Overview

In Large Language Model-Based Solutions: How to Deliver Value with Cost-Effective Generative AI Applications, Principal Data Scientist at Amazon Web Services, Shreyas Subramanian, delivers a practical guide for developers and data scientists who wish to build and deploy cost-effective large language model (LLM)-based solutions. In the book, you'll find coverage of a wide range of key topics, including how to select a model, pre- and post-processing of data, prompt engineering, and instruction fine-tuning. The author sheds light on techniques for optimizing inference, like model quantization and pruning, as well as different and affordable architectures for typical generative AI (GenAI) applications, including search systems, agent assists, and autonomous agents. You'll also find: ● Effective strategies to address the challenge of the high computational cost associated with LLMs ● Assistance with the complexities of building and deploying affordable generative AI apps, including tuning and inference techniques ● Selection criteria for choosing a model, with particular consideration given to compact, nimble, and domain-specific models

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Shreyas Subramanian is a principal data scientist at AWS, one of the largest organizations building and providing large language models for enterprise use. He is currently advising both internal Amazon teams and large enterprise customers on building, tuning, and deploying Generative AI applications at scale. Shreyas runs machine learning-focused cost optimization workshops, helping them reduce the costs of machine learning applications on the cloud. Shreyas also actively participates in cutting-edge research and development of advanced training, tuning, and deployment techniques for foundation models. Daniel Henning is a director, producer, actor, and writer. His work has been seen on HBO, CBS, NBC, ABC, FOX, MTV, Comedy Central, and on stages throughout Southern California. He won a 2017 Telly Award for ""Best Writer"" for the film version of his play The Tragedy of JFK (as Told by Wm. Shakespeare). As director and writer, his TV and film work includes MTV's Rob Dyrdek's Fantasy Factory and the film Critic's Choice. He won the NAACP Theatre Award for ""Best Director of a Musical"" for The Wild Party. He is the Founding Artistic Director of Hollywood's The Blank Theatre, winning over 200 awards for his productions, including ""Best Production,"" from LA Drama Critic Circle, LA Weekly, Ovations, NAACP, etc. Henning has been inspirational to thousands of young artists through his creation of The Blank's Young Playwrights Festival (the only professional nationwide competition for playwrights aged nine to nineteen). He directed the first play by 2016 Tony Award Winner for ""Best Play"" Stephen Karam when Stephen was seventeen and a winner in The Blank's Young Playwrights Festival. Henning has also been an acting teacher and coach and is known for his ability to spot young talent. He has given opportunities to many young actors who later went on to success in Hollywood including Tessa Thompson, Noah Wyle, Alison Brie, Molly Shannon, Academy Award winner Octavia Spencer, and Sarah Michelle Gellar. He coached Sarah Michelle Gellar on her auditions for the landmark TV series Buffy the Vampire Slayer, and they shared a close personal friendship, even traveling to Australia together with family for New Year's Eve 2000, where the paparazzi photographed Henning and Gellar dancing. For several months, Henning was rumored to be dating Gellar in the Australian fan magazines (including Big Hit Magazine), which, of course, was inaccurate as Henning was traveling with his husband, Rick Baumgartner. He is a graduate of NYU's Tisch School of the Arts, Circle in the Square Theatre School, and American Conservatory Theatre. His work for LGBTQ Equality includes creating the fiftieth Anniversary Celebration of the Black Cat Protests (the first major LGBTQ Demonstration in the US) and directing and hosting the 2017 LA City Council LGBTQ Pride Ceremony. He was recently honored by the CA State Legislature for his work in LGBTQ Equality and nurturing the future of the Arts. He has also narrated dozens of audiobooks, both nonfiction and fiction.

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