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Large Language Models and AI: Challenges and Innovations
Hardcover
ISBN13: 9781032910932
Publisher: Auerbach Publications
Published: Apr 22 2027
Pages: 408
Language: English
Large Language Models (LLMs) represent a fundamental shift in how we interact with information, reasoning, and automation. Their importance lies in their ability to understand, generate, and reason about natural language at scale, democratizing access to complex analytical capabilities that were previously limited to specialized experts. Large Language Models and AI: Challenges and Innovations explores the evolution of LLMs, from Recurrent Neural Networks (RNNs) to Transformers, detailing data collection, pre-processing, and practical applications like prompt engineering and deployment frameworks. The book:
- Explains methods for engineering and fine-tuning large language models
- Considers ethical implications of intelligent natural language applications
- Explores multimodal language models
Highlighting LLMs' importance across such sectors, including law, education, healthcare, and finance, the book addresses such challenges as computational difficulties, bias mitigation, and ethical concerns. It concludes with forward-looking discussions of LLMs evolving into multimodal models and expanding AI capabilities beyond text.
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