Large Language Models Essentials: Techniques, Tools, and Applications

LLM Learner Series
Large Language Models Essentials: Techniques, Tools, and Applications
LLM LEARNER SERIES

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Comprehensive guide to large language models (LLMs), artificial intelligence systems designed to understand and manipulate human language. It covers the history and evolution of LLMs, including key concepts like the Transformer architecture and attention mechanisms. The document then explores popular LLM models, such as GPT-3 and BERT, along with their use cases and applications in various industries, including business, finance, marketing, entertainment, and healthcare. The text further details the training process for LLMs, including data collection, preprocessing, and optimization technique

Episodes

  1. LLM Series Subscriber Audio

    JUN 18 • SUBSCRIBERS ONLY

    LLM Series Subscriber Audio

    Welcome to the LLM Learner Series — your essential guide to mastering Large Language Models (LLMs) in a rapidly evolving AI world. Whether you're a developer, researcher, data scientist, or just AI-curious, this podcast brings you bite-sized, easy-to-understand episodes that decode complex topics like prompt engineering, model alignment, generative AI ethics, architecture, fine-tuning, use cases, and more. Every week, we explore a core concept, host expert interviews, and share practical insights to help you stay ahead in the world of artificial intelligence and natural language understanding. Learn LLMs. Grow with AI. One episode at a time.

    1 min

  2. 10/18/2024

    Large Language Models Essentials: Techniques, Tools, and Applications

    Comprehensive guide to large language models (LLMs), artificial intelligence systems designed to understand and manipulate human language. It covers the history and evolution of LLMs, including key concepts like the Transformer architecture and attention mechanisms. The document then explores popular LLM models, such as GPT-3 and BERT, along with their use cases and applications in various industries, including business, finance, marketing, entertainment, and healthcare. The text further details the training process for LLMs, including data collection, preprocessing, and optimization techniques. It also addresses ethical and societal impacts, including bias mitigation, fairness, and responsible AI development. Finally, the guide provides practical implementation steps, including setting up a development environment, building and training a simple LLM, and fine-tuning pretrained models.

    11 min
  • 2 Episodes

About

Comprehensive guide to large language models (LLMs), artificial intelligence systems designed to understand and manipulate human language. It covers the history and evolution of LLMs, including key concepts like the Transformer architecture and attention mechanisms. The document then explores popular LLM models, such as GPT-3 and BERT, along with their use cases and applications in various industries, including business, finance, marketing, entertainment, and healthcare. The text further details the training process for LLMs, including data collection, preprocessing, and optimization technique

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