{
  "total": 278,
  "topics": [
    {
      "id": 171206,
      "title": "Join me in Congratulating the TPU Stars!",
      "comment_count": 13,
      "views": 0,
      "votes": 17
    },
    {
      "id": 138120,
      "title": "New to Machine Learning or Kaggle?",
      "comment_count": 6,
      "views": 0,
      "votes": 10
    },
    {
      "id": 138118,
      "title": "Official External Data Thread",
      "comment_count": 83,
      "views": 0,
      "votes": 14
    },
    {
      "id": 138121,
      "title": "Looking for a Team Thread",
      "comment_count": 106,
      "views": 0,
      "votes": 9
    },
    {
      "id": 138123,
      "title": "Welcome!",
      "comment_count": 4,
      "views": 0,
      "votes": 9
    },
    {
      "id": 140254,
      "title": "Insights on achieving 0.9383 without translating data",
      "comment_count": 74,
      "views": 0,
      "votes": 159
    },
    {
      "id": 154908,
      "title": "OpenAI's new GPT-3 Model",
      "comment_count": 16,
      "views": 0,
      "votes": 16
    },
    {
      "id": 144097,
      "title": "Good Papers on Toxic Comment Classification",
      "comment_count": 4,
      "views": 0,
      "votes": 20
    },
    {
      "id": 141874,
      "title": "New video: what I've learned about TPU hardware",
      "comment_count": 16,
      "views": 0,
      "votes": 26
    },
    {
      "id": 277795,
      "title": "German language toxic comments",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 138511,
      "title": "PyTorch XLA questions and resources thread",
      "comment_count": 16,
      "views": 0,
      "votes": 10
    },
    {
      "id": 138137,
      "title": "PyTorch XLA Support?",
      "comment_count": 26,
      "views": 0,
      "votes": 13
    },
    {
      "id": 160862,
      "title": "1st place solution overview",
      "comment_count": 39,
      "views": 0,
      "votes": 183
    },
    {
      "id": 160980,
      "title": "4th place solution",
      "comment_count": 38,
      "views": 0,
      "votes": 106
    },
    {
      "id": 140970,
      "title": "Saving Model from TPU",
      "comment_count": 7,
      "views": 0,
      "votes": 3
    },
    {
      "id": 141629,
      "title": "Training dataset translated to 6 languages (Microsoft API)",
      "comment_count": 1,
      "views": 0,
      "votes": 25
    },
    {
      "id": 159723,
      "title": "Pytorch TPU improvements",
      "comment_count": 26,
      "views": 0,
      "votes": 89
    },
    {
      "id": 138198,
      "title": "Multilingual BERT Uncased",
      "comment_count": 12,
      "views": 0,
      "votes": 21
    },
    {
      "id": 151088,
      "title": "CPU Ram, GPU and TPU memory limits",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 140706,
      "title": "How to make TPU get the deterministic result(tf version)",
      "comment_count": 17,
      "views": 0,
      "votes": 10
    },
    {
      "id": 176897,
      "title": "3rd Place Solution - Code",
      "comment_count": 4,
      "views": 0,
      "votes": 13
    },
    {
      "id": 160560,
      "title": "The struggle is real",
      "comment_count": 4,
      "views": 0,
      "votes": 14
    },
    {
      "id": 178050,
      "title": "EDA : Not Exploratory Data Analysis ( Easy Data Augmentation)",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 176662,
      "title": "An improved MLM finetuning implementation in TensorFlow",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 176402,
      "title": "Why test data does not have all the columns of train data?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 141961,
      "title": "A list of promising Models. ",
      "comment_count": 14,
      "views": 0,
      "votes": 25
    },
    {
      "id": 162009,
      "title": "[ My first medal ]",
      "comment_count": 21,
      "views": 0,
      "votes": 24
    },
    {
      "id": 161974,
      "title": "13th Place Solution Part I. My first gold medal ",
      "comment_count": 11,
      "views": 0,
      "votes": 17
    },
    {
      "id": 160853,
      "title": "From zero to two silver medals: some organizational tips",
      "comment_count": 14,
      "views": 0,
      "votes": 25
    },
    {
      "id": 160961,
      "title": " 11th place solution(Hui Qin's)",
      "comment_count": 6,
      "views": 0,
      "votes": 24
    },
    {
      "id": 153389,
      "title": "[Info]: Text Augmentation",
      "comment_count": 1,
      "views": 0,
      "votes": 15
    },
    {
      "id": 169274,
      "title": "hahah",
      "comment_count": 0,
      "views": 0,
      "votes": -5
    },
    {
      "id": 160888,
      "title": "My first bronze medal ",
      "comment_count": 8,
      "views": 0,
      "votes": 16
    },
    {
      "id": 161882,
      "title": "🎁 Collection: List of Ranked Notebooks and Topics",
      "comment_count": 2,
      "views": 0,
      "votes": 17
    },
    {
      "id": 160896,
      "title": "34th Place Solution - Layerwise and Sampling",
      "comment_count": 11,
      "views": 0,
      "votes": 15
    },
    {
      "id": 162287,
      "title": "I got my first media!",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 165321,
      "title": "code implementation of solutions",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 161095,
      "title": "6th place solution",
      "comment_count": 7,
      "views": 0,
      "votes": 22
    },
    {
      "id": 159888,
      "title": "List of Translated Datasets Links",
      "comment_count": 23,
      "views": 0,
      "votes": 44
    },
    {
      "id": 160964,
      "title": "3rd Place Solution",
      "comment_count": 19,
      "views": 0,
      "votes": 35
    },
    {
      "id": 161100,
      "title": "10th Place Solution",
      "comment_count": 13,
      "views": 0,
      "votes": 48
    },
    {
      "id": 160844,
      "title": "Call for Nominations: TPU Star Award",
      "comment_count": 12,
      "views": 0,
      "votes": 9
    },
    {
      "id": 161066,
      "title": "List of Top Solutions",
      "comment_count": 2,
      "views": 0,
      "votes": 19
    },
    {
      "id": 160851,
      "title": "Congrats to new GMs",
      "comment_count": 19,
      "views": 0,
      "votes": 30
    },
    {
      "id": 160986,
      "title": "1st place solution: post-processing",
      "comment_count": 19,
      "views": 0,
      "votes": 58
    },
    {
      "id": 162671,
      "title": "Didn't score a medal ",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 160903,
      "title": "59th Place Solution (And My First Silver Medal)",
      "comment_count": 17,
      "views": 0,
      "votes": 25
    },
    {
      "id": 160927,
      "title": "19th place solution",
      "comment_count": 14,
      "views": 0,
      "votes": 27
    },
    {
      "id": 160861,
      "title": "100th place solution (+ GitHub)",
      "comment_count": 11,
      "views": 0,
      "votes": 24
    },
    {
      "id": 161434,
      "title": "Very few things learned",
      "comment_count": 1,
      "views": 0,
      "votes": 7
    },
    {
      "id": 160885,
      "title": "75th place solution ",
      "comment_count": 12,
      "views": 0,
      "votes": 21
    },
    {
      "id": 161664,
      "title": "Interview with 8th Pos Solo Gold: Philipp Singer | CTDS.Show #77",
      "comment_count": 5,
      "views": 0,
      "votes": 12
    },
    {
      "id": 161997,
      "title": " 5th place solution",
      "comment_count": 1,
      "views": 0,
      "votes": 12
    },
    {
      "id": 160937,
      "title": "8th place solution",
      "comment_count": 14,
      "views": 0,
      "votes": 49
    },
    {
      "id": 160892,
      "title": "16th Place Solution: Simple Calibrations",
      "comment_count": 5,
      "views": 0,
      "votes": 14
    },
    {
      "id": 160857,
      "title": "Second Silver Medal in a week : Journey from a Noob to Kaggle Expert",
      "comment_count": 26,
      "views": 0,
      "votes": 23
    },
    {
      "id": 161933,
      "title": "Private LB is now finalized",
      "comment_count": 6,
      "views": 0,
      "votes": 9
    },
    {
      "id": 160333,
      "title": "Jigsaw Competition attracts 1300+ less teams every year",
      "comment_count": 43,
      "views": 0,
      "votes": 8
    },
    {
      "id": 161014,
      "title": "🏅 Best single models 🏅",
      "comment_count": 9,
      "views": 0,
      "votes": 17
    },
    {
      "id": 160860,
      "title": "Second silver in one week",
      "comment_count": 7,
      "views": 0,
      "votes": 9
    },
    {
      "id": 161998,
      "title": "13th Place Solution Part II",
      "comment_count": 1,
      "views": 0,
      "votes": 11
    },
    {
      "id": 161449,
      "title": "Any idea when the LB will be finalized?",
      "comment_count": 5,
      "views": 0,
      "votes": 12
    },
    {
      "id": 160890,
      "title": "Solutions Collection [To Be Continued...]",
      "comment_count": 3,
      "views": 0,
      "votes": 13
    },
    {
      "id": 160994,
      "title": "My first bronze medal",
      "comment_count": 10,
      "views": 0,
      "votes": 10
    },
    {
      "id": 160899,
      "title": "Salute to GrandPa Dieter",
      "comment_count": 7,
      "views": 0,
      "votes": 14
    },
    {
      "id": 161417,
      "title": "All my upvotes are gone.",
      "comment_count": 8,
      "views": 0,
      "votes": 5
    },
    {
      "id": 160113,
      "title": "Lost more than 30 positions in a week.",
      "comment_count": 20,
      "views": 0,
      "votes": 15
    },
    {
      "id": 160856,
      "title": "Thread to share things that didnt work",
      "comment_count": 10,
      "views": 0,
      "votes": 13
    },
    {
      "id": 160876,
      "title": "21st Place solution : Magic of Ensemble",
      "comment_count": 3,
      "views": 0,
      "votes": 13
    },
    {
      "id": 161967,
      "title": "Mean ROC-AUC (for competition organizers)",
      "comment_count": 0,
      "views": 0,
      "votes": -1
    },
    {
      "id": 159689,
      "title": "DropHead transformer regularization (with code)",
      "comment_count": 8,
      "views": 0,
      "votes": 28
    },
    {
      "id": 158903,
      "title": "Ideas for cross-validation ?",
      "comment_count": 43,
      "views": 0,
      "votes": 17
    },
    {
      "id": 160951,
      "title": "What is human-level performance for this problem?",
      "comment_count": 5,
      "views": 0,
      "votes": 7
    },
    {
      "id": 160816,
      "title": "Waiting to learn new things",
      "comment_count": 10,
      "views": 0,
      "votes": 3
    },
    {
      "id": 160457,
      "title": "Thoughts about shakeup ",
      "comment_count": 27,
      "views": 0,
      "votes": 4
    },
    {
      "id": 160671,
      "title": "11th hour hail mary : A new AUC loss function you're free to try.",
      "comment_count": 2,
      "views": 0,
      "votes": 10
    },
    {
      "id": 160868,
      "title": "3 rd competition ... x4 Expert",
      "comment_count": 2,
      "views": 0,
      "votes": 11
    },
    {
      "id": 161103,
      "title": "43rd place. Sampling with Adversarial Validation",
      "comment_count": 2,
      "views": 0,
      "votes": 8
    },
    {
      "id": 160920,
      "title": "What worked",
      "comment_count": 0,
      "views": 0,
      "votes": 8
    },
    {
      "id": 161177,
      "title": "How to run XLM-R large with PyTorch XLA on Kaggle Kernels",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 160884,
      "title": "Two bronze medals gone to dust. Guide Needed from Kagglers.",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 161048,
      "title": "Has anyone tried to split 6 test langs into classes?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 160494,
      "title": "International BERT? ",
      "comment_count": 6,
      "views": 0,
      "votes": 1
    },
    {
      "id": 160606,
      "title": "Kernel output files as data - Versioning",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 159806,
      "title": "Some NLP terminology",
      "comment_count": 0,
      "views": 0,
      "votes": 15
    },
    {
      "id": 159569,
      "title": "Impact on Training on the Validation Data on LB Score",
      "comment_count": 10,
      "views": 0,
      "votes": 15
    },
    {
      "id": 160877,
      "title": "Congratulations to winner, Can't wait to learn",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 160852,
      "title": "ok validation.csv public LB and private LB score aligned...",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 160825,
      "title": "help--submit button not coming up",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 160138,
      "title": "After weeks at 30 hours of TPU per week...",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 139533,
      "title": "Congratulations to New Grandmaster Tarun Paparaju ",
      "comment_count": 34,
      "views": 0,
      "votes": 26
    },
    {
      "id": 159035,
      "title": "Is the high score ensemble kernel can running at private dataset?",
      "comment_count": 10,
      "views": 0,
      "votes": 3
    },
    {
      "id": 160186,
      "title": "re-structure fine-tuned model",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 159345,
      "title": "overfitting on public lb?",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 159621,
      "title": "Getting Error : Maximum Intreractive Session count reached repeatedly!",
      "comment_count": 3,
      "views": 0,
      "votes": 0
    },
    {
      "id": 159589,
      "title": "Read BERT preprocessed dataset",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 159616,
      "title": "[SOLVED] Reusing downloaded encodings",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 154295,
      "title": "Training XLM-R large on Colab with TPU v2-8",
      "comment_count": 9,
      "views": 0,
      "votes": 56
    },
    {
      "id": 158856,
      "title": "Using model checkpoints in the final submission",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 159469,
      "title": "problem with importing transformers ",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 157899,
      "title": "Pytorch Error and Notebook Update",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 158202,
      "title": "Error when doing k-fold training on TPU.",
      "comment_count": 12,
      "views": 0,
      "votes": 2
    },
    {
      "id": 157025,
      "title": "(Non-)Fun stuff found in data :)",
      "comment_count": 6,
      "views": 0,
      "votes": 15
    },
    {
      "id": 157648,
      "title": "kernel died after 3 folds - [TPU]",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 159464,
      "title": "Submission",
      "comment_count": 0,
      "views": 0,
      "votes": -3
    },
    {
      "id": 154583,
      "title": "Data leak? similar/same validataoin samples on test data",
      "comment_count": 12,
      "views": 0,
      "votes": 18
    },
    {
      "id": 158780,
      "title": "Too late to join the competetion and ask a question",
      "comment_count": 3,
      "views": 0,
      "votes": 0
    },
    {
      "id": 152444,
      "title": "Translated Google data",
      "comment_count": 7,
      "views": 0,
      "votes": 41
    },
    {
      "id": 158492,
      "title": "It seems to be a fierce battle among top10 from Public LB",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 156438,
      "title": "I find an amazing thing that how to solve OOM on TPU because of cache.",
      "comment_count": 2,
      "views": 0,
      "votes": 9
    },
    {
      "id": 158009,
      "title": "How seed everything with TPUs ?",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 158606,
      "title": "ALBERT",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 156622,
      "title": "Fine tuning with masked language modelling",
      "comment_count": 10,
      "views": 0,
      "votes": 44
    },
    {
      "id": 156570,
      "title": "This competition is anti-free speech.",
      "comment_count": 4,
      "views": 0,
      "votes": -4
    },
    {
      "id": 156253,
      "title": "tpu with pytorch import _XLAC undefined symbol",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 153283,
      "title": "L2L Training-large-neural-networks-with-constant-memory-using-a-new-execution-algorithm",
      "comment_count": 6,
      "views": 0,
      "votes": 18
    },
    {
      "id": 153466,
      "title": "XLM-Roberta parameters",
      "comment_count": 6,
      "views": 0,
      "votes": 1
    },
    {
      "id": 146933,
      "title": "Indonesian Text Data  Embeddings?",
      "comment_count": 8,
      "views": 0,
      "votes": 6
    },
    {
      "id": 157296,
      "title": "Taming the randomness while fine-tuning - Stability of fine-tuning BERT",
      "comment_count": 3,
      "views": 0,
      "votes": 4
    },
    {
      "id": 157525,
      "title": "Questions about load pre-trained model in Spyder",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 138271,
      "title": "Using Pytorch With TPU",
      "comment_count": 19,
      "views": 0,
      "votes": 52
    },
    {
      "id": 157388,
      "title": "Distilbert with TPU",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 151084,
      "title": "What are the people at the top doing differently?",
      "comment_count": 23,
      "views": 0,
      "votes": 10
    },
    {
      "id": 156948,
      "title": "Any suggestion for ensemble",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 154335,
      "title": "Best Roberta-XLM model",
      "comment_count": 38,
      "views": 0,
      "votes": 15
    },
    {
      "id": 156796,
      "title": "Problems submitting",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 156982,
      "title": "Has anyone used simple transformer?",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 156161,
      "title": "Error while building model with TF HUB pre-trained BERT layer on TPU",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 155903,
      "title": "BERTweet",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 142748,
      "title": "Best Practices / Troubleshooting TPU Memory Issues",
      "comment_count": 7,
      "views": 0,
      "votes": 16
    },
    {
      "id": 146242,
      "title": "K-Fold CV on TPU",
      "comment_count": 23,
      "views": 0,
      "votes": 16
    },
    {
      "id": 141636,
      "title": "[SOLVED] Completely Trapped with BUGS!",
      "comment_count": 27,
      "views": 0,
      "votes": 3
    },
    {
      "id": 154879,
      "title": "Error when using tensorboard with TPU",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 147878,
      "title": "Looking for a teammate",
      "comment_count": 11,
      "views": 0,
      "votes": 1
    },
    {
      "id": 153348,
      "title": "High CV score but low LB score",
      "comment_count": 10,
      "views": 0,
      "votes": 4
    },
    {
      "id": 145948,
      "title": "\"UnavailableError: Socket closed\"",
      "comment_count": 9,
      "views": 0,
      "votes": 2
    },
    {
      "id": 139586,
      "title": "UnavailableError: Socket closed",
      "comment_count": 21,
      "views": 0,
      "votes": 14
    },
    {
      "id": 153568,
      "title": "Multilingual Sentence Models in NLP",
      "comment_count": 0,
      "views": 0,
      "votes": 14
    },
    {
      "id": 150578,
      "title": "How to smash NLP interviews - 115 questions on NLP foundations",
      "comment_count": 5,
      "views": 0,
      "votes": 3
    },
    {
      "id": 150334,
      "title": "Training dataset translated to 6 languages (Yandex)",
      "comment_count": 11,
      "views": 0,
      "votes": 33
    },
    {
      "id": 152447,
      "title": "Alternatives for XLM-Roberta?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 138273,
      "title": "Is Translating Texts Allowed (or Viable) ?",
      "comment_count": 14,
      "views": 0,
      "votes": 23
    },
    {
      "id": 152995,
      "title": "Solution for  ***Out-of-memory issues***",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 152779,
      "title": "Have anyone faced issue in restarting sessions with new UI?",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 152436,
      "title": "(Very ugly) Fix to use mixed_precision with Hugging Face",
      "comment_count": 7,
      "views": 0,
      "votes": 6
    },
    {
      "id": 141825,
      "title": "Best single model",
      "comment_count": 59,
      "views": 0,
      "votes": 29
    },
    {
      "id": 152575,
      "title": "Failed validating 'additionalProperties' in markdown_cell:",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 152573,
      "title": "Ensemble model private leaderboard problem",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 152330,
      "title": "Challenges to toxic comment classification : Error Analysis",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 152133,
      "title": "Model doesn't learn when committing",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 151989,
      "title": "Best Videos for understanding Bert Research And Fine Tuning",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 152361,
      "title": "                                                                                                                .",
      "comment_count": 0,
      "views": 0,
      "votes": -6
    },
    {
      "id": 147234,
      "title": "There is no completely hidden test set!?",
      "comment_count": 12,
      "views": 0,
      "votes": 6
    },
    {
      "id": 150697,
      "title": "Failed validating 'additionalProperties' in markdown_cell:",
      "comment_count": 17,
      "views": 0,
      "votes": 5
    },
    {
      "id": 142043,
      "title": "How to freeup GPU memory",
      "comment_count": 9,
      "views": 0,
      "votes": 1
    },
    {
      "id": 147417,
      "title": "Ideas for multilingual sentence spell checking?",
      "comment_count": 9,
      "views": 0,
      "votes": 8
    },
    {
      "id": 142984,
      "title": "Videos on BERT by Chris McCormick",
      "comment_count": 8,
      "views": 0,
      "votes": 44
    },
    {
      "id": 148709,
      "title": "Review Your NLP Knowledge",
      "comment_count": 12,
      "views": 0,
      "votes": 0
    },
    {
      "id": 151641,
      "title": "Solution for AttributeError: module 'bert.tokenization'",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 148530,
      "title": "Pseudo-Labeled Open-Subtitles dataset",
      "comment_count": 5,
      "views": 0,
      "votes": 23
    },
    {
      "id": 150412,
      "title": "TPU MXU Utilization and Idle Time",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 146335,
      "title": "Issues with Tensorflow TPU and mixed precision, XLA",
      "comment_count": 14,
      "views": 0,
      "votes": 7
    },
    {
      "id": 142800,
      "title": "How to make a submission",
      "comment_count": 11,
      "views": 0,
      "votes": 2
    },
    {
      "id": 149815,
      "title": "PyTorch TPU Commit Failed [Complete. Exited with code 0.]",
      "comment_count": 19,
      "views": 0,
      "votes": 2
    },
    {
      "id": 138203,
      "title": "Pytorch with TPU (XLA)",
      "comment_count": 9,
      "views": 0,
      "votes": 8
    },
    {
      "id": 149422,
      "title": "TPU error when running kernel - Can kaggle admin help? ",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 149991,
      "title": "Inference using XLM-Roberta on PyTorch TPU",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 148877,
      "title": "How did you learn to do deep learning NLP?",
      "comment_count": 5,
      "views": 0,
      "votes": 2
    },
    {
      "id": 146337,
      "title": "Issues when training with more than 200,000 samples",
      "comment_count": 34,
      "views": 0,
      "votes": 11
    },
    {
      "id": 148930,
      "title": "How to save model in Tensorflow with TPU running?",
      "comment_count": 7,
      "views": 0,
      "votes": 4
    },
    {
      "id": 149091,
      "title": "A mind map for NLP",
      "comment_count": 4,
      "views": 0,
      "votes": 6
    },
    {
      "id": 149317,
      "title": "/kaggle/input/ path shows no data files",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 148567,
      "title": "[TPU-Training] Super Fast XLMRoberta",
      "comment_count": 0,
      "views": 0,
      "votes": 14
    },
    {
      "id": 148095,
      "title": "ZeRO & DeepSpeed: Optimizing 100 Billion Parameters! ",
      "comment_count": 0,
      "views": 0,
      "votes": 9
    },
    {
      "id": 148719,
      "title": "Freedom of Speech?",
      "comment_count": 2,
      "views": 0,
      "votes": -6
    },
    {
      "id": 141377,
      "title": "Multilingual training dataset ",
      "comment_count": 30,
      "views": 0,
      "votes": 82
    },
    {
      "id": 146582,
      "title": "NLP Albumentations",
      "comment_count": 5,
      "views": 0,
      "votes": 25
    },
    {
      "id": 148788,
      "title": "tpu time commit",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 146877,
      "title": "Hack with Parallel Corpus",
      "comment_count": 3,
      "views": 0,
      "votes": 12
    },
    {
      "id": 148533,
      "title": "More TPU Time Possible?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 143005,
      "title": "PyTorch XLA/TPU training",
      "comment_count": 11,
      "views": 0,
      "votes": 27
    },
    {
      "id": 146239,
      "title": "ROC versus Precision/Recall Curves",
      "comment_count": 3,
      "views": 0,
      "votes": 5
    },
    {
      "id": 145334,
      "title": "Transformers' schedulers with Keras",
      "comment_count": 9,
      "views": 0,
      "votes": 6
    },
    {
      "id": 147771,
      "title": "Class Balance with PyTorch/XLA",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 147331,
      "title": "Submission Code Kernel Requirements",
      "comment_count": 9,
      "views": 0,
      "votes": 1
    },
    {
      "id": 147452,
      "title": "AbortedError: RecvTensor expects a different device incarnation: 6679287771369086306 vs. 15380175649607391670. Your worker job (\"/job:tpu_worker/replica:0/task:0\") was probably restarted",
      "comment_count": 1,
      "views": 0,
      "votes": 5
    },
    {
      "id": 143967,
      "title": "Where does the '192' maxlen number come from?",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 143547,
      "title": "data cleaning?",
      "comment_count": 2,
      "views": 0,
      "votes": 0
    },
    {
      "id": 144114,
      "title": "Pytorch XLA has an issue right now!",
      "comment_count": 9,
      "views": 0,
      "votes": 21
    },
    {
      "id": 147359,
      "title": "How to submit  the submission file",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 146067,
      "title": "HuggingFace on YT 😍 ",
      "comment_count": 2,
      "views": 0,
      "votes": 12
    },
    {
      "id": 146866,
      "title": "NLP Guides",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 146834,
      "title": "Begin NLP Joureny (how-to-solve-90-of-nlp-problems-a-step-by-step-guide)",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 146401,
      "title": "Multi TPU Inference ",
      "comment_count": 0,
      "views": 0,
      "votes": 7
    },
    {
      "id": 146530,
      "title": "Hyperparameter Tuning",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 146425,
      "title": "Training data in two parts",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 143932,
      "title": "Best score using Bert Multilingual",
      "comment_count": 5,
      "views": 0,
      "votes": 6
    },
    {
      "id": 145366,
      "title": "Can I fork a public notebook and submit its results?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 143469,
      "title": "Better tokenizers",
      "comment_count": 3,
      "views": 0,
      "votes": 0
    },
    {
      "id": 144874,
      "title": "Can't see the submit button",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 145276,
      "title": "small batch size in custom train loop in tf2?",
      "comment_count": 8,
      "views": 0,
      "votes": 1
    },
    {
      "id": 138265,
      "title": "I’m going live for this competition",
      "comment_count": 26,
      "views": 0,
      "votes": 69
    },
    {
      "id": 140814,
      "title": "Have anyone tried on Colab TPU? ",
      "comment_count": 13,
      "views": 0,
      "votes": 9
    },
    {
      "id": 143770,
      "title": "When will we need GCS_DS_PATH = KaggleDatasets().get_gcs_path ?",
      "comment_count": 9,
      "views": 0,
      "votes": 6
    },
    {
      "id": 144182,
      "title": "Can not use tf-nightly with tpu ?",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 143745,
      "title": "NEW series 𝗡𝗟𝗣 𝗳𝗼𝗿 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗲𝗿𝘀 with  Rachael Tatman ",
      "comment_count": 6,
      "views": 0,
      "votes": 15
    },
    {
      "id": 143736,
      "title": "Dear admin/author, kindly help as I can't submit my notebook",
      "comment_count": 5,
      "views": 0,
      "votes": null
    },
    {
      "id": 145054,
      "title": "Training Resources Survey \\ Inquiry",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 143613,
      "title": "Super Clean PyTorch TPU Training Kernel",
      "comment_count": 2,
      "views": 0,
      "votes": 23
    },
    {
      "id": 144361,
      "title": "What is the best single model?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 144533,
      "title": "Extensive EDA",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 140022,
      "title": "Need for speed",
      "comment_count": 53,
      "views": 0,
      "votes": 34
    },
    {
      "id": 143260,
      "title": "XTREME: A Massively Multilingual Multi-task Benchmark for Evaluating Cross-lingual Generalization",
      "comment_count": 0,
      "views": 0,
      "votes": 10
    },
    {
      "id": 143698,
      "title": "Does code competition allow to ensemble multiple submissions",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 144075,
      "title": "Loss Value Fluctuating Rapidly",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 141970,
      "title": "Don't be Toxic!  😊 ",
      "comment_count": 4,
      "views": 0,
      "votes": 13
    },
    {
      "id": 143626,
      "title": "AUC score is quite low. Why?",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 142254,
      "title": "MultiFit - Fast.ai model for multilingual text classification",
      "comment_count": 4,
      "views": 0,
      "votes": 4
    },
    {
      "id": 143121,
      "title": "[QUESTION] is inference running on all of 8 cores with TPU?",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 140135,
      "title": "Why is there a different in running time?",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 138269,
      "title": "TPU questions",
      "comment_count": 15,
      "views": 0,
      "votes": 14
    },
    {
      "id": 143133,
      "title": "translation services",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 142624,
      "title": "Doing Things on Fly Should Help With TPU's OOM?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 142673,
      "title": "Resource For Starting With Transformers",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 141856,
      "title": "Any hidden TEST dataset ....?",
      "comment_count": 6,
      "views": 0,
      "votes": 3
    },
    {
      "id": 141827,
      "title": "Looking for members to build kaggle team",
      "comment_count": 6,
      "views": 0,
      "votes": 3
    },
    {
      "id": 138778,
      "title": "One more translated test set, Yandex.Translate",
      "comment_count": 21,
      "views": 0,
      "votes": 58
    },
    {
      "id": 142846,
      "title": "tpu scope error",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 141554,
      "title": "Are we required to do training/inference inside the kernel?",
      "comment_count": 6,
      "views": 0,
      "votes": 3
    },
    {
      "id": 141160,
      "title": "What's the purpose of limiting notebook time to 3 hours -- this limit doesn't seem relevant?",
      "comment_count": 8,
      "views": 0,
      "votes": 6
    },
    {
      "id": 142066,
      "title": "Please let me subscribe Kaggle pro for TPU",
      "comment_count": 4,
      "views": 0,
      "votes": 4
    },
    {
      "id": 142841,
      "title": "Data science",
      "comment_count": 0,
      "views": 0,
      "votes": -4
    },
    {
      "id": 142392,
      "title": "InvalidArgumentError: Unsuccessful TensorSliceReader ",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 142330,
      "title": "Yet another multi-lingual model",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 141924,
      "title": "Submission when there is no private test set",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 141626,
      "title": "An experiment with LSTM networks",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 139128,
      "title": "Stater Pytorch TPU Google Colab",
      "comment_count": 14,
      "views": 0,
      "votes": 8
    },
    {
      "id": 141499,
      "title": "Using all columns",
      "comment_count": 5,
      "views": 0,
      "votes": 2
    },
    {
      "id": 141627,
      "title": "Multilingual embeddings",
      "comment_count": 0,
      "views": 0,
      "votes": 7
    },
    {
      "id": 141566,
      "title": "AI, don't be a racist!",
      "comment_count": 1,
      "views": 0,
      "votes": 0
    },
    {
      "id": 141413,
      "title": "number of data samples is not divisible by batch size when I run on TPU",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 141455,
      "title": "Commit and submission is taking longer then expected 😬 ",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 141212,
      "title": "TPU Bug!",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 141058,
      "title": "Why Tpu is not being used?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 138163,
      "title": "Past (Kaggle) Jigsaw Competitions & Top Solutions",
      "comment_count": 4,
      "views": 0,
      "votes": 35
    },
    {
      "id": 141117,
      "title": "I NEED answer for accept the rules of competition",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 140838,
      "title": "Some useful papers",
      "comment_count": 0,
      "views": 0,
      "votes": 8
    },
    {
      "id": 140651,
      "title": "How to submit the predictions?",
      "comment_count": 5,
      "views": 0,
      "votes": 2
    },
    {
      "id": 140249,
      "title": "Is there any advantages to use converted English translation?",
      "comment_count": 1,
      "views": 0,
      "votes": 6
    },
    {
      "id": 140007,
      "title": "InvalidArgumentError error while using TPU",
      "comment_count": 13,
      "views": 0,
      "votes": 9
    },
    {
      "id": 139455,
      "title": "TPU-optimized custom training loop",
      "comment_count": 7,
      "views": 0,
      "votes": 12
    },
    {
      "id": 138524,
      "title": "how to score 0.9+ ? ",
      "comment_count": 5,
      "views": 0,
      "votes": 14
    },
    {
      "id": 140576,
      "title": "Regarding Data",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 140575,
      "title": "The kernel keeps died due to out-of-memory problem, how to solve?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 140174,
      "title": "International Phonetic Alphabet",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 140131,
      "title": "Combining both datasets on TPU",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 140239,
      "title": "Paper: Sentiment Analysis with Contextual Embeddings and Self-Attention",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 139653,
      "title": "what test dataset to use?",
      "comment_count": 5,
      "views": 0,
      "votes": 3
    },
    {
      "id": 138671,
      "title": "Validation with translated text",
      "comment_count": 4,
      "views": 0,
      "votes": 25
    },
    {
      "id": 138576,
      "title": "Please create private test set",
      "comment_count": 19,
      "views": 0,
      "votes": 29
    },
    {
      "id": 139037,
      "title": "Same result with and without translated test set !o_o!",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 139598,
      "title": "Learning Path for NLP ",
      "comment_count": 6,
      "views": 0,
      "votes": 4
    },
    {
      "id": 138956,
      "title": "Not able to train BERT using TPU",
      "comment_count": 4,
      "views": 0,
      "votes": 5
    },
    {
      "id": 139701,
      "title": "Thresholding toxic values in jigsaw unintended bias train.",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 139173,
      "title": "Visualizing The ML Concept.",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 139269,
      "title": "Code Requirements",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 138694,
      "title": "Odd comment length distribution from jigsaw-unintended-bias-train.csv",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 138289,
      "title": "Aligned word vectors",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 138220,
      "title": "Some references",
      "comment_count": 3,
      "views": 0,
      "votes": 13
    },
    {
      "id": 138732,
      "title": "EDA + Models starter kernel",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
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    },
    {
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      "title": "Recent state of art models for NLP",
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    {
      "id": 138911,
      "title": "Continue Pretraining",
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    },
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    {
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    },
    {
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  ],
  "errors": []
}