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  Interpretability and...

  Aruna Chakkirala

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  Demystify AI Decisions and Master Interpretability and Explainability Today
  Book Description
  Interpretability in AI/ML refers to the ability to understand and explain how a model arrives at its predictions. It ensures that humans can follow the model's reasoning, making it easier to debug, validate, and trust.
  Interpretability and Explainability in AI Using Python takes you on a structured journey through interpretability and explainability techniques for both white-box and black-box models.
  You’ll start with foundational concepts in interpretable machine learning, exploring different model types and their transparency levels. As you progress, you’ll dive into post-hoc methods, feature effect analysis, anchors, and counterfactuals—powerful tools to decode complex models. The book also covers explainability in deep learning, including Neural Networks, Transformers, and Large Language Models (LLMs), equipping you with strategies to uncover decision-making patterns in AI systems.
  Through hands-on Python examples, you’ll learn how to apply these techniques in real-world scenarios. By the end, you’ll be well-versed in choosing the right interpretability methods, implementing them efficiently, and ensuring AI models align with ethical and regulatory standards—giving you a competitive edge in the evolving AI landscape.
  Table of Contents
  1. Interpreting Interpretable Machine Learning
  2. Model Types and Interpretability Techniques
  3. Interpretability Taxonomy and Techniques
  4. Feature Effects Analysis with Plots
  5. Post-Hoc Methods
  6. Anchors and Counterfactuals
  7. Interpretability in Neural Networks
  8. Explainable Neural Networks
  9. Explainability in Transformers and Large Language Models
  10. Explainability and Responsible AI      
  
  Index

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  Prepping for Survival - Disaster...

  Spencer Daly

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  You don’t have to be a conspiracy theorist or a hardcore survivalist to understand the importance of being prepared for an emergency. As recent events like hurricanes, wildfires, and power grid failures have shown, disaster can strike anywhere—often when you least expect it. Whether you live in a high-risk area or not, being prepared for natural disasters, manmade crises, and social upheaval is essential. 
  In this audiobook, you’ll learn practical steps to ensure you and your family are ready for anything. From building an emergency food supply and stocking survival kits to preparing for medical emergencies and long-term power outages, Prepping for Survival provides you with the knowledge you need to stay safe and self-sufficient. 
  This audiobook also includes a special section on Living Off the Grid, exploring how you can take preparedness to the next level by generating your own power, securing a sustainable food and water supply, and reducing dependence on fragile systems. 
  When disaster strikes, will you be ready? Listen now and take the first step toward true preparedness!

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  I survived psychiatry

  Christelle Rosar, Martine...

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  1.8 million people are directly affected by psychiatry in France. 350,000 are in hospital. For every 1,000 inhabitants, there is one compulsory hospitalization. Yet this system, which generates social exclusion and stigmatization, dominates. Admitted at the age of 16, Christelle Rosar was hospitalized for twenty years. They tied her down, injected her with drugs, and kept her in a vegetative state. She saw patients who remained in hospital from adolescence until their death, and others who gradually suffered the side effects of the treatments. Now free, she tells us about her struggles to regain her independence and her place in society, and denounces the abuses and failings of the French psychiatric system, which is particularly violent.

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  Ingenious - A Biography of...

  Richard Munson

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  The dramatic story of an ingenious man who explained nature and created a country. 
   
   
   
  Benjamin Franklin was one of the preeminent scientists of his time. Driven by curiosity, he conducted cutting-edge research on electricity, heat, ocean currents, weather patterns, chemical bonds, and plants. But today, Franklin is remembered more for his political prowess and diplomatic achievements than his scientific creativity. 
   
   
   
  In this incisive and rich account of Benjamin Franklin's life and career, Richard Munson recovers this vital part of Franklin's story, reveals his modern relevance, and offers a compelling portrait of a shrewd experimenter, clever innovator, and visionary physicist whose fame opened doors to negotiate French support and funding for American independence. 
   
   
   
  Munson's riveting narrative explores how science underpins Franklin's entire story—from tradesman to inventor to nation-founder—and argues that Franklin's political life cannot be understood without giving proper credit to his scientific accomplishments.

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  EXCEL 2019 - A Comprehensive...

  Alexander Cane

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  This Excel 2019 Guide gathers all the necessary how-to information on using the different functions of the latest version of Microsoft Excel. Designed in a simple, easy-to-understand language, this book aims to be of service to all users, no matter how much or how little your user experience is with the said program. 
  As the premier spreadsheet and data analysis application for all kinds of computing devices running under Windows 10, Excel 2019 gives endless capabilities that are often hidden under technical language and masked by explanations that only software engineers and data scientists could decipher. In addition, many of today’s how-to guides often present the software’s features, but fail to make you realize their specific purpose, or how these features can be of benefit to you. 
  Learning how to use the features offered by Excel 2019 is only the start of the real battle. This book is specially designed not only for you to make use of its functions, but more importantly, to make these features be of use and reap you benefits. 
  The discussions on this book strike a balance between the “how to” and the “so what” aspects of using Excel 2019. At the same time, it aims to be as clear and simple in its explanations, using a little jargon as possible. 
  Excel 2019 is worth the learning effort because it is one, if not the best data-processing and analysis applications ever developed. Features such as the Quick Analysis Tool, Flash Fill, Office Add-ins, and Recommended Charts and PivotTables, as well as the Live Preview feature and pre-made galleries allow this version to be the easiest to use. In essence, Excel 2019 is a gold mine to those who rely on the application in their everyday tasks.

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  CompTIA Security+ SY0-701...

  Josh Russell

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  CompTIA Security+ SY0-701 Masterclass: Your Ultimate Guide to Certification Success and Career Growth 
  Unlock your potential in the fast-growing field of cybersecurity with the CompTIA Security+ SY0-701 Masterclass – the most comprehensive guide to achieving certification and accelerating your career growth! 
  Why Choose This Book?Comprehensive Coverage: Dive into all five domains of the CompTIA Security+ exam, including Threats, Attacks, and Vulnerabilities, Architecture and Design, Implementation, Operations and Incident Response, and Governance, Risk, and Compliance.200+ Realistic Practice Questions: Simulate real exam conditions with full-length practice questions and in-depth answers that mirror the actual exam format.Step-by-Step Explanations: Understand the 'why' behind each question and answer with clear, easy-to-follow explanations designed to reinforce your knowledge and build confidence.Expert Insights: Gain insight into key concepts from experienced professionals in the field of cybersecurity to enhance your understanding of real-world scenarios.Perfect for Career Growth: Not only will you pass the Security+ exam, but you'll also unlock new career opportunities in the growing field of cybersecurity, one of the most in-demand industries today.

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