DEV Community

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

Do your career a big favor. Join DEV. (The website you're on right now)

It takes one minute, it's free, and is worth it for your career.

Get started

Community matters

Top comments (0)

Billboard image

The Next Generation Developer Platform

Coherence is the first Platform-as-a-Service you can control. Unlike "black-box" platforms that are opinionated about the infra you can deploy, Coherence is powered by CNC, the open-source IaC framework, which offers limitless customization.

Learn more

👋 Kindness is contagious

Explore a sea of insights with this enlightening post, highly esteemed within the nurturing DEV Community. Coders of all stripes are invited to participate and contribute to our shared knowledge.

Expressing gratitude with a simple "thank you" can make a big impact. Leave your thanks in the comments!

On DEV, exchanging ideas smooths our way and strengthens our community bonds. Found this useful? A quick note of thanks to the author can mean a lot.

Okay