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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.

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Build advanced LLM pipelines to cluster text documents and explore the topics they cover
Build semantic search engines that go beyond keyword search, using methods like dense retrieval and rerankers
Explore how generative models can be used, from prompt engineering all the way to retrieval-augmented generation
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

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