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Julien Simon
Julien Simon

Posted on • Originally published at julsimon.Medium on

Analyzing SEC filings with Transformers for fun and profit

In this video, I show you how to:

  • easily download SEC filings with a bespoke AWS SDK,
  • process and break down filings into individual text sections,
  • extract insights using Hugging Face models for sentiment analysis, emotion detection, and summarization.

⭐️⭐️⭐️ Don’t forget to subscribe to be notified of future videos ⭐️⭐️⭐️

Blog post: https://aws.amazon.com/blogs/machine-learning/create-a-dashboard-with-sec-text-for-financial-nlp-in-amazon-sagemaker-jumpstart/

SDK: https://github.com/aws/sagemaker-jumpstart-industry-pack

Notebooks: https://gitlab.com/juliensimon/huggingface-demos/-/tree/main/sec-filings

New to Transformers? Check out the Hugging Face course at https://huggingface.co/course

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