{
  "id": 300077,
  "title": "TensorFlow Lite to prevent timeout of TF models",
  "url": "/competitions/g-research-crypto-forecasting/discussion/300077",
  "author_name": "Lu Chung I",
  "post_date": "2022-01-11T01:38:21.365000",
  "votes": 4,
  "comment_count": 0,
  "views": 0,
  "content": "<p>For those having timeout issue when trying to submit predictions using an ensemble of TF models, have a look at this article which contains code to convert a Keras model to a TFLite model. It significantly reduces the computation time and allows you to build a bigger ensemble for prediction.</p>\n<p><a href=\"https://micwurm.medium.com/using-tensorflow-lite-to-speed-up-predictions-a3954886eb98\" target=\"_blank\">https://micwurm.medium.com/using-tensorflow-lite-to-speed-up-predictions-a3954886eb98</a></p>",
  "messages": [
    {
      "id": 1645523,
      "postDate": "2022-01-11T01:38:21.367Z",
      "content": "<p>For those having timeout issue when trying to submit predictions using an ensemble of TF models, have a look at this article which contains code to convert a Keras model to a TFLite model. It significantly reduces the computation time and allows you to build a bigger ensemble for prediction.</p>\n<p><a href=\"https://micwurm.medium.com/using-tensorflow-lite-to-speed-up-predictions-a3954886eb98\" target=\"_blank\">https://micwurm.medium.com/using-tensorflow-lite-to-speed-up-predictions-a3954886eb98</a></p>",
      "rawMarkdown": "For those having timeout issue when trying to submit predictions using an ensemble of TF models, have a look at this article which contains code to convert a Keras model to a TFLite model. It significantly reduces the computation time and allows you to build a bigger ensemble for prediction.\n\nhttps://micwurm.medium.com/using-tensorflow-lite-to-speed-up-predictions-a3954886eb98",
      "votes": 4
    }
  ],
  "comments": [],
  "raw_markdown_by_id": {
    "1645523": "For those having timeout issue when trying to submit predictions using an ensemble of TF models, have a look at this article which contains code to convert a Keras model to a TFLite model. It significantly reduces the computation time and allows you to build a bigger ensemble for prediction.\n\nhttps://micwurm.medium.com/using-tensorflow-lite-to-speed-up-predictions-a3954886eb98"
  }
}