
LLMOps
managing large language models in production
$147.63
- Paperback
450 pages
- Release Date
31 March 2025
Summary
LLMOps: Mastering Large Language Model Operations
Learning LLMOps can help optimize the development process, ensure reproducibility, scale infrastructure, and enhance security and privacy, resulting in more efficient and effective deployment of large language models. Large language models require a significant amount of computational resources to develop, train, and fine-tune and can quickly become computationally expensive as the model size and training data increases.
LLMO…
Book Details
ISBN-13: | 9781098154202 |
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ISBN-10: | 1098154207 |
Author: | Abi Aryan |
Publisher: | O'Reilly Media |
Imprint: | O'Reilly Media |
Format: | Paperback |
Number of Pages: | 450 |
Release Date: | 31 March 2025 |
Weight: | 496g |
Dimensions: | 178mm x 233mm |
About The Author
Abi Aryan
Abi is a “recovery data scientist” and an independent consultant with over 7 years of experience in the industry. She uses ML research and adapts it to solve real-world engineering challenges for a wide range of companies, including e-commerce, insurance, and media & entertainment. Her responsibilities include machine learning infrastructure design and model development, integration, and deployment at scale for data analysis, computer vision, and natural language processing. Prior to consulting, Abi was a visiting research scholar at UCLA working at the Cognitive Sciences Lab with Dr. Judea Pearl on developing intelligent agents. She has authored research papers in AutoML and Reinforcement Learning (latter accepted for poster presentation at AAAI 2020) and served as invited reviewer, area-chair and co-chair on multiple conferences including AABI 2023, PyData NYC ‘22, ACL ‘21, NeurIPS ‘18, PyData LA ‘18. She is also an author for an MLOps Course with Educative, Inc, teaching ML in Production to data scientists and software engineers covering fundamentals of data engineering, model packaging, distribution, monitoring, orchestration & observability. Abi has also taught Python and Machine Learning at several meetups for five years as Director for Women Who Code Los Angeles.
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