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Designing Large Language Model Applications: A Holistic Approach to LLMs
Manage episode 501895805 series 3683458
CyberSecurity Summary에서 제공하는 콘텐츠입니다. 에피소드, 그래픽, 팟캐스트 설명을 포함한 모든 팟캐스트 콘텐츠는 CyberSecurity Summary 또는 해당 팟캐스트 플랫폼 파트너가 직접 업로드하고 제공합니다. 누군가가 귀하의 허락 없이 귀하의 저작물을 사용하고 있다고 생각되는 경우 여기에 설명된 절차를 따르실 수 있습니다 https://ko.player.fm/legal.
A comprehensive overview of designing large language model applications, praised for its synthesis of advanced AI methods and practical applications. It explores fundamental concepts like prompting, fine-tuning, and reasoning, emphasizing how LLMs behave in practice through hands-on exercises and numerous research paper references. The text examines the ingredients of LLMs, including pre-training data, vocabulary, and tokenization, and details their architecture and learning objectives. It further investigates advanced techniques for fine-tuning, mitigating hallucinations, improving reasoning, and optimizing LLM inference, while also covering interfacing LLMs with external tools and the retrieval-augmented generation (RAG) pipeline. The book concludes by discussing LLM application paradigms, aiming to equip readers with the intuition and tools for building production-grade LLM solutions.
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https://www.amazon.com/Designing-Large-Language-Model-Applications/dp/1098150503?&linkCode=ll1&tag=cvthunderx-20&linkId=f35a8451c3f08e12beb4f3b1b1ea9bcc&language=en_US&ref_=as_li_ss_tl
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You can listen and download our episodes for free on more than 10 different platforms:
https://linktr.ee/cyber_security_summary
Get the Book now from Amazon:
https://www.amazon.com/Designing-Large-Language-Model-Applications/dp/1098150503?&linkCode=ll1&tag=cvthunderx-20&linkId=f35a8451c3f08e12beb4f3b1b1ea9bcc&language=en_US&ref_=as_li_ss_tl
1000 에피소드
공유
