# BeautifulSoup Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/beautifulsoup
> Markdown URL: https://aitinkerers.org/technologies/beautifulsoup.md
> Technology record last updated: 2026-02-26T23:27:47Z
> Generated: 2026-08-25T05:38:03Z

Beautiful Soup (BS4) is the Python library for parsing HTML and XML documents, simplifying data extraction from web pages.

Beautiful Soup 4 (BS4) is a robust Python package designed to extract data from web documents, even those with poor formatting (tag soup). It works with your preferred parser (like `lxml` or `html.parser`) to transform the complex markup into a navigable tree of Python objects. This structured approach allows developers to use Pythonic idioms for searching and navigating: employ methods like `find_all()` or CSS selectors with `.select()` to quickly locate specific tags, attributes, or text content, drastically reducing web scraping development time.

- Official technology site: https://www.crummy.com/software/BeautifulSoup/bs4/doc/
- Public AI Tinkerers demos and talks: 2
- Result page: 1 of 1

## Recent Public Talks and Demos

### [Predicting the Future of Finantial Markets with Machine Learning and Deep Learning](https://bogota.aitinkerers.org/talks/rsvp__7RmrTO-ahY)

In this presentation, I will dissect the methodology and implementation behind the models used in my two recent papers: • https://doi.org/10.48550/arXiv.2410.21291 • https://doi.org/10.1016/j.dajour.2025.100633 I will walk through the key challenges encountered—ranging from large-scale data acquisition and preprocessing to designing a robust windowed forecasting architecture for forward predictions. Finally, I will present the empirical results and discuss the broader implications of using AI models, such as LSTMs, to generate predictions of the future with a degree of certainty, and how it would impact the future of humanity.

- Event context: AI Tinkerers Bogotá - Nov 2025 — 2025-11-27 — Bogotá
- Public talk page: https://bogota.aitinkerers.org/talks/rsvp__7RmrTO-ahY

### [Scraping con IA: la Línea Invisible entre el Lead y la Víctima](https://bogota.aitinkerers.org/talks/rsvp_mKGDfZDjrsM)

Demostraremos diferentes técnicas de marketing para la recolección de leads de calidad y como con pequeños cambios estas mismas técnicas pueden ser utilizados por delincuentes para perfilar víctimas. Como debemos estar preparados porque es algo que va a ocurrir o ya está ocurriendo.

- Event context: AI Tinkerers Bogotá - Halloween Edition! — 2025-10-31 — Bogotá
- Public talk page: https://bogota.aitinkerers.org/talks/rsvp_mKGDfZDjrsM

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