Large Language Models Ops for Finance
Large Language Models Ops for Finance, Apress
A Practical Guide to Infrastructure, Implementation, and Innovation
Von Brindha Priyadarshini Jeyaraman, im heise shop in digitaler Fassung erhältlich
A Practical Guide to Infrastructure, Implementation, and Innovation
Von Brindha Priyadarshini Jeyaraman, im heise shop in digitaler Fassung erhältlich
Produktinformationen "Large Language Models Ops for Finance"
Explore emerging technologies and the evolving role of AI in finance. Geared
toward finance professionals, this book will equip you with the knowledge and
tools to harness the power of Large Language Models (LLMs), ensuring you stay
ahead in an increasingly AI-driven industry.
Highlighting the benefits and challenges of LLMs in financial contexts, the book
starts with the necessary infrastructure setup, covering both hardware and
software requirements. It offers a balanced discussion on cloud versus
on-premises solutions, enabling you to make informed decisions based on their
specific needs. Training and fine-tuning LLMs are critical components of
effective deployment, and this book offers best practices, from data preparation
to advanced fine-tuning techniques. It also delves into deployment strategies,
with practical advice on building deployment pipelines, monitoring performance,
and optimizing operations.
Ensuring data privacy and security is paramount in finance, so you’ll take a
close look at maintaining compliance with regulations while safeguarding
sensitive information. You’ll also examine the integration of LLMs into existing
financial systems, with real-world case studies and strategies for API
development and real-time data processing. Monitoring and maintenance are
crucial for long-term success, and the book outlines how to manage performance
metrics, handle model drift, and ensure regular updates. Large Language Models
Ops for Finance is your essential guide to discovering the transformative
potential of LLMs in the finance industry.
What You Will Learn
● Review LLMs and their applications in finance.
● Set up the infrastructure for training and deploying LLMs.
● Apply best practices for fine-tuning and maintaining LLMs.
● Employ techniques for integrating LLMs into existing financial systems
Who This Book Is For
AI and ML engineers, data scientists, and finance professionals interested in
implementing and managing large language models within the finance industry.
Chapter 1: Introduction to Large Language Models in Finance.- Chapter 2:
Infrastructure Setup for LLMs.- Chapter 3: Training and Fine-Tuning LLMs.-
Chapter 4: Deployment Strategies for LLMs.- Chapter 5: Ensuring Data Privacy and
Security.- Chapter 6: Integrating LLMs into Financial Systems.- Chapter 7:
Monitoring and Maintenance of LLMs.- Chapter 8: Future Trends in LLM Ops for
Finance.
Artikel-Details
- Anbieter:
- Apress
- Autor:
- Brindha Priyadarshini Jeyaraman
- Artikelnummer:
- 9798868817007
- Veröffentlicht:
- 15.10.25
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