Large Language Model (LLM) Talk

Model/Knowledge Distillation


Listen Later

Model/Knowledge distillation is a technique to transfer knowledge from a cumbersome model, like a large neural network or an ensemble of models, to a smaller, more efficient model. The smaller model is trained using "soft targets," which are the class probabilities produced by the larger model, rather than the usual "hard targets" of correct class labels. These soft targets contain more information, including how the cumbersome model generalizes and the similarity structure of the data. A temperature parameter is used to soften the probability distributions, making the information more accessible for the smaller model to learn. This process improves the smaller model's generalization ability and efficiency. Distillation allows the smaller model to achieve performance comparable to the larger model with less computation.

...more
View all episodesView all episodes
Download on the App Store

Large Language Model (LLM) TalkBy AI-Talk

  • 5
  • 5
  • 5
  • 5
  • 5

5

2 ratings


More shows like Large Language Model (LLM) Talk

View all
Software Engineering Radio - the podcast for professional software developers by se-radio@computer.org

Software Engineering Radio - the podcast for professional software developers

272 Listeners

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence) by Sam Charrington

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

441 Listeners

Super Data Science: ML & AI Podcast with Jon Krohn by Jon Krohn

Super Data Science: ML & AI Podcast with Jon Krohn

298 Listeners

NVIDIA AI Podcast by NVIDIA

NVIDIA AI Podcast

331 Listeners

Y Combinator Startup Podcast by Y Combinator

Y Combinator Startup Podcast

217 Listeners

AI Today Podcast by AI & Data Today

AI Today Podcast

156 Listeners

Practical AI by Practical AI LLC

Practical AI

192 Listeners

All-In with Chamath, Jason, Sacks & Friedberg by All-In Podcast, LLC

All-In with Chamath, Jason, Sacks & Friedberg

9,170 Listeners

Dwarkesh Podcast by Dwarkesh Patel

Dwarkesh Podcast

409 Listeners

No Priors: Artificial Intelligence | Technology | Startups by Conviction

No Priors: Artificial Intelligence | Technology | Startups

121 Listeners

Latent Space: The AI Engineer Podcast by swyx + Alessio

Latent Space: The AI Engineer Podcast

75 Listeners

The AI Daily Brief (Formerly The AI Breakdown): Artificial Intelligence News and Analysis by Nathaniel Whittemore

The AI Daily Brief (Formerly The AI Breakdown): Artificial Intelligence News and Analysis

479 Listeners

Everyday AI Podcast – An AI and ChatGPT Podcast by Everyday AI

Everyday AI Podcast – An AI and ChatGPT Podcast

94 Listeners

AI + a16z by a16z

AI + a16z

31 Listeners

Training Data by Sequoia Capital

Training Data

43 Listeners