{
  "id": 114829,
  "title": "Simple BERT explaination",
  "url": "/competitions/tensorflow2-question-answering/discussion/114829",
  "author_name": "cyberia",
  "post_date": "2019-10-29T14:37:42.081000",
  "votes": 2,
  "comment_count": 0,
  "views": 0,
  "content": "<p>Example of Bidirectionality:</p>\n\n<p>Here look at use of <code>bank</code> in two sentences. In both of the sentences it has different meaning, bidirectionally going through the sentence left to right and right to left helps in resolving the context of the word used.</p>\n\n<p><img src=\"https://s3-ap-south-1.amazonaws.com/av-blog-media/wp-content/uploads/2019/09/sent_context.png\" alt=\"\"></p>\n\n<p>After going through some BERT explanations I found this article to be the most intuitive. <a href=\"https://www.analyticsvidhya.com/blog/2019/09/demystifying-bert-groundbreaking-nlp-framework/\">https://www.analyticsvidhya.com/blog/2019/09/demystifying-bert-groundbreaking-nlp-framework/</a></p>\n\n<p>BERT as service</p>\n\n<p><img src=\"https://s3-ap-south-1.amazonaws.com/av-blog-media/wp-content/uploads/2019/09/bert_as_a_service.gif\" alt=\"\"></p>\n\n<p>1 hour long talk on BERT <a href=\"https://www.youtube.com/watch?v=BhlOGGzC0Q0\">https://www.youtube.com/watch?v=BhlOGGzC0Q0</a></p>",
  "messages": [
    {
      "id": 660747,
      "postDate": "2019-10-29T14:37:42.080Z",
      "content": "<p>Example of Bidirectionality:</p>\n\n<p>Here look at use of <code>bank</code> in two sentences. In both of the sentences it has different meaning, bidirectionally going through the sentence left to right and right to left helps in resolving the context of the word used.</p>\n\n<p><img src=\"https://s3-ap-south-1.amazonaws.com/av-blog-media/wp-content/uploads/2019/09/sent_context.png\" alt=\"\"></p>\n\n<p>After going through some BERT explanations I found this article to be the most intuitive. <a href=\"https://www.analyticsvidhya.com/blog/2019/09/demystifying-bert-groundbreaking-nlp-framework/\">https://www.analyticsvidhya.com/blog/2019/09/demystifying-bert-groundbreaking-nlp-framework/</a></p>\n\n<p>BERT as service</p>\n\n<p><img src=\"https://s3-ap-south-1.amazonaws.com/av-blog-media/wp-content/uploads/2019/09/bert_as_a_service.gif\" alt=\"\"></p>\n\n<p>1 hour long talk on BERT <a href=\"https://www.youtube.com/watch?v=BhlOGGzC0Q0\">https://www.youtube.com/watch?v=BhlOGGzC0Q0</a></p>",
      "rawMarkdown": "Example of Bidirectionality:\n\nHere look at use of `bank` in two sentences. In both of the sentences it has different meaning, bidirectionally going through the sentence left to right and right to left helps in resolving the context of the word used.\n\n\n![](https://s3-ap-south-1.amazonaws.com/av-blog-media/wp-content/uploads/2019/09/sent_context.png)\n\nAfter going through some BERT explanations I found this article to be the most intuitive. https://www.analyticsvidhya.com/blog/2019/09/demystifying-bert-groundbreaking-nlp-framework/\n\nBERT as service\n\n![](https://s3-ap-south-1.amazonaws.com/av-blog-media/wp-content/uploads/2019/09/bert_as_a_service.gif)\n\n1 hour long talk on BERT https://www.youtube.com/watch?v=BhlOGGzC0Q0",
      "votes": 2
    }
  ],
  "comments": [],
  "raw_markdown_by_id": {
    "660747": "Example of Bidirectionality:\n\nHere look at use of `bank` in two sentences. In both of the sentences it has different meaning, bidirectionally going through the sentence left to right and right to left helps in resolving the context of the word used.\n\n\n![](https://s3-ap-south-1.amazonaws.com/av-blog-media/wp-content/uploads/2019/09/sent_context.png)\n\nAfter going through some BERT explanations I found this article to be the most intuitive. https://www.analyticsvidhya.com/blog/2019/09/demystifying-bert-groundbreaking-nlp-framework/\n\nBERT as service\n\n![](https://s3-ap-south-1.amazonaws.com/av-blog-media/wp-content/uploads/2019/09/bert_as_a_service.gif)\n\n1 hour long talk on BERT https://www.youtube.com/watch?v=BhlOGGzC0Q0"
  }
}