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Starts 8 June 2025 14:44

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Partially Shared Multi-Modal Embedding Learns Holistic Representation of Cell State - Day 1

Discover insights into partially shared multi-modal embedding techniques for holistic cell state representation in this talk by Xinyi Zhang from MIT's Uhler Lab.
Broad Institute via YouTube

Broad Institute

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Overview

Discover insights into partially shared multi-modal embedding techniques for holistic cell state representation in this talk by Xinyi Zhang from MIT's Uhler Lab.

Syllabus

  • Introduction to Multi-Modal Embedding
  • Definition and significance in AI and biology
    Overview of cell state representation
  • Partially Shared Embedding Techniques
  • Fundamentals of embedding methods
    Differentiating shared vs. partially shared embeddings
  • Holistic Representation of Cell State
  • Importance of multi-modal approaches in cell biology
    Case studies and real-world applications
  • Insights from Uhler Lab Research
  • Overview of current research projects
    Breakthroughs and challenges in the field
  • Technical Deep Dive
  • Mathematical models behind multi-modal embeddings
    Algorithms and computational methods
  • Applications and Implications
  • Practical uses in biomedical research
    Future directions and potential innovations
  • Q&A Session
  • Open floor for questions from participants
    Discussion on emerging trends and technologies

Subjects

Data Science