Build a Large Language Model (From Scratch) By Sebastian Raschka

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Some of my greatest passions are Data Science and machine learning I enjoy everything that involves working with data The discovery of interesting patterns and coming up with insightful conclusions using techniques from the fields of data mining and machine learning for predictive modeling. Build a large language model pdf I am a big advocate of working in teams and the concept of open source In my opinion it is a positive feedback loop Sharing ideas and tools that are useful to others and getting constructive feedback that helps us learn A little bit about myself Currently I am sharpening my analytical skills as a PhD candidate at Michigan State University where I am currently working on a highly efficient virtual screening software for computer aided drug Some of my greatest passions are Data Science and machine learning I enjoy everything that involves working with data The discovery of interesting patterns and coming up with insightful conclusions using techniques from the fields of data mining and machine learning for predictive modeling. Build a Large Language Model nonfiction reading I am a big advocate of working in teams and the concept of open source In my opinion it is a positive feedback loop Sharing ideas and tools that are useful to others and getting constructive feedback that helps us learn A little bit about myself Currently I am sharpening my analytical skills as a PhD candidate at Michigan State University where I am currently working on a highly efficient virtual screening software for computer aided drug discovery and a novel approach to protein ligand docking among other projects Basically it is about the screening of a database of millions of 3 dimensional structures of chemical compounds in order to identifiy the ones that could potentially bind to specific protein receptors in order to trigger a biological response. Build a Large Language Model bookkeeping In my free time I am also really fond of sports Either playing soccer or tennis in the open air or building models for predictions I always enjoy creative discussions and I am happy to connect with people Please feel free to contact me by email or in one of those many other networks site_link Learn how to create train and tweak large language models LLMs by building one from the ground up In Build a Large Language Model from Scratch you ll discover how LLMs work from the inside out In this insightful book bestselling author Sebastian Raschka guides you step by step through creating your own LLM explaining each stage with clear text diagrams and examples You ll go from the initial design and creation to pretraining on a general corpus all the way to finetuning for specific tasks Build a Large Language Model from Scratch teaches you how to Plan and code all the parts of an LLM Prepare a dataset suitable for LLM training Finetune LLMs for text classification and with your own data Use human feedback to ensure your LLM follows instructions Load pretrained weights into an LLM The large language models LLMs that power cutting edge AI tools like ChatGPT Bard and Copilot seem like a miracle but they re not magic This book demystifies LLMs by helping you build your own from scratch You ll get a unique and valuable insight into how LLMs work learn how to evaluate their quality and pick up concrete techniques to finetune and improve them The process you use to train and develop your own small but functional model in this book follows the same steps used to deliver huge scale foundation models like GPT 4 Your small scale LLM can be developed on an ordinary laptop and you ll be able to use it as your own personal assistant. Build a Large Language Model science museum about the book Build a Large Language Model from Scratch is a one of a kind guide to building your own working LLM In it machine learning expert and author Sebastian Raschka reveals how LLMs work under the hood tearing the lid off the Generative AI black box The book is filled with practical insights into constructing LLMs including building a data loading pipeline assembling their internal building blocks and finetuning techniques As you go you ll gradually turn your base model into a text classifier tool and a chatbot that follows your conversational instructions Build a Large Language Model From Scratch

Build a Large Language Model (From Scratch) By Sebastian Raschka
1633437167
9781633437166
English
400
Paperback
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