Working with Embeddings: An Introductory Workshop with Applications on Semantic Search

28th January 2025 | 10:00 - 13:00 CEST | offline @ HPI (Room TBD)

Summary

In this hands-on workshop series, we will look at different paradigms for creating embeddings. We will explore their applications and other considerations, especially with regard to building our own semantic search engine.

We will put what we learn into practice by continuously testing the developed embeddings in the context of semantic search and evaluating their effectiveness in retrieving relevant information.

All you need to bring to this workshop are Python skills and your own laptop.

More details about the workshop will follow. Further dates for this workshop series:

  • February 11, 2025, 10 AM–1 PM: Working with Embeddings II: Statistical Models (BoW and TF-IDF)
    
  • March 11, 2025, 10 AM–1 PM: Working with Embeddings III: Word2Vec Models from Scratch
    
  • April 8, 2025, 10 AM–1 PM: Working with Embeddings IV: GloVe and Other Static Embedding Models
    
  • May 13, 2025, 10 AM–1 PM: Working with Embeddings V: Contextualized Embeddings with BERT and Sentence Transformers
    
  • June 10, 2025, 10 AM–1 PM: Working with Embeddings VI: Vector Databases
    

Important Information Photographs, sound recordings and films will be made during the event. By participating, you agree that photos, audio and film recordings in which you can be recognized may be published as part of the public relations work of the AI Service Center Berlin-Brandenburg and the HPI.

Requirements

  • Join the AI Maker Community Slack Workspace: The communication during the session will happen through our Slack Workspace, in the #ai-maker-sessions channel: https://join.aimaker.community

Event Details

This is an offline event.

Venue

  • Location: Building H, HPI (main building)
  • Room: TBD
  • Address: Prof.-Dr.-Helmert-Straße 2-3, 14482 Potsdam
  • Directions

See also