{
  "id": 409454,
  "title": "Onboarding Materials ",
  "url": "/competitions/google-research-identify-contrails-reduce-global-warming/discussion/409454",
  "author_name": "Anshuman Mishra",
  "post_date": "2023-05-11T05:20:08.255000",
  "votes": 15,
  "comment_count": 2,
  "views": 0,
  "content": "<p>Hello all,</p>\n<p>Wishing you all the best for the competition, hope that the below general information will be useful to get started.</p>\n<h2>1 Handling Large Numpy (.npy) Datasets in TensorFlow</h2>\n<p>a. <a href=\"https://www.tensorflow.org/datasets/performances\" target=\"_blank\">https://www.tensorflow.org/datasets/performances</a><br>\nb. <a href=\"https://www.tensorflow.org/tutorials/load_data/numpy\" target=\"_blank\">https://www.tensorflow.org/tutorials/load_data/numpy</a><br>\nc. <a href=\"https://stackoverflow.com/questions/69993988/using-datasets-from-large-numpy-arrays-in-tensorflow\" target=\"_blank\">https://stackoverflow.com/questions/69993988/using-datasets-from-large-numpy-arrays-in-tensorflow</a><br>\nd. <a href=\"https://www.kaggle.com/competitions/google-research-identify-contrails-reduce-global-warming/discussion/409437\" target=\"_blank\">https://www.kaggle.com/competitions/google-research-identify-contrails-reduce-global-warming/discussion/409437</a><br>\ne. <a href=\"https://www.tensorflow.org/datasets/performances\" target=\"_blank\">https://www.tensorflow.org/datasets/performances</a><br>\nf. <a href=\"https://www.tensorflow.org/tutorials/load_data/tfrecord\" target=\"_blank\">https://www.tensorflow.org/tutorials/load_data/tfrecord</a></p>\n<h2>2 Easy to Use Object Detection Backbones</h2>\n<p>a. <a href=\"https://keras.io/guides/keras_cv/object_detection_keras_cv/\" target=\"_blank\">https://keras.io/guides/keras_cv/object_detection_keras_cv/</a><br>\nb. <a href=\"https://keras.io/guides/keras_cv/retina_net_overview/\" target=\"_blank\">https://keras.io/guides/keras_cv/retina_net_overview/</a></p>\n<p>Best regards and happy learning!</p>",
  "messages": [
    {
      "id": 2254585,
      "postDate": "2023-05-11T05:20:08.257Z",
      "content": "<p>Hello all,</p>\n<p>Wishing you all the best for the competition, hope that the below general information will be useful to get started.</p>\n<h2>1 Handling Large Numpy (.npy) Datasets in TensorFlow</h2>\n<p>a. <a href=\"https://www.tensorflow.org/datasets/performances\" target=\"_blank\">https://www.tensorflow.org/datasets/performances</a><br>\nb. <a href=\"https://www.tensorflow.org/tutorials/load_data/numpy\" target=\"_blank\">https://www.tensorflow.org/tutorials/load_data/numpy</a><br>\nc. <a href=\"https://stackoverflow.com/questions/69993988/using-datasets-from-large-numpy-arrays-in-tensorflow\" target=\"_blank\">https://stackoverflow.com/questions/69993988/using-datasets-from-large-numpy-arrays-in-tensorflow</a><br>\nd. <a href=\"https://www.kaggle.com/competitions/google-research-identify-contrails-reduce-global-warming/discussion/409437\" target=\"_blank\">https://www.kaggle.com/competitions/google-research-identify-contrails-reduce-global-warming/discussion/409437</a><br>\ne. <a href=\"https://www.tensorflow.org/datasets/performances\" target=\"_blank\">https://www.tensorflow.org/datasets/performances</a><br>\nf. <a href=\"https://www.tensorflow.org/tutorials/load_data/tfrecord\" target=\"_blank\">https://www.tensorflow.org/tutorials/load_data/tfrecord</a></p>\n<h2>2 Easy to Use Object Detection Backbones</h2>\n<p>a. <a href=\"https://keras.io/guides/keras_cv/object_detection_keras_cv/\" target=\"_blank\">https://keras.io/guides/keras_cv/object_detection_keras_cv/</a><br>\nb. <a href=\"https://keras.io/guides/keras_cv/retina_net_overview/\" target=\"_blank\">https://keras.io/guides/keras_cv/retina_net_overview/</a></p>\n<p>Best regards and happy learning!</p>",
      "rawMarkdown": "Hello all,\n\nWishing you all the best for the competition, hope that the below general information will be useful to get started.\n\n## 1 Handling Large Numpy (.npy) Datasets in TensorFlow\n\na. https://www.tensorflow.org/datasets/performances\nb. https://www.tensorflow.org/tutorials/load_data/numpy\nc. https://stackoverflow.com/questions/69993988/using-datasets-from-large-numpy-arrays-in-tensorflow\nd. https://www.kaggle.com/competitions/google-research-identify-contrails-reduce-global-warming/discussion/409437\ne. https://www.tensorflow.org/datasets/performances\nf. https://www.tensorflow.org/tutorials/load_data/tfrecord\n\n## 2 Easy to Use Object Detection Backbones\n\na. https://keras.io/guides/keras_cv/object_detection_keras_cv/\nb. https://keras.io/guides/keras_cv/retina_net_overview/\n\nBest regards and happy learning!",
      "votes": 14
    },
    {
      "id": 2255169,
      "postDate": "2023-05-11T14:50:18.700Z",
      "content": "<p>thank you for the guidance!</p>",
      "rawMarkdown": "thank you for the guidance!",
      "replies": [
        {
          "id": 2255766,
          "postDate": "2023-05-12T01:33:31.893Z",
          "content": "<p>I hope these will be helpful, good luck !</p>",
          "rawMarkdown": "I hope these will be helpful, good luck !"
        }
      ]
    }
  ],
  "comments": [
    {
      "id": 2255169,
      "author_name": "Arun Munagala",
      "author_url": "",
      "post_date": "2023-05-11T14:50:18.700000",
      "content": "<p>thank you for the guidance!</p>",
      "votes": 0,
      "replies": [
        {
          "id": 2255766,
          "author_name": "Anshuman Mishra",
          "author_url": "",
          "post_date": "2023-05-12T01:33:31.893000",
          "content": "<p>I hope these will be helpful, good luck !</p>",
          "votes": 0,
          "replies": []
        }
      ]
    }
  ],
  "raw_markdown_by_id": {
    "2254585": "Hello all,\n\nWishing you all the best for the competition, hope that the below general information will be useful to get started.\n\n## 1 Handling Large Numpy (.npy) Datasets in TensorFlow\n\na. https://www.tensorflow.org/datasets/performances\nb. https://www.tensorflow.org/tutorials/load_data/numpy\nc. https://stackoverflow.com/questions/69993988/using-datasets-from-large-numpy-arrays-in-tensorflow\nd. https://www.kaggle.com/competitions/google-research-identify-contrails-reduce-global-warming/discussion/409437\ne. https://www.tensorflow.org/datasets/performances\nf. https://www.tensorflow.org/tutorials/load_data/tfrecord\n\n## 2 Easy to Use Object Detection Backbones\n\na. https://keras.io/guides/keras_cv/object_detection_keras_cv/\nb. https://keras.io/guides/keras_cv/retina_net_overview/\n\nBest regards and happy learning!",
    "2255169": "thank you for the guidance!"
  }
}