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Explainable AI for Practitioners

Author : Michael Munn
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1098119096
Total Pages : 284 pages
Book Rating : 4.0/5 (981 download)

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Book Synopsis Explainable AI for Practitioners by : Michael Munn

Download or read book Explainable AI for Practitioners written by Michael Munn and published by "O'Reilly Media, Inc.". This book was released on 2022-10-31 with total page 284 pages. Available in PDF, EPUB and Kindle. Book excerpt: Most intermediate-level machine learning books focus on how to optimize models by increasing accuracy or decreasing prediction error. But this approach often overlooks the importance of understanding why and how your ML model makes the predictions that it does. Explainability methods provide an essential toolkit for better understanding model behavior, and this practical guide brings together best-in-class techniques for model explainability. Experienced machine learning engineers and data scientists will learn hands-on how these techniques work so that you'll be able to apply these tools more easily in your daily workflow. This essential book provides: A detailed look at some of the most useful and commonly used explainability techniques, highlighting pros and cons to help you choose the best tool for your needs Tips and best practices for implementing these techniques A guide to interacting with explainability and how to avoid common pitfalls The knowledge you need to incorporate explainability in your ML workflow to help build more robust ML systems Advice about explainable AI techniques, including how to apply techniques to models that consume tabular, image, or text data Example implementation code in Python using well-known explainability libraries for models built in Keras and TensorFlow 2.0, PyTorch, and HuggingFace

Practical Natural Language Processing

Author : Sowmya Vajjala
Publisher : O'Reilly Media
ISBN 13 : 149205402X
Total Pages : 455 pages
Book Rating : 4.4/5 (92 download)

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Book Synopsis Practical Natural Language Processing by : Sowmya Vajjala

Download or read book Practical Natural Language Processing written by Sowmya Vajjala and published by O'Reilly Media. This book was released on 2020-06-17 with total page 455 pages. Available in PDF, EPUB and Kindle. Book excerpt: Many books and courses tackle natural language processing (NLP) problems with toy use cases and well-defined datasets. But if you want to build, iterate, and scale NLP systems in a business setting and tailor them for particular industry verticals, this is your guide. Software engineers and data scientists will learn how to navigate the maze of options available at each step of the journey. Through the course of the book, authors Sowmya Vajjala, Bodhisattwa Majumder, Anuj Gupta, and Harshit Surana will guide you through the process of building real-world NLP solutions embedded in larger product setups. You’ll learn how to adapt your solutions for different industry verticals such as healthcare, social media, and retail. With this book, you’ll: Understand the wide spectrum of problem statements, tasks, and solution approaches within NLP Implement and evaluate different NLP applications using machine learning and deep learning methods Fine-tune your NLP solution based on your business problem and industry vertical Evaluate various algorithms and approaches for NLP product tasks, datasets, and stages Produce software solutions following best practices around release, deployment, and DevOps for NLP systems Understand best practices, opportunities, and the roadmap for NLP from a business and product leader’s perspective

Interpretable Machine Learning

Author : Christoph Molnar
Publisher : Lulu.com
ISBN 13 : 0244768528
Total Pages : 320 pages
Book Rating : 4.2/5 (447 download)

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Book Synopsis Interpretable Machine Learning by : Christoph Molnar

Download or read book Interpretable Machine Learning written by Christoph Molnar and published by Lulu.com. This book was released on 2020 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. Later chapters focus on general model-agnostic methods for interpreting black box models like feature importance and accumulated local effects and explaining individual predictions with Shapley values and LIME. All interpretation methods are explained in depth and discussed critically. How do they work under the hood? What are their strengths and weaknesses? How can their outputs be interpreted? This book will enable you to select and correctly apply the interpretation method that is most suitable for your machine learning project.

Corinth: The First City of Greece

Author : Richard M. Rothaus
Publisher : BRILL
ISBN 13 : 9004301496
Total Pages : 183 pages
Book Rating : 4.0/5 (43 download)

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Book Synopsis Corinth: The First City of Greece by : Richard M. Rothaus

Download or read book Corinth: The First City of Greece written by Richard M. Rothaus and published by BRILL. This book was released on 2015-08-27 with total page 183 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book addresses cult and religion in the city of Corinth from the 4th to 7th centuries of our era. The work incorporates and synthesizes all available evidence, literary, archaeological and other. The interaction and conflict between Christian and non-Christian activity is placed into its urban context and seen as simultaneously existing and overlapping cultural activity. Late antique religion is defined as cult-based rather than doctrinally-based, and thus this volume focuses not on what people believed, but rather what they did. An emphasis on cult activity reveals a variety of types of interaction between groups, ranging from confrontational events at dilapidated polytheist cult sites, to full polysemous and shared cult activity at the so-called "Fountain of the Lamps". Non-Christian traditions are shown to have been recognized and viable through the sixth century. The tentative conclusion is drawn that a clear definition of "pagan" and "Christian" begins at an urban level with the Christian re-monumentalization of Corinth with basilicas. The disappearance of "pagan" cult is best attributed to the development of a new city socially and physically based in Christianity, rather than any purely "religious" development.

Pure Intelligence

Author : Melvyn C. Usselman
Publisher : University of Chicago Press
ISBN 13 : 022624573X
Total Pages : 430 pages
Book Rating : 4.2/5 (262 download)

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Book Synopsis Pure Intelligence by : Melvyn C. Usselman

Download or read book Pure Intelligence written by Melvyn C. Usselman and published by University of Chicago Press. This book was released on 2015-05-21 with total page 430 pages. Available in PDF, EPUB and Kindle. Book excerpt: William Hyde Wollaston was born into a large, religious, and scientifically informed family in 1766 and died sixty-two years later as one of the Western world s most highly regarded scientists. With encouragement from his well-connected father, he studied medicine at Cambridge, and began practicing as a physician in the provinces before moving his practice to London in 1797, arriving in the capital about the same time as his illustrious colleagues Humphry Davy and Thomas Young. After a few years in London, Wollaston abandoned the vocation he had come to dislike and bravely set out to make his living as a chemical entrepreneur, while pursuing his intellectual interests in a wide range of contemporary scientific subjects. He, Davy, and Young were to become Britain s leading scientific practitioners in the first third of the nineteenth century, and their deaths within a six month time span were seen by many as the end of a glorious period of British supremacy in science. In contrast to his two more famous colleagues, Wollaston s life was not recorded for posterity in a contemporary biography, and his many remarkable scientific, commercial, instrumental, and institutional achievements have fallen into obscurity as a result. This biography is the first book-length study of Wollaston, his science, and the environment in which he thrived."

Introduction to Explainable AI (XAI)

Author : Robert Johnson
Publisher : HiTeX Press
ISBN 13 :
Total Pages : 206 pages
Book Rating : 4.:/5 (661 download)

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Book Synopsis Introduction to Explainable AI (XAI) by : Robert Johnson

Download or read book Introduction to Explainable AI (XAI) written by Robert Johnson and published by HiTeX Press. This book was released on 2024-10-27 with total page 206 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Introduction to Explainable AI (XAI): Making AI Understandable" is an essential resource for anyone seeking to understand the burgeoning field of explainable artificial intelligence. As AI systems become integral to critical decision-making processes across industries, the ability to interpret and comprehend their outputs becomes increasingly vital. This book offers a comprehensive exploration of XAI, delving into its foundational concepts, diverse techniques, and pivotal applications. It strives to demystify complex AI behaviors, ensuring that stakeholders across sectors can engage with AI technologies confidently and responsibly. Structured to cater to both beginners and those with an existing interest in AI, this book covers the spectrum of XAI topics, from model-specific approaches and interpretable machine learning to the ethical and societal implications of AI transparency. Readers will be equipped with practical insights into the tools and frameworks available for developing explainable models, alongside an understanding of the challenges and limitations inherent in the field. As we look toward the future, the book also addresses emerging trends and research directions, positioning itself as a definitive guide to navigating the evolving landscape of XAI. This book stands as an invaluable reference for students, practitioners, and policy makers alike, offering a balanced blend of theory and practical guidance. By focusing on the synergy between humans and machines through explainability, it underscores the importance of building AI systems that are not only powerful but also trustworthy and aligned with societal values.

Caveman Chemistry

Author : Kevin M. Dunn
Publisher : Universal-Publishers
ISBN 13 : 9781581125665
Total Pages : 432 pages
Book Rating : 4.1/5 (256 download)

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Book Synopsis Caveman Chemistry by : Kevin M. Dunn

Download or read book Caveman Chemistry written by Kevin M. Dunn and published by Universal-Publishers. This book was released on 2003 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: Half a million years ago our ancestors learned to make fire from scratch. They crafted intricate tools from stone and brewed mind-altering elixirs from honey. Their descendants transformed clay into pottery, wool into clothing, and ashes into cleansers. In ceramic crucibles they won metal from rock, the metals lead to colored glazes and glass. Buildings of brick and mortar enshrined books of parchment and paper. Kings and queens demanded ever more colorful clothing and accessories in order to out-class clod-hoppers and call-girls. Kingdoms rose and fell by the power of saltpeter, sulfur, and charcoal. And the demands of everyday folk for glass and paper and soap stimulated the first round of chemical industrialization. From sulfuric acid to sodium carbonate. From aniline dyes to analgesic drugs. From blasting powder to fertilizers and plastics. In a phrase, From Caveman to Chemist. Your guides on this journey are the four alchemical elements; Fire, Earth, Air and Water. These archetypical characters deliver first-hand accounts of the births of their respective technologies. The spirit of Fire, for example, was born in the first creature to cultivate the flame. This spirit passed from one person to another, from one generation to another, from one millennium to another, arriving at last in the pages of this book. The spirit of Earth taught folks to make tools of stone, the spirit of Air imparted knowledge of units and the spirit of Water began with the invention of spirits. Having traveled the world from age to age, who can say where they will find their next home? Perhaps they will find one in you.

Nemo Rising

Author : C. Courtney Joyner
Publisher : Macmillan + ORM
ISBN 13 : 1466851104
Total Pages : 296 pages
Book Rating : 4.4/5 (668 download)

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Book Synopsis Nemo Rising by : C. Courtney Joyner

Download or read book Nemo Rising written by C. Courtney Joyner and published by Macmillan + ORM. This book was released on 2017-12-26 with total page 296 pages. Available in PDF, EPUB and Kindle. Book excerpt: An exciting sequel to the Captain Nemo adventures enjoyed by millions in Jules Verne's 20,000 Leagues Under the Sea. Sea monsters are sinking ships up and down the Atlantic Coast. Enraged that his navy is helpless against this onslaught and facing a possible World War as a result, President Ulysses S. Grant is forced to ask for assistance from the notorious Captain Nemo, in Federal prison for war crimes and scheduled for execution. Grant returns Nemo’s submarine, the infamous Victorian Steampunk marvel Nautilus, and promises a full Presidential pardon if Nemo hunts down and destroys the source of the attacks. Accompanied by the beautiful niece of Grant’s chief advisor, Nemo sets off under the sea in search of answers. Unfortunately, the enemy may be closer than they realize... At the Publisher's request, this title is being sold without Digital Rights Management Software (DRM) applied.

School Science and Mathematics

Author :
Publisher :
ISBN 13 :
Total Pages : 906 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis School Science and Mathematics by :

Download or read book School Science and Mathematics written by and published by . This book was released on 1915 with total page 906 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Wives and Husbands

Author : Loretta Fowler
Publisher : University of Oklahoma Press
ISBN 13 : 0806185597
Total Pages : 396 pages
Book Rating : 4.8/5 (61 download)

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Book Synopsis Wives and Husbands by : Loretta Fowler

Download or read book Wives and Husbands written by Loretta Fowler and published by University of Oklahoma Press. This book was released on 2012-10-01 with total page 396 pages. Available in PDF, EPUB and Kindle. Book excerpt: In Wives and Husbands, distinguished anthropologist Loretta Fowler deepens readers’ understanding of the gendered dimension of cultural encounters by exploring how the Arapaho gender system affected and was affected by the encounter with Americans as government officials, troops, missionaries, and settlers moved west into Arapaho country. Fowler examines Arapaho history from 1805 to 1936 through the lens of five cohorts, groups of women and men born during different year spans. Through the life stories of individual Arapahos, she vividly illustrates the experiences and actions of each cohort during a time when Americans tried to impose gender asymmetry and to undermine the Arapahos’ hierarchical age relations. Fowler examines the Arapaho gender system and its transformations by considering the partnerships between, rather than focusing on comparisons of, women and men. She argues that in particular cohorts, partnerships between women and men — both in households and in the community — shaped Arapahos’ social and cultural transformations while they struggled with American domination. Over time Arapahos both reinforced and challenged Arapaho hierarchies while accommodating and resisting American dominance. Fowler shows how, in the process of reconfiguring their world, Arapahos confronted Americans by uniting behind strategies of conciliation in the early nineteenth century, of civilization in the late nineteenth century, and of confrontation in the early twentieth century. At the same time, women and men in particular cohorts were revamping Arapaho politico-religious ideas and organizations. Gender played a part in these transformations, giving shape to new leadership traditions and other adaptations.

Applied Machine Learning Explainability Techniques

Author : Aditya Bhattacharya
Publisher : Packt Publishing Ltd
ISBN 13 : 1803234164
Total Pages : 306 pages
Book Rating : 4.8/5 (32 download)

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Book Synopsis Applied Machine Learning Explainability Techniques by : Aditya Bhattacharya

Download or read book Applied Machine Learning Explainability Techniques written by Aditya Bhattacharya and published by Packt Publishing Ltd. This book was released on 2022-07-29 with total page 306 pages. Available in PDF, EPUB and Kindle. Book excerpt: Leverage top XAI frameworks to explain your machine learning models with ease and discover best practices and guidelines to build scalable explainable ML systems Key Features • Explore various explainability methods for designing robust and scalable explainable ML systems • Use XAI frameworks such as LIME and SHAP to make ML models explainable to solve practical problems • Design user-centric explainable ML systems using guidelines provided for industrial applications Book Description Explainable AI (XAI) is an emerging field that brings artificial intelligence (AI) closer to non-technical end users. XAI makes machine learning (ML) models transparent and trustworthy along with promoting AI adoption for industrial and research use cases. Applied Machine Learning Explainability Techniques comes with a unique blend of industrial and academic research perspectives to help you acquire practical XAI skills. You'll begin by gaining a conceptual understanding of XAI and why it's so important in AI. Next, you'll get the practical experience needed to utilize XAI in AI/ML problem-solving processes using state-of-the-art methods and frameworks. Finally, you'll get the essential guidelines needed to take your XAI journey to the next level and bridge the existing gaps between AI and end users. By the end of this ML book, you'll be equipped with best practices in the AI/ML life cycle and will be able to implement XAI methods and approaches using Python to solve industrial problems, successfully addressing key pain points encountered. What you will learn • Explore various explanation methods and their evaluation criteria • Learn model explanation methods for structured and unstructured data • Apply data-centric XAI for practical problem-solving • Hands-on exposure to LIME, SHAP, TCAV, DALEX, ALIBI, DiCE, and others • Discover industrial best practices for explainable ML systems • Use user-centric XAI to bring AI closer to non-technical end users • Address open challenges in XAI using the recommended guidelines Who this book is for This book is for scientists, researchers, engineers, architects, and managers who are actively engaged in machine learning and related fields. Anyone who is interested in problem-solving using AI will benefit from this book. Foundational knowledge of Python, ML, DL, and data science is recommended. AI/ML experts working with data science, ML, DL, and AI will be able to put their knowledge to work with this practical guide. This book is ideal for you if you're a data and AI scientist, AI/ML engineer, AI/ML product manager, AI product owner, AI/ML researcher, and UX and HCI researcher.

Machine Learning and Security

Author : Clarence Chio
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1491979879
Total Pages : 385 pages
Book Rating : 4.4/5 (919 download)

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Book Synopsis Machine Learning and Security by : Clarence Chio

Download or read book Machine Learning and Security written by Clarence Chio and published by "O'Reilly Media, Inc.". This book was released on 2018-01-26 with total page 385 pages. Available in PDF, EPUB and Kindle. Book excerpt: Can machine learning techniques solve our computer security problems and finally put an end to the cat-and-mouse game between attackers and defenders? Or is this hope merely hype? Now you can dive into the science and answer this question for yourself. With this practical guide, you’ll explore ways to apply machine learning to security issues such as intrusion detection, malware classification, and network analysis. Machine learning and security specialists Clarence Chio and David Freeman provide a framework for discussing the marriage of these two fields, as well as a toolkit of machine-learning algorithms that you can apply to an array of security problems. This book is ideal for security engineers and data scientists alike. Learn how machine learning has contributed to the success of modern spam filters Quickly detect anomalies, including breaches, fraud, and impending system failure Conduct malware analysis by extracting useful information from computer binaries Uncover attackers within the network by finding patterns inside datasets Examine how attackers exploit consumer-facing websites and app functionality Translate your machine learning algorithms from the lab to production Understand the threat attackers pose to machine learning solutions

Hands-On Explainable AI (XAI) with Python

Author : Denis Rothman
Publisher : Packt Publishing Ltd
ISBN 13 : 1800202768
Total Pages : 455 pages
Book Rating : 4.8/5 (2 download)

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Book Synopsis Hands-On Explainable AI (XAI) with Python by : Denis Rothman

Download or read book Hands-On Explainable AI (XAI) with Python written by Denis Rothman and published by Packt Publishing Ltd. This book was released on 2020-07-31 with total page 455 pages. Available in PDF, EPUB and Kindle. Book excerpt: Resolve the black box models in your AI applications to make them fair, trustworthy, and secure. Familiarize yourself with the basic principles and tools to deploy Explainable AI (XAI) into your apps and reporting interfaces. Key FeaturesLearn explainable AI tools and techniques to process trustworthy AI resultsUnderstand how to detect, handle, and avoid common issues with AI ethics and biasIntegrate fair AI into popular apps and reporting tools to deliver business value using Python and associated toolsBook Description Effectively translating AI insights to business stakeholders requires careful planning, design, and visualization choices. Describing the problem, the model, and the relationships among variables and their findings are often subtle, surprising, and technically complex. Hands-On Explainable AI (XAI) with Python will see you work with specific hands-on machine learning Python projects that are strategically arranged to enhance your grasp on AI results analysis. You will be building models, interpreting results with visualizations, and integrating XAI reporting tools and different applications. You will build XAI solutions in Python, TensorFlow 2, Google Cloud’s XAI platform, Google Colaboratory, and other frameworks to open up the black box of machine learning models. The book will introduce you to several open-source XAI tools for Python that can be used throughout the machine learning project life cycle. You will learn how to explore machine learning model results, review key influencing variables and variable relationships, detect and handle bias and ethics issues, and integrate predictions using Python along with supporting the visualization of machine learning models into user explainable interfaces. By the end of this AI book, you will possess an in-depth understanding of the core concepts of XAI. What you will learnPlan for XAI through the different stages of the machine learning life cycleEstimate the strengths and weaknesses of popular open-source XAI applicationsExamine how to detect and handle bias issues in machine learning dataReview ethics considerations and tools to address common problems in machine learning dataShare XAI design and visualization best practicesIntegrate explainable AI results using Python modelsUse XAI toolkits for Python in machine learning life cycles to solve business problemsWho this book is for This book is not an introduction to Python programming or machine learning concepts. You must have some foundational knowledge and/or experience with machine learning libraries such as scikit-learn to make the most out of this book. Some of the potential readers of this book include: Professionals who already use Python for as data science, machine learning, research, and analysisData analysts and data scientists who want an introduction into explainable AI tools and techniquesAI Project managers who must face the contractual and legal obligations of AI Explainability for the acceptance phase of their applications

Journal with Purpose

Author : Helen Colebrook
Publisher : David and Charles
ISBN 13 : 1446378721
Total Pages : 207 pages
Book Rating : 4.4/5 (463 download)

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Book Synopsis Journal with Purpose by : Helen Colebrook

Download or read book Journal with Purpose written by Helen Colebrook and published by David and Charles. This book was released on 2019-11-26 with total page 207 pages. Available in PDF, EPUB and Kindle. Book excerpt: Journal with Purpose is the ultimate reference for journaling, packed with over 1000 motifs that you can use to decorate and enhance your bullet or dot journal pages. Copy or trace direct from the page, or follow one of the quick exercises to improve your skills. Featuring all the journal elements you could wish for – banners, arrows, dividers, scrolls, icons, borders and alphabets – this amazing value book will be a constant source of inspiration for journaling and an 'instant fix' for people who find the more artistic side of journaling a challenge.

The Neolithic Pottery from Lerna

Author : American School of Classical Studies at Athens
Publisher : ASCSA
ISBN 13 : 0876613059
Total Pages : 406 pages
Book Rating : 4.8/5 (766 download)

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Book Synopsis The Neolithic Pottery from Lerna by : American School of Classical Studies at Athens

Download or read book The Neolithic Pottery from Lerna written by American School of Classical Studies at Athens and published by ASCSA. This book was released on 1969 with total page 406 pages. Available in PDF, EPUB and Kindle. Book excerpt: V.5: CD-ROM contains additional information related to the book The Neolithic pottery from Lerna, as well as software, for which rights have been cleared.

Alaska Native Languages

Author : Michael E. Krauss
Publisher :
ISBN 13 :
Total Pages : 512 pages
Book Rating : 4.:/5 (334 download)

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Book Synopsis Alaska Native Languages by : Michael E. Krauss

Download or read book Alaska Native Languages written by Michael E. Krauss and published by . This book was released on 1980 with total page 512 pages. Available in PDF, EPUB and Kindle. Book excerpt:

The Correspondence of Charles Darwin: Volume 30, 1882

Author : Charles Darwin
Publisher : Cambridge University Press
ISBN 13 : 1009233572
Total Pages : 883 pages
Book Rating : 4.0/5 (92 download)

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Book Synopsis The Correspondence of Charles Darwin: Volume 30, 1882 by : Charles Darwin

Download or read book The Correspondence of Charles Darwin: Volume 30, 1882 written by Charles Darwin and published by Cambridge University Press. This book was released on 2023-01-26 with total page 883 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume is part of the definitive edition of letters written by and to Charles Darwin, the most celebrated naturalist of the nineteenth century. Notes and appendixes put these fascinating and wide-ranging letters in context, making the letters accessible to both scholars and general readers. Darwin depended on correspondence to collect data from all over the world, and to discuss his emerging ideas with scientific colleagues, many of whom he never met in person. The letters are published chronologically. Darwin died in April 1882, but was active in science almost up until the end, raising new research questions and responding to letters about his last book, on earthworms. The volume also contains a supplement of nearly 400 letters written between 1831 and 1880, many of which have never been published before.