Join us on a literary world trip!
Add this book to bookshelf
Grey
Write a new comment Default profile 50px
Grey
Subscribe to read the full book or read the first pages for free!
I want to read the book!
All characters reduced
Mastering Large Language Models with Python: Unleash the Power of Advanced Natural Language Processing for Enterprise Innovation and Efficiency Using Large Language Models (LLMs) with Python - cover

Mastering Large Language Models with Python: Unleash the Power of Advanced Natural Language Processing for Enterprise Innovation and Efficiency Using Large Language Models (LLMs) with Python

Raj Arun

Publisher: Orange Education Pvt Ltd

  • 0
  • 0
  • 0

Summary

A Comprehensive Guide to Leverage Generative AI in the Modern EnterpriseKey Features● Gain a comprehensive understanding of LLMs within the framework of Generative AI, from foundational concepts to advanced applications.● Dive into practical exercises and real-world applications, accompanied by detailed code walkthroughs in Python.● Explore LLMOps with a dedicated focus on ensuring trustworthy AI and best practices for deploying, managing, and maintaining LLMs in enterprise settings.Book Description“Mastering Large Language Models with Python” is an indispensable resource that offers a comprehensive exploration of Large Language Models (LLMs), providing the essential knowledge to leverage these transformative AI models effectively. From unraveling the intricacies of LLM architecture to practical applications like code generation and AI-driven recommendation systems, readers will gain valuable insights into implementing LLMs in diverse projects. Covering both open-source and proprietary LLMs, the book delves into foundational concepts and advanced techniques, empowering professionals to harness the full potential of these models. Detailed discussions on quantization techniques for efficient deployment, operational strategies with LLMOps, and ethical considerations ensure a well-rounded understanding of LLM implementation.Through real-world case studies, code snippets, and practical examples, readers will navigate the complexities of LLMs with confidence, paving the way for innovative solutions and organizational growth. Whether you seek to deepen your understanding, drive impactful applications, or lead AI-driven initiatives, this book equips you with the tools and insights needed to excel in the dynamic landscape of artificial intelligence.What you will learn● In-depth study of LLM architecture and its versatile applications across industries. ● Harness open-source and proprietary LLMs to craft innovative solutions. ● Implement LLM APIs for a wide range of tasks spanning natural language processing, audio analysis, and visual recognition. ● Optimize LLM deployment through techniques such as quantization and operational strategies like LLMOps, ensuring efficient and scalable model usage. Table of Contents1. The Basics of Large Language Models and Their Applications2. Demystifying Open-Source Large Language Models3. Closed-Source Large Language Models4. LLM APIs for Various Large Language Model Tasks5. Integrating Cohere API in Google Sheets6. Dynamic Movie Recommendation Engine Using LLMs7. Document-and Web-based QA Bots with Large Language Models8. LLM Quantization Techniques and Implementation9. Fine-tuning and Evaluation of LLMs10. Recipes for Fine-Tuning and Evaluating LLMs11. LLMOps - Operationalizing LLMs at Scale12. Implementing LLMOps in Practice Using MLflow on Databricks13. Mastering the Art of Prompt Engineering14. Prompt Engineering Essentials and Design Patterns15. Ethical Considerations and Regulatory Frameworks for LLMs16. Towards Trustworthy Generative AI (A Novel Framework Inspired by Symbolic Reasoning)        Index
Available since: 02/10/2025.
Print length: 554 pages.

Other books that might interest you

  • Doctors at War - The Clandestine Battle Against the Nazi Occupation of France - cover

    Doctors at War - The Clandestine...

    Ellen Hampton

    • 0
    • 0
    • 0 
    Doctors at War tells the stories of physicians in France working to impede the German war effort and undermine French collaborators during the Occupation from 1940 to 1945. Determined to defeat the Third Reich's incursion, one group of prominent Paris doctors founded a medical network to treat injured Resistance fighters who they then secretly transported to Allied countries to avoid forced labor in Germany. Another team of medics organized a cabal focused on intelligence gathering and sabotage that became one of the largest in wartime France, even after the Gestapo arrested and imprisoned its leaders. Deported to concentration camps, these physicians continued to frustrate Nazi efforts by rendering aid and keeping their fellow prisoners alive. Others joined rural guerrilla camps to care for the young conscripts fighting to block German reinforcements from reaching Normandy after the D-Day landing. 
 
 
 
These stories add a crucial dimension to the history of Occupied France. Written for both historians and general listeners of World War II history, Doctors at War stands as a dramatic, character-driven account of physicians' courage and resilience in the face of evil. It serves as a window into life under a fascist regime and the travails of doctors who negotiated the terrifying moral labyrinth that was the German military's occupation of France.
    Show book
  • Make Dating Your Health - The Blood the Cells & the Oxygen - cover

    Make Dating Your Health - The...

    Regal Manna

    • 0
    • 0
    • 0 
    Make Dating Your Health: The Blood, The Cells, The Oxygen - the essence of this message would resonate deeply. The importance of dating your health transcends mere words or scientific facts; it's about recognizing that oxygen is not just a biological necessity but a vital partner in our lives. Just as in any romantic relationship, nurturing and valuing this connection is essential for a vibrant, fulfilling life. Oxygen is the unseen thread that ties together every aspect of life. The relationships we cherish, the homes we build, and even the paper we use to make payments—all of these are sustained by oxygen. You might say that just as people go to great lengths to protect their loved ones or secure their homes, they must also fight to maintain their relationship with oxygen. Without it, none of the other elements of life could exist. Oxygen is more than just a biological necessity; it is the caregiver of our existence. In turn, we must become caregivers of our health, nurturing our bond with oxygen as we would any other vital relationship.
    Show book
  • How the World Flows - Microfluidics from Raindrops to Covid Tests - cover

    How the World Flows -...

    Albert Folch

    • 0
    • 0
    • 0 
    How the World Flows acts like a microscope that pulls the listener into the barely noticeable, Lilliputian world of fluids at small scales—the microfluidic world—and answers the question "What is microfluidics?" in non-technical language.Microfluidics is the field of science that studies fluids constrained to spaces that are smaller than one millimeter wide, and by extension, the engineering field which builds devices that exploit the unique properties of fluids at these scales. Author Albert Folch explores this micro science which has inspired engineers to build devices such as engines, spray cans, ballpoint pens, inkjet and 3D printers, pregnancy and Covid tests, glucometers, asthma nebulizers, kidney dialysis machines, and DNA analyzers.This book also shows that many processes essential to life on Earth—such as the formation of raindrops, the rise of sap in plants, and the percolation of water through soil—are all microfluidic marvels. It examines how our cells breathe, feed, and fight diseases through small capillaries. Through engaging and digestible stories, Folch takes a lens to this tiny science and demonstrates how big a role microfluidics play in life as we know it.
    Show book
  • COMPTIA NETWORK+ - Simple and Effective Strategies for Mastering CompTIA Network+ Certification from A-Z - cover

    COMPTIA NETWORK+ - Simple and...

    Walker Schmidt

    • 0
    • 0
    • 0 
    The CompTIA Network+ certification has become a mainstay staple of the IT world. It is proof that an IT professional is capable of designing, implementing, and configuring functional networks. 
Despite this, there’s a dreadful lack of quality guides made by people with actual experience on the subject. 
Do you want to finish the CompTIA Network+ certification without a hitch? 
Do you want to learn all the knowledge you’ll need to know to maintain, design, and implement your own functional networks? 
Do you want to understand how to troubleshoot your network problems? 
Then this is the guide for you! 
In this 3rd installment of the CompTIA Network+ guides, we’ll be bringing all of the knowledge you gained from the first two full circle and tie everything together for you. Furthermore, we’ll take some of the subjects that we haven’t quite explored entirely and go in even more depth. 
By the end of this book, you’ll be able to walk into any test and pass it with flying colors. 
If you want to be able to confidently not only say that you passed the CompTIA Network+ certification exam, but that you are a true IT professional, then this is the right series for you.
    Show book
  • New Menopausal Years - The Wise Woman Way by Susun Weed - cover

    New Menopausal Years - The Wise...

    Susun Weed

    • 0
    • 0
    • 0 
     Recommended for women 30-90. This lively session expands upon Susun’s incredibly popular book, New Menopausal Years The Wise Woman Way, the menopause “bible” for millions of women. What your doctor doesn’t know about menopause is here, in simple language. If you want to be strong-boned, hale-hearted and juicy for another 50 years, this talk is for you! 
 
Susun Weed is the voice of the Wise Woman Tradition and director of the Wise Woman Center in Woodstock, NY. She is a grandmother of herbal medicine. She is the author of Wise Woman Herbal for the Childbearing Years, Healing Wise, New Menopausal Years - The Wise Woman Way, and Breast Cancer? Breast Health! Susun is an internationally renowned teacher with an encyclopedic knowledge of herbs and health. Visit www.susunweed.com. 
    Show book
  • Data Analysis - Data Quality Challenges and Real-World Applications - cover

    Data Analysis - Data Quality...

    Bright Mills

    • 0
    • 0
    • 0 
    Data Analysis is a critical process in both academic and professional environments that involves inspecting, cleansing, transforming, and modeling data to discover useful information, derive conclusions, and support decision-making. It is foundational to nearly every field, from business and healthcare to engineering and social sciences. The ultimate aim of data analysis is to extract actionable insights from raw data, turning numbers and records into knowledge that can guide strategies and policy. This paper provides an in-depth exploration of data analysis, covering both theoretical underpinnings and practical applications. It begins by defining what data analysis is and discussing its historical evolution. It delves into different types of data (quantitative, qualitative, structured, unstructured) and explains the steps in the data analysis lifecycle: from data collection and preparation to interpretation and reporting. The paper further categorizes types of data analysis (descriptive, diagnostic, predictive, and prescriptive) and explains key techniques used in each. Statistical methods, data visualization, machine learning, and data mining approaches are thoroughly examined. Tools such as Excel, Python, R, and SQL are discussed in the context of their suitability for various analysis tasks. Ethical considerations, data quality challenges, and real-world applications in industries like healthcare, marketing, finance, and public policy are also addressed. Finally, the paper concludes by highlighting emerging trends in data analysis, such as automated analytics and AI-driven insights. This document serves as a comprehensive guide for students, researchers, professionals, and anyone interested in the field of data analysis, equipping readers with both conceptual knowledge and practical strategies to approach complex data-driven problems.
    Show book