Invitation to ML OpenTalk: Scaling Laws

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Tatev Vardanyan

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Feb 10, 2025, 3:50:32 AMFeb 10
to Machine Learning Reading Group Yerevan
Dear friends,

This week's reading group meeting will be held on Thursday, February 13, at YandexHall by Hrant Khachatrian on Scaling Laws. Please note registration is required.

Topics to be covered:
  • Kaplan & Chinchilla Scaling Laws: How our understanding of compute-optimal scaling has evolved.
  • Predicting Downstream Task Accuracy: Using scaling laws to estimate performance on real-world tasks.
  • Multi-Epoch Training Effects: How training beyond a single epoch modifies scaling dynamics.
  • Scaling Laws for Inference: Understanding latency, memory, and compute costs at deployment.
  • Our Experience in Molecules and Images: Applying scaling laws in domain-specific AI research.
Date: February 13, 2025
Time: 19:00-21:00, registration starts at 6:30 PM
Venue: Yandex Hall, Moskovyan 35, Yerevan
Language: English

Looking forward to seeing you there!

Regards,
Tatev
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