• How to Build Generative AI LLM Models: A Comprehensive Guide to Design, Train, and Deploy Advanced L

  • By: Anand V
  • Podcast

How to Build Generative AI LLM Models: A Comprehensive Guide to Design, Train, and Deploy Advanced L

By: Anand V
Listen for free

  • Summary

  • An introduction to generative AI and LLMs, outlining their history, applications, and key concepts like tokens, embeddings, and attention mechanisms. The guide then delves into the mathematical and statistical foundations of LLMs, covering essential topics such as probability theory, linear algebra, calculus, and deep learning basics. The main focus is on practical aspects of designing and training LLMs, including data collection, data preprocessing, model architectures, training techniques, evaluation metrics, and fine-tuning. The text further explores deploying LLMs in production environment
    Anand V
    Show More Show Less
Show More Show Less
Episodes
  • How to Build Generative AI LLM Models: A Comprehensive Guide to Design, Train, and Deploy Advanced Language Models

    How to Build Generative AI LLM Models: A Comprehensive Guide to Design, Train, and Deploy Advanced Language Models
    Nov 2 2024

    An introduction to generative AI and LLMs, outlining their history, applications, and key concepts like tokens, embeddings, and attention mechanisms. The guide then delves into the mathematical and statistical foundations of LLMs, covering essential topics such as probability theory, linear algebra, calculus, and deep learning basics. The main focus is on practical aspects of designing and training LLMs, including data collection, data preprocessing, model architectures, training techniques, evaluation metrics, and fine-tuning. The text further explores deploying LLMs in production environments, emphasizing model serving, API development, scalability, monitoring, and maintenance. Finally, it discusses ethical considerations like bias mitigation and regulatory compliance, along with advanced techniques like zero-shot learning, continual learning, and future directions for the field.

    Show More Show Less
    48 mins

What listeners say about How to Build Generative AI LLM Models: A Comprehensive Guide to Design, Train, and Deploy Advanced L

Average Customer Ratings

Reviews - Please select the tabs below to change the source of reviews.

Audible.com.au reviews

Amazon Reviews
No Reviews are Available
In the spirit of reconciliation, Audible acknowledges the Traditional Custodians of country throughout Australia and their connections to land, sea and community. We pay our respect to their elders past and present and extend that respect to all Aboriginal and Torres Strait Islander peoples today.