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Hands-On Large Language Models: Language Understanding and Generation

Hands-On Large Language Models: Language Understanding and Generation<div><p style="padding: 0px; margin-bottom: 14px; color: rgb(15, 17, 17); font-family: &quot;Amazon Ember&quot;, Arial, sans-serif; font-size: 14px;">AI has acquired startling new language capabilities in just the past few years. Driven by rapid advances in deep learning, language AI systems are able to write and understand text better than ever before. This trend is enabling new features, products, and entire industries. Through this book's visually educational nature, readers will learn practical tools and concepts they need to use these capabilities today.</p><p style="padding: 0px; margin-top: -4px; margin-bottom: 14px; color: rgb(15, 17, 17); font-family: &quot;Amazon Ember&quot;, Arial, sans-serif; font-size: 14px;">You'll understand how to use pretrained large language models for use cases like copywriting and summarization; create semantic search systems that go beyond keyword matching; and use existing libraries and pretrained models for text classification, search, and clusterings.</p><p style="padding: 0px; margin-top: -4px; margin-bottom: 14px; color: rgb(15, 17, 17); font-family: &quot;Amazon Ember&quot;, Arial, sans-serif; font-size: 14px;">This book also helps you:</p><ul class="a-unordered-list a-vertical" style="margin-bottom: 0px; margin-left: 18px; color: rgb(15, 17, 17); font-family: &quot;Amazon Ember&quot;, Arial, sans-serif; font-size: 14px;"><li style="list-style: disc; overflow-wrap: break-word; margin: 0px;"><span class="a-list-item">Understand the architecture of Transformer language models that excel at text generation and representation;</span></li><li style="list-style: disc; overflow-wrap: break-word; margin: 0px;"><span class="a-list-item">Build advanced LLM pipelines to cluster text documents and explore the topics they cover;</span></li><li style="list-style: disc; overflow-wrap: break-word; margin: 0px;"><span class="a-list-item">Build semantic search engines that go beyond keyword search, using methods like dense retrieval and rerankers;</span></li><li style="list-style: disc; overflow-wrap: break-word; margin: 0px;"><span class="a-list-item">Explore how generative models can be used, from prompt engineering all the way to retrieval-augmented generation; and</span></li><li style="list-style: disc; overflow-wrap: break-word; margin: 0px;"><span class="a-list-item">Gain a deeper understanding of how to train LLMs and optimize them for specific applications using generative model fine-tuning, contrastive fine-tuning, and in-context learning.</span></li></ul></div>

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