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Building Large Language Models for Production: Enterprise Generative AI

Building Large Language Models for Production: Enterprise Generative AI

Di: Anand V
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 Provides a comprehensive guide to understanding, building, and deploying large language models (LLMs) in enterprise settings. It covers fundamental concepts in natural language processing (NLP), common LLM architectures like BERT, GPT, and T5, data collection and preparation techniques, model training, and fine-tuning methods. The text further explores crucial production aspects, including infrastructure optimization, security, compliance, and continuous monitoring.Anand V
Episodi
  • Building Large Language Models for Production: Enterprise Generative AI

    Building Large Language Models for Production: Enterprise Generative AI
    Nov 4 2024

    Provides a comprehensive guide to understanding, building, and deploying large language models (LLMs) in enterprise settings. It covers fundamental concepts in natural language processing (NLP), common LLM architectures like BERT, GPT, and T5, data collection and preparation techniques, model training, and fine-tuning methods. The text further explores crucial production aspects, including infrastructure optimization, security, compliance, and continuous monitoring. It also examines ethical considerations, showcases real-world applications of LLMs across industries, and delves into emerging trends and challenges in the field.

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    34 min
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