Llm Mathematics Simplified From Theory To Practice An Essential Guide To The Algorithms And Equations Behind Large Language Models(1st Edition)
Authors:
Corby Allen
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Book details
ISBN: B0DGF2P4HL, 979-8338586549
Book publisher: Independently published
Book Summary: Are You Fascinated By The Magic Of ChatGPT, GPT-4, And Other Large Language Models (LLMs), But Find Their Inner Workings Shrouded In A Mist Of Complex Mathematics?Do You Wish You Could Go Beyond The Buzzwords And Truly Understand The Algorithms And Equations That Power These Incredible Language Machines?"LLM Mathematics Simplified" Is Your Key To Unlocking The Black Box.This Essential Guide Demystifies The Mathematical Foundations Of LLMs, Taking You On A Journey From Foundational Concepts To Practical Applications. Whether You're A Student, Developer, Or Simply A Curious Mind, You'll Gain The Knowledge And Confidence To Harness The Full Potential Of LLMs.Written In A Clear, Engaging Style, This Book Transforms Intimidating Equations Into Understandable Concepts, Empowering You To:Build A Rock-solid Understanding: Grasp The Core Principles Of Linear Algebra, Calculus, Probability, And Statistics That Drive LLM Performance.Decode The Transformer Architecture: Uncover The Secrets Of Attention Mechanisms And Self-attention, The Engines Behind Contextual Language Understanding.Master The Art Of Training: Learn How LLMs Learn From Massive Datasets And How To Fine-tune Them For Specific Tasks Using Advanced Optimization Techniques.Generate Text Like A Pro: Explore Various Decoding Strategies Like Beam Search And Sampling, And Learn How To Control The Creativity And Diversity Of LLM Output.Navigate The Ethical Landscape: Understand The Challenges Of Bias, Fairness, And Interpretability In LLMs, And Learn How To Use These Tools Responsibly.Penned By A Seasoned AI Expert, This Book Is Packed With Real-world Examples, Practical Exercises, And Insightful Code Samples. No More Struggling With Dense Textbooks Or Feeling Overwhelmed By Technical Jargon. This Guide Breaks Down Complex Ideas Into Easy-to-grasp Explanations, Making LLM Mathematics Accessible To Everyone.Ready To Transform Your Understanding Of LLMs? Don't Let The Math Hold You Back. Grab Your Copy Of "LLM Mathematics Simplified" Today And Embark On A Journey Of Discovery That Will Empower You To Build, Innovate, And Create With Confidence In The Exciting World Of Artificial Intelligence.
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