{
  "total": 68,
  "topics": [
    {
      "id": 316243,
      "title": "Looking for a Team Megathread",
      "comment_count": 4,
      "views": 0,
      "votes": 14
    },
    {
      "id": 316241,
      "title": "New to Machine Learning or to Kaggle? Check this out.",
      "comment_count": 1,
      "views": 0,
      "votes": 10
    },
    {
      "id": 318527,
      "title": "Top six mistakes in feature engineering",
      "comment_count": 86,
      "views": 0,
      "votes": 185
    },
    {
      "id": 316303,
      "title": "Unofficial R Community Discussion",
      "comment_count": 10,
      "views": 0,
      "votes": 22
    },
    {
      "id": 322268,
      "title": "Simple model for April TPS (RESNET with CONV2D)",
      "comment_count": 6,
      "views": 0,
      "votes": 7
    },
    {
      "id": 326918,
      "title": "The Best Notebooks Of This Competition!",
      "comment_count": 0,
      "views": 0,
      "votes": -1
    },
    {
      "id": 322622,
      "title": "6th Place Solution",
      "comment_count": 5,
      "views": 0,
      "votes": 22
    },
    {
      "id": 322269,
      "title": "#3 Solution",
      "comment_count": 9,
      "views": 0,
      "votes": 17
    },
    {
      "id": 322259,
      "title": "#1 LB Solution",
      "comment_count": 8,
      "views": 0,
      "votes": 40
    },
    {
      "id": 322257,
      "title": "2nd Place Solution",
      "comment_count": 7,
      "views": 0,
      "votes": 25
    },
    {
      "id": 322277,
      "title": "#5 Solution",
      "comment_count": 7,
      "views": 0,
      "votes": 17
    },
    {
      "id": 322558,
      "title": "#4 solution",
      "comment_count": 2,
      "views": 0,
      "votes": 11
    },
    {
      "id": 322291,
      "title": "[Compilation] Top Solutions from TPS Apr 2022 🥇",
      "comment_count": 4,
      "views": 0,
      "votes": 12
    },
    {
      "id": 321000,
      "title": "Probabilities give better score than labels. Why?",
      "comment_count": 8,
      "views": 0,
      "votes": 12
    },
    {
      "id": 321640,
      "title": "Now, why should we use CNN and not RNN?",
      "comment_count": 8,
      "views": 0,
      "votes": 5
    },
    {
      "id": 321427,
      "title": "Fast workflow using Modin and Intel® Extension for Scikit-learn* ⚡💨",
      "comment_count": 2,
      "views": 0,
      "votes": 10
    },
    {
      "id": 320711,
      "title": "Best non-DL model (0.974) (blend: 0.986)",
      "comment_count": 9,
      "views": 0,
      "votes": 18
    },
    {
      "id": 321919,
      "title": "How do You try to improve Your score one day before competition deadline? ",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 320848,
      "title": "Zero to Hero ==>Deep Learning  to handle Time series(sensor data) (MLP,CNN,RNN,Transformer, hybrid CNN_LSTM)TPS April 2022",
      "comment_count": 8,
      "views": 0,
      "votes": 15
    },
    {
      "id": 321437,
      "title": "Papers on Machine Learning and Time-Series Classification!",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 321603,
      "title": "63 or 44 outliers to remove",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 320551,
      "title": "Speedup by 30% your training time with TF Keras ",
      "comment_count": 7,
      "views": 0,
      "votes": 13
    },
    {
      "id": 320370,
      "title": "Private vs public score - Do You think there will be big \"movements\" in the leaderboard?",
      "comment_count": 6,
      "views": 0,
      "votes": 6
    },
    {
      "id": 320891,
      "title": "Training shape different from labels_train",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 319427,
      "title": "[Compilation] Good starter notebooks from past TPS competitions",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 320025,
      "title": "Want a different model for the ensemble (0.957 PLB)? Check this out",
      "comment_count": 2,
      "views": 0,
      "votes": 6
    },
    {
      "id": 318061,
      "title": "LSTM Tutorial",
      "comment_count": 3,
      "views": 0,
      "votes": 15
    },
    {
      "id": 318241,
      "title": "Could we use classical linear time series forecasting methods for this problem? ",
      "comment_count": 10,
      "views": 0,
      "votes": 5
    },
    {
      "id": 320089,
      "title": "Why would loss < val_loss & Val_AUC > AUC for first 5-8 epochs?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 317642,
      "title": "📌 EDA📈 + FE🔥 + Pseudo🎭 + LGBM🚀 + LSTM🏆",
      "comment_count": 7,
      "views": 0,
      "votes": 29
    },
    {
      "id": 316279,
      "title": "💉🩺🧬 Nice Resources to refer to for APR 2022 TPS🌡📈💢",
      "comment_count": 10,
      "views": 0,
      "votes": 34
    },
    {
      "id": 319454,
      "title": "How to tune lstm hyperparameters?",
      "comment_count": 5,
      "views": 0,
      "votes": 4
    },
    {
      "id": 316472,
      "title": "Any idea why NNs are working far better than ML?",
      "comment_count": 8,
      "views": 0,
      "votes": 10
    },
    {
      "id": 318713,
      "title": "Plotting ACF and PACF",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 318963,
      "title": "A visualization clearly showing the impact of each feature",
      "comment_count": 0,
      "views": 0,
      "votes": 12
    },
    {
      "id": 319328,
      "title": "Does it make sense to use sensor clusterization ?",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 317704,
      "title": "Basic signal stats (mean, std, max, min) for modelling",
      "comment_count": 3,
      "views": 0,
      "votes": 6
    },
    {
      "id": 316320,
      "title": "Speed up your kernel using Intel® Extension for Scikit-learn",
      "comment_count": 4,
      "views": 0,
      "votes": 15
    },
    {
      "id": 319117,
      "title": "Inconsistent results ??",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 316321,
      "title": "Speed up Pandas Workflow with Modin",
      "comment_count": 13,
      "views": 0,
      "votes": 19
    },
    {
      "id": 318390,
      "title": "curious about lagged features",
      "comment_count": 5,
      "views": 0,
      "votes": 6
    },
    {
      "id": 316967,
      "title": "DNN Architecture",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 318848,
      "title": "We need to find the best result together!",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 318716,
      "title": "Kurtosis Feature",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 318468,
      "title": "Interested in time series forecasting? To help construct a sustainable society...",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 317977,
      "title": "How Bi-LSTM model is made?",
      "comment_count": 4,
      "views": 0,
      "votes": 12
    },
    {
      "id": 318322,
      "title": "Cell linking feature not working (404)",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 316699,
      "title": "Curious Finding related to Time Steps Feature",
      "comment_count": 4,
      "views": 0,
      "votes": 7
    },
    {
      "id": 318315,
      "title": "Subject Analysis",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 317778,
      "title": "Covariate Shift",
      "comment_count": 0,
      "views": 0,
      "votes": 10
    },
    {
      "id": 317227,
      "title": "How exactly does the blending work?",
      "comment_count": 7,
      "views": 0,
      "votes": 7
    },
    {
      "id": 316765,
      "title": "Hoping to be more organized this time",
      "comment_count": 12,
      "views": 0,
      "votes": 14
    },
    {
      "id": 316757,
      "title": "Complete feature engineering for time series",
      "comment_count": 2,
      "views": 0,
      "votes": 15
    },
    {
      "id": 316286,
      "title": "Preliminary Ideas",
      "comment_count": 7,
      "views": 0,
      "votes": 22
    },
    {
      "id": 317097,
      "title": " Cross_Validation and Select Models take lot of time , let's speed our Code !!!",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 316875,
      "title": "Unable to add a dropout layer!",
      "comment_count": 2,
      "views": 0,
      "votes": 8
    },
    {
      "id": 317116,
      "title": "Using AWS Sagemaker for Training and Submission",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 316577,
      "title": "PyCaret Error",
      "comment_count": 9,
      "views": 0,
      "votes": 7
    },
    {
      "id": 316781,
      "title": "Constant sensor values are alway smallest ones",
      "comment_count": 0,
      "views": 0,
      "votes": 9
    },
    {
      "id": 316612,
      "title": "Data follow theoretical curves",
      "comment_count": 3,
      "views": 0,
      "votes": 9
    },
    {
      "id": 316329,
      "title": "Apr 2022 Challenge Progress and Breakthrough",
      "comment_count": 4,
      "views": 0,
      "votes": 12
    },
    {
      "id": 316363,
      "title": "Model construction of XGBoost/LightGBM in this competition",
      "comment_count": 3,
      "views": 0,
      "votes": 12
    },
    {
      "id": 316383,
      "title": "Target is zero when there is no change in the specific sensor.",
      "comment_count": 0,
      "views": 0,
      "votes": 14
    },
    {
      "id": 316479,
      "title": "Tabular April Folds",
      "comment_count": 2,
      "views": 0,
      "votes": 6
    },
    {
      "id": 316494,
      "title": "Local CV scoring function",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 316370,
      "title": "How to access to \"RandomForest with tsfresh\" notebook?",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 316355,
      "title": "Love the way public lb lie !!",
      "comment_count": 1,
      "views": 0,
      "votes": 9
    },
    {
      "id": 316254,
      "title": "Excellent, surprise",
      "comment_count": 2,
      "views": 0,
      "votes": 8
    }
  ],
  "errors": []
}