Open Daily: 10am - 10pm | Alley door pickup 10am - 7pm 3038 Hennepin Ave Minneapolis, MN
612-822-4611

  • Open Daily: 10am - 10pm
    Alley-side Pickup: 10am - 7pm

    3038 Hennepin Ave Minneapolis, MN
    612-822-4611

Open Daily: 10am - 10pm | Alley-side Pickup: 10am - 7pm
3038 Hennepin Ave Minneapolis, MN
612-822-4611
Interpreting Large Language Models: A Guide to Explainable AI Techniques for Transformers

Interpreting Large Language Models: A Guide to Explainable AI Techniques for Transformers

Royce, Taylor

Paperback

Series: Books on Tech, Book 75

General Computers

ISBN13: 9798280298705
Publisher: Independently Published
Published: Apr 17 2025
Pages: 138
Weight: 0.43
Height: 0.30 Width: 6.00 Depth: 9.00
Language: English
It's more important than ever to understand how powerful AI systems think in a world where these systems are becoming more and more prevalent. Interpreting Large Language Models is your go-to resource for comprehending the black box that drives contemporary AI, from ChatGPT to BERT and beyond.

Whether you're a technical leader, data scientist, machine learning engineer, or just interested in the inner workings of language models, this book demystifies transformers' inner workings and demonstrates how to confidently interpret, display, and audit their judgments.

You will learn how to:

  • Decode attention maps to see what the model is focusing on
  • Use saliency, gradients, and attribution tools like SHAP and LIME to trace the origins of AI decisions
  • Through practical examples, visual walkthroughs, and hands-on techniques#Investigate embedding spaces with UMAP and t-SNE to find biases and hidden patterns.
  • Recognize delusions and unfair results-and create more moral, comprehensible systems
  • Explainability strategies designed for practical applications can help you get ready for audits, compliance, and regulatory scrutiny.

Also from

Royce, Taylor

View All

Also in

General Computers

View All