PyData Global 2024: Hands-on Multimodal AI Dev with Pixeltable
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2024-10-281 min read
PyDataTutorialPixeltable

PyData Global 2024: Hands-on Multimodal AI Dev with Pixeltable

Recap of our PyData Global 2024 tutorial on simplifying scalable AI/ML applications & multimodal development with Pixeltable's declarative workflows.

Pierre Brunelle

Pierre Brunelle

Pixeltable Team

Event Details#

Date: December 3, 2024

Time: 20:00-20:30 UTC

Track: AI/ML

Event Link: PyData Global 2024 Tutorial Session

What You'll Learn#

In this hands-on tutorial, we'll explore how Pixeltable's declarative approach transforms multimodal AI development through:

  • Efficient management of diverse data types (text, images, video)
  • Data versioning and indexing capabilities
  • Orchestration using computed columns and iterators
  • Integration with popular ML libraries

Session Highlights#

  • Practical demonstrations of data ingestion and preprocessing
  • Hands-on experience with computed columns for transformations
  • Real-world examples of video frame extraction and image processing
  • Implementation of vector indexing and similarity search
  • Custom UDF development and integration

Prerequisites#

Participants should have:

  • Basic Python programming knowledge
  • Fundamental understanding of ML concepts

View the presentation slides: Tutorial Presentation

Ready to Build?

Declarative. Multimodal. Incremental.

Focus on innovation, not infrastructure.