderboard yet?",
      "comment_count": 42,
      "views": 0,
      "votes": 19
    },
    {
      "id": 411268,
      "title": "Can not install tflite-runtime in Kaggle kernel",
      "comment_count": 11,
      "views": 0,
      "votes": 6
    },
    {
      "id": 411682,
      "title": "Some samples may not contain the full spelling.",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 411689,
      "title": "Data is loaded as a pandas dataframe?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 411824,
      "title": "Own Dataset",
      "comment_count": 1,
      "views": 0,
      "votes": 0
    },
    {
      "id": 411341,
      "title": "What kind of NN?",
      "comment_count": 7,
      "views": 0,
      "votes": 0
    },
    {
      "id": 411538,
      "title": "Working Sample Submission",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 410554,
      "title": "How does American Sign Language Competition differs from previous Isolated sign Language competition?",
      "comment_count": 5,
      "views": 0,
      "votes": 5
    },
    {
      "id": 410598,
      "title": "New to TF-Lite, can someone help explain the caveats to expect?",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 409569,
      "title": "Tunisian sign language",
      "comment_count": 6,
      "views": 0,
      "votes": 10
    },
    {
      "id": 409951,
      "title": "Rule questions: additional data and submissions",
      "comment_count": 6,
      "views": 0,
      "votes": 2
    },
    {
      "id": 411024,
      "title": "NaN's in the evaluation part",
      "comment_count": 4,
      "views": 0,
      "votes": 0
    },
    {
      "id": 410162,
      "title": "sequence-id-435344989 is not found",
      "comment_count": 0,
      "views": 0,
      "votes": 7
    },
    {
      "id": 409614,
      "title": "Sharing some thoughts.",
      "comment_count": 6,
      "views": 0,
      "votes": 2
    },
    {
      "id": 410456,
      "title": "Looking for somebody that Have been working with neural networks ? ",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 410420,
      "title": "How landmarks are generated? want bit more detailed information",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 410014,
      "title": "What is  Parquet file ?",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 410099,
      "title": "Questions about the Nan in landmark data",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 409451,
      "title": "Submitting to a Conference",
      "comment_count": 7,
      "views": 0,
      "votes": 2
    },
    {
      "id": 409818,
      "title": "TPU with None dimensions",
      "comment_count": 4,
      "views": 0,
      "votes": 0
    },
    {
      "id": 410042,
      "title": "Understanding the submission process",
      "comment_count": 4,
      "views": 0,
      "votes": 0
    },
    {
      "id": 410225,
      "title": "Could this be design if the model",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 410214,
      "title": "The ratio of frames where the coordinates of both hands are NaN out of the total frames.",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 409728,
      "title": "i am a high schooler the competition is for age 18 and above but is there any way i can enter it ",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 409416,
      "title": "!!! Wow one more ASL within a week !!! ( Top Solutions of previous competition )",
      "comment_count": 3,
      "views": 0,
      "votes": 4
    },
    {
      "id": 409629,
      "title": "ASL Recognition and Translator Using Google MediaPipe",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    }
  ],
  "errors": []
}