{"product_id":"mastering-nlp-from-foundations-to-llms-apply-advanced-rule-based-techniques-to-llms-and-solve-real-world-business-problems-using-python-9781804619186","title":"Mastering NLP from Foundations to LLMs: Apply advanced rule-based techniques to LLMs and solve real-world business problems using Python","description":"\u003cp\u003e\u003cstrong\u003eEnhance your NLP proficiency with modern frameworks like LangChain, explore mathematical foundations and code samples, and gain expert insights into current and future trends \u003c\/strong\u003e\u003c\/p\u003eKey Features\u003cul\u003e\n\u003cli\u003eLearn how to build Python-driven solutions with a focus on NLP, LLMs, RAGs, and GPT\u003c\/li\u003e\n\u003cli\u003eMaster embedding techniques and machine learning principles for real-world applications\u003c\/li\u003e\n\u003cli\u003eUnderstand the mathematical foundations of NLP and deep learning designs\u003c\/li\u003e\n\u003cli\u003ePurchase of the print or Kindle book includes a free PDF eBook\u003c\/li\u003e\n\u003c\/ul\u003eBook Description\u003cp\u003eDo you want to master Natural Language Processing (NLP) but don't know where to begin? This book will give you the right head start. Written by leaders in machine learning and NLP, Mastering NLP from Foundations to LLMs provides an in-depth introduction to techniques. Starting with the mathematical foundations of machine learning (ML), you'll gradually progress to advanced NLP applications such as large language models (LLMs) and AI applications. You'll get to grips with linear algebra, optimization, probability, and statistics, which are essential for understanding and implementing machine learning and NLP algorithms. You'll also explore general machine learning techniques and find out how they relate to NLP. Next, you'll learn how to preprocess text data, explore methods for cleaning and preparing text for analysis, and understand how to do text classification. You'll get all of this and more along with complete Python code samples.\u003c\/p\u003e\u003cp\u003eBy the end of the book, the advanced topics of LLMs' theory, design, and applications will be discussed along with the future trends in NLP, which will feature expert opinions. You'll also get to strengthen your practical skills by working on sample real-world NLP business problems and solutions.\u003c\/p\u003eWhat you will learn\u003cul\u003e\n\u003cli\u003eMaster the mathematical foundations of machine learning and NLP Implement advanced techniques for preprocessing text data and analysis Design ML-NLP systems in Python\u003c\/li\u003e\n\u003cli\u003eModel and classify text using traditional machine learning and deep learning methods\u003c\/li\u003e\n\u003cli\u003eUnderstand the theory and design of LLMs and their implementation for various applications in AI\u003c\/li\u003e\n\u003cli\u003eExplore NLP insights, trends, and expert opinions on its future direction and potential\u003c\/li\u003e\n\u003c\/ul\u003eWho this book is for\u003cp\u003eThis book is for deep learning and machine learning researchers, NLP practitioners, ML\/NLP educators, and STEM students. Professionals working with text data as part of their projects will also find plenty of useful information in this book. Beginner-level familiarity with machine learning and a basic working knowledge of Python will help you get the best out of this book.\u003c\/p\u003eTable of Contents\u003col\u003e\n\u003cli\u003eNavigating the NLP Landscape: A comprehensive introduction\u003c\/li\u003e\n\u003cli\u003eMastering Linear Algebra, Probability, and Statistics for Machine Learning and NLP\u003c\/li\u003e\n\u003cli\u003eUnleashing Machine Learning Potentials in NLP\u003c\/li\u003e\n\u003cli\u003eStreamlining Text Preprocessing Techniques for Optimal NLP Performance\u003c\/li\u003e\n\u003cli\u003eEmpowering Text Classification: Leveraging Traditional Machine Learning Techniques\u003c\/li\u003e\n\u003cli\u003eText Classification Reimagined: Delving Deep into Deep Learning Language Models\u003c\/li\u003e\n\u003cli\u003eDemystifying Large Language Models: Theory, Design, and Langchain Implementation\u003c\/li\u003e\n\u003cli\u003eAccessing the Power of Large Language Models: Advanced Setup and Integration with RAG\u003c\/li\u003e\n\u003cli\u003eExploring the Frontiers: Advanced Applications and Innovations Driven by LLMs\u003c\/li\u003e\n\u003cli\u003eRiding the Wave: Analyzing Past, Present, and Future Trends Shaped by LLMs and AI\u003c\/li\u003e\n\u003cli\u003eExclusive Industry Insights: Perspectives and Predictions from World Class Experts\u003c\/li\u003e\n\u003c\/ol\u003e\u003cbr\u003e","brand":"Packt Publishing","offers":[{"title":"Default Title","offer_id":50869813215506,"sku":"9781804619186","price":48.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0831\/4771\/8930\/files\/img_b2439463-ad9e-49b0-b387-dc19f3cd2105.jpg?v=1737771837","url":"https:\/\/surprise-castle.myshopify.com\/products\/mastering-nlp-from-foundations-to-llms-apply-advanced-rule-based-techniques-to-llms-and-solve-real-world-business-problems-using-python-9781804619186","provider":"Surprise Castle","version":"1.0","type":"link"}