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Oswald Campesato, "Large Language Models: An Introduction "
English | ISBN: 1501523295 | 2024 | 480 pages | EPUB | 1268 KB
This book begins with an overview of the Generative AI landscape, distinguishing it from conversational AI and shedding light on the roles of key players like DeepMind and OpenAI. It then reviews the intricacies of ChatGPT, GPT-4, Meta AI, Claude 3, and Gemini, examining their capabilities, strengths, and competitors. Readers will also gain insights into the BERT family of LLMs, including ALBERT, DistilBERT, and XLNet, and how these models have revolutionized natural language processing. Further, the book covers prompt engineering techniques, essential foroptimizing the outputs of AI models, and addresses the challenges of working with LLMs, including the phenomenon of hallucinations and the nuances of fine-tuning these advanced models. Designed for software developers, AI researchers, and technology enthusiasts with a foundational understanding of AI, this book offers both theoretical insights and practical code examples in Python. Companion files with code, figures, and datasets are available for downloading from the
Publisher.Read more
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Large Language Models Projects:Apply and Implement Strategies for Large Language Models by Pere Martra
English | PDF (True) | 2024 | 366 Pages | ISBN : N/A | 10.1 MB
This book offers you a hands-on experience using models from OpenAI and the Hugging Face library. You will use various tools and work on small projects, gradually applying the new knowledge you gain.
The book is divided into three parts. Part one covers techniques and libraries. Here, you'll explore different techniques through small examples, preparing to build projects in the next section. You'll learn to use common libraries in the world of Large Language Models. Topics and technologies covered include chatbots, code generation, OpenAI API, Hugging Face, vector databases, LangChain, fine tuning, PEFT fine tuning, soft prompt tuning, LoRA, QLoRA, evaluating models, and Direct Preference Optimization. Part two focuses on projects. You'll create projects, understanding design decisions. Each project may have more than one possible implementation, as there is often not just one good solution. You'll also explore LLMOps-related topics. Part three delves into enterprise solutions. Large Language Models are not a standalone solution; in large corporate environments, they are one piece of the puzzle. You'll explore how to structure solutions capable of transforming organizations with thousands of employees, highlighting the main role that Large Language Models play in these new solutions.
This book equips you to confidently navigate and implement Large Language Models, empowering you to tackle diverse challenges in the evolving landscape of language processing.
What You Will Learn
Gain practical experience by working with models from OpenAI and the Hugging Face library
Use essential libraries relevant to Large Language Models, covering topics such as Chatbots, Code Generation, OpenAI API, Hugging Face, and Vector databases
Create and implement projects using LLM while understanding the design decisions involved
Understand the role of Large Language Models in larger corporate settings
Who This Book Is For
Data analysts, data science, Python developers, and software professionals interested in learning the foundations of NLP, LLMs, and the processes of building modern LLM applications for various tasks
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V A Koshelev, V M Melnikov, "Large Space Structures Formed by Centrifugal Forces"
English | 1998 | pages: 162 | ISBN: 9056991124 | PDF | 161,1 mb
This book describes a feasible means of constructing such a reflector, as well as simple, reliable and low-cost structures for television and radio transmissions, debris removal from space and the development of solar sails for interplanetary missions. The aim of this book is thus to provide a comprehensive overview of the research in the technology of such space based structures expanded by centrifugal forces.
The most promising concepts and design solutions for different applications are addressed. Particular emphasis is placed on deployment dynamics of space-based structures and their retrieval techniques: the reorientation of expanded film sheets in space, selecting film folding patterns, tethering systems, and deployment mechanisms, and controlling the deployment-retrieval process by space vehicles. Also featured are sections on ground and orbital simulation.
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Laser-triggered Nanobiomaterials for Inhibiting Tumor Growth by Maoquan Chu
English | PDF EPUB (True) | 2024 | 251 Pages | ISBN : 9819742196 | 126.2 MB
This book focuses on laser-triggered nanobiomaterials for tumor inhibition. In this book, magnetic iron oxide nanoparticle-mediated cancer PTT through intratumoral or/and intravenous injection is introduced first. The benefits of intratumoral injection and the main factors affecting the retention of materials and permeability in solid tumors have been discussed. Furthermore, an attempt has been made to explore the performance of magnetic iron oxide nanoparticles after intravenous injection for tumor-targeted PTT based on several strategies. The latter part probes the gaps to improve magnetic iron oxide nanoparticle-mediated PTT through intratumoral and intravenous injection modes. This book also includes discussion on drug-loaded magnetic nanocomposites, magnetic iron oxide/Au nanocomposites, and magnetic iron oxide/semiconductor nanocrystal nanocomposites for combination cancer therapy, and enhanced cancer PTT has also been included as an integral part. This book also summarizes the most investigated photothermal agents, including noble metal nanoparticles, especially gold nanostars, hollow mesoporous copper sulfide nanoparticles, carbon-based nanoparticles, especially carbon nanotubes and graphic carbon nanocages, black phosphorous nanosheets, conjugated polymer nanoparticles, and organic dye nanoparticles.
This book is useful for undergraduate and postgraduate students to better understand this research area. It may also provide useful information for technical nonspecialists whose background is in nanoscience and nanotechnology, biology, medicine, pharmacy, materials, chemistry, and physics.
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Lateinamerika im internationalen System: Zwischen Regionalismus und Globalisierung By Gerhard Drekonja-Kornat (auth.), Klaus Bodemer, Susanne Gratius (eds.)
2003 | 336 Pages | ISBN: 3810040258 | PDF | 8 MB
Der Sammelband stellt dar, wie sich die lateinamerikanischen Staaten bemühen, ihre außenpolitischen Konzepte und Strategien zu reformieren und sich im internationalen System neu zu positionieren. Mit dem Ende des Ost-West-Konflikts, der Rückkehr zur Demokratie und der forschreitenden Globalisierung sehen sich die lateinamerikanischen Staaten seit Beginn der 90er Jahre herausgefordert, ihre Außenpolitik veränderten Rahmenbedingungen anzupassen und sich im internationalen System neu zu positionieren. Sie tun dies auch mit verstärkten Integrationsbemühungen (Free Trade Area of Americas and Mercosur, Andengemeinschaft, zentralamerikanischer und karibischer Markt) z.T. in Gestalt eines "offenen Regionalismus" sowie einer verstärkten Diversifizierung ihrer Außenbeziehungen. Dabei lassen sich vor allem in den Beziehungen zu den USA und Europa, den traditionellen Partner Lateinamerikas, neue Akzente ausmachen.
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Le Geste et la Parole - tome 1: Technique et langage de André Leroi-Gourhan
Français | 30 mars 2022 | ISBN: 2226454373 | True EPUB | 400 pages | 9.8 MB
Après les deux volumes d'Evolution et Techniques (L'Homme et la Matière et Milieu et Techniques) qui donnaient le cadre systématique d'une étude générale des techniques, de la préhistoire au début de la période industrielle, André Leroi-Gourhan dans Le Geste et la Parole, dont Technique et langage est le premier volume, donne une synthèse sur le comportement matériel de l'homme.
Partant des observations de la neuro-physiologie, il montre que l'emploi simultané de la main et de la face mûrit dans le comportement d'un nombre important d'espèces depuis les origines. L'évolution du corps et du cerveau et celle des manifestations techniques et esthétiques permettent de dégager une véritable "paléontologie du langage". La notion zoologique du territoire est ensuite exploitée pour définir l'économie des sociétés de chasseurs-ramasseurs, les modalités de l'apparition de l'élevage et de l'agriculture, puis l'enchaînement des conséquences techno-économiques qui conduit aux techniques du feu (céramique, métallurgie), à la formation des classes sociales et au développement du dispositif urbain.
Technique, économie, langage se coordonnent ici depuis le plus lointain passé jusqu'à l'examen des chances biologiques de l'homme futur, dans la recherche d'une image totale du développement humain.
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Le Geste et la Parole - tome 2: La mémoire et les rythmes de André Leroi-Gourhan
Français | 30 mars 2022 | ISBN: 2226467815 | True EPUB | 368 pages | 2.7 MB
Prolongeant Technique et langage, premier volume du Geste et la Parole, dans une perspective sociologique et esthétique, André Leroi-Gourhan continue d'explorer sa vision biologique du phénomène social sous deux aspects, l'un consacré à la mémoire et au geste technique, l'autre au symbolisme des rythmes et des formes.
Dans une première partie, geste et mémoire sont considérés dans leur évolution, du silex taillé à la machine automatique, des recettes orales à la programmation électronique. La seconde partie débute par une "introduction à une paléontologie des symboles", où sont définis les rapports du comportement esthétique avec les attitudes de l'espèce et la personnalisation du groupe ethnique. L'auteur donne ici les éléments d'une analyse esthétique qui se développe progressivement des perceptions viscérales à l'art figuratif. D'une esthétique physiologique sans symbolisation, le lecteur passe à l'esthétique des formes fonctionnelles, puis aux "symboles de la société" où l'évolution spatio-temporelle du groupe aboutit à la domestication urbaine de l'espace et du temps.
Revenant sur le langage des formes dans lequel l'art figuratif est pris comme témoin d'une expression abstraite du langage, antécédente puis parallèle à l'écriture, l'auteur tire le bilan des libérations successives de l'espèce humaine, pour poser le problème de l'évolution technique comme substitut et prolongement de l'évolution biologique.
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Leadership Coaching with Horses; The Power of Psychometrics and Biofeedback
by Michele Damone
English | 2025 | ISBN: 1032683856 | 169 pages | True PDF EPUB | 7.78 MB
Leadership Coaching with Horses offers a transformative approach to leadership development, combining the intuitive power of equine-assisted learning with the precision of biometric technology and psychometric profiling. This book introduces a pioneering method that harnesses the unique sensitivities of horses alongside advanced biofeedback mechanisms like heart rate variability, providing a comprehensive pathway to enhance personal and professional growth. Delving into the synergistic relationship between humans and horses, this guide details how such interactions foster heightened self-awareness and emotional intelligence. It presents a structured framework for leadership sessions that merge feedback from horses with robust data from biometric and psychometric assessments, enabling a detailed exploration of leadership traits and behaviors and offering measurable outcomes for development. Distinguished by its novel integration of biometrics and psychometrics into leadership coaching with horses, this book is designed to deepen understanding and enable leaders to make real-time, impactful enhancements to their leadership styles. With practical applications, case studies, and a clear articulation of benefits, it is an essential resource for coaches, HR professionals and leaders seeking innovative, evidence-based tools for advancement.
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Leadership in the Era of AI: How to Grow Organizational Intelligence
by Salisbury, Mark
English | 2024 | ISBN: 1032820713 | 109 pages | True PDF EPUB | 8.34 MB
What will be the right place for humans in the new economy of AI, avatars, automation, and 3D virtual worlds? Our job will be to bring wisdom to our workplace and the marketplace, working with intelligent machines, and this book is the roadmap.
Though it addresses growing fears about the future of work, The Future of Leadership is about more than specific technologies. It's about building organizational intelligence (OI): the capability of an organization to comprehend and create knowledge relevant to its purpose. To increase organizational intelligence requires a new kind of knowledge worker―a wisdom worker―who requires a new kind of leadership. Written in an engaging business novel format, this book is the story of how to become a leader of wisdom workers and be successful in the emerging wisdom economy.
Seasoned and emerging leaders in all industries, as well as talent development professionals, will value this book's insights into how to step confidently into the developing work paradigm, bringing human values and wisdom together with the latest AI in the real and virtual worlds.
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Leading Maths: The essential guide for new and aspiring maths leaders by Peter Mattock
English | November 9th, 2023 | ISBN: 1785836978 | 160 pages | True EPUB | 0.50 MB
Leading maths at any school is a unique challenge. Being a 'core' subject comes with pressures not experienced in many other subject areas. In addition, the relatively abstract nature of the subject content, combined with the contrasting societal and parental attitudes to mathematics, can complicate communication and stifle progress. Most pupils and parents will recognise the importance of the subject but many feel it's fine to -not be good at maths. Leading a subject area in schools is often about managing what seem at face value to be contradictions, and nowhere is this truer than in leading maths.
Offering practical advice and guidance, Leading Mathsexplores how maths leaders can make the most of their role and shows them how to manage the daily pressures and demands that come with it. Backed up by specific examples from fifteen years of experience leading maths, Peter Mattock goes on to examine the more long-term, strategic view of maths leadership, including how leaders can work with their teams to develop high quality mathematics teaching and learning for all pupils.
The book also covers day-to-day issues that arise when leading maths, in particular results and accountability, as well as difficult situations more generally. Finally, it explores how to manage an inspection, developing improvement plans and the appraisal process, before touching on taking maths leadership beyond one specific school and into system leadership.
In addition to Peter's insight, Leading Mathsalso contains contributions from other experienced maths practitioners, including Becky Lawrence, Jemma Sherwood, Rhiannon Rainbow and Dave Tushingham. Becky examines some of the specific approaches to leading primary maths, whilst Jemma does the same from her perspective as a maths lead across a large multi-academy trust. Rhiannon and Dave then go on to discuss how to manage significant change from their experience of adapting curriculum and CPD during the COVID pandemic - including the beginnings of their (now famous) book club.
An essential guide for current, new, or aspiring maths leaders.
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Lean Information: Computergestützte Systeme in der mittelständischen Industrie By Britta Schulze-Wischeler (auth.)
1995 | 268 Pages | ISBN: 3409132589 | PDF | 9 MB
Die vorliegende Dissertation" Lean Information", Einsatz von computergestützten Systemen, wurde an meinem Lehrstuhl fur Betriebswirtschaftliche Investitions-und Produktions forschung an der Georg-August-Universität in Göttingen als externe Doktorarbeit verfaßt. Sie befaßt sich mit den möglichen Verarbeitungsformen der Flut von Daten, Nachrichten und Informationen. Die Untersuchungsrichtung strebt eine Gestaltung von Informationsprozessen und -systemen an, die eine Beschränkung auf wesentliche, notwendige oder nützliche Informationen ermöglicht und damit der Forderung nach" Lean Information" gerecht werden kann. Dabei wird die Arbeit in einen theoretischen Teil und einen empirischen Teil getrennt. Die Aufgabe des empirischen Teiles liegt in der Überprüfung, ob die Theorie grundsätzlich mit der Praxis übereinstimmt. Interessant im Rahmen dieser Arbeit ist auch die Behandlung der Frage, ob die Information einen Produktionsfaktor im Sinne Gutenbergs darstellt. Die vorliegende Arbeit untersucht Faktoren, die zur Beeinflussung des sinnvollen Umgangs mit der Information beitragen und auf die im Umgang mit Informationssystemen zu achten ist. Dabei werden sowohl organisatorische als auch personelle Aspekte behandelt. Veränderungen im Bereich des Personalmanagements, der Personalbeschaffung sowie der Personaleinfuhrung als auch das problembesetzte Gebiet der Personalfreisetzung kommen zur Sprache. Wirtschaftliche Faktoren, die Technik, strategische Elemente und rechtliche Fragestellungen werden erörtert, ohne daß damit eine juristische Arbeit entstünde.
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Learn Ansible: Automate your cloud infrastructure, security configuration, and application deployment with Ansible by Russ McKendrick
English | May 31, 2024 | ISBN: 1835088910 | 414 pages | PDF | 12 Mb
Learn how to write and run Ansible Playbooks, from the basics to launching complex multi-tier applications across public cloud platforms such as Amazon Web Services (AWS) and Microsoft Azure
Key FeaturesWrite roles to automate everything, from basic apps to the entire cloud infrastructureLeverage Ansible's module ecosystem to streamline tasks across cloud platforms, operating systems, and appsAdopt DevOps practices and integrate Ansible with CI/CD platforms to streamline automation workflowsBook Description
Are you tired of manually deploying and managing your infrastructure and looking for ways to streamline your deployments, introduce consistency and collaboration, and save time? If so, then Learn Ansible is for you. Written by a DevOps practitioner and system administrator with 30+ years of experience, this book will teach you how to automate repetitive tasks and effortlessly manage several resources from a single code base.
From installing Ansible and writing your first playbook to deploying multi-tier applications across different cloud platforms, this book will take you on an exciting learning journey. By learning the art of defining highly available cloud infrastructure using code, you'll find it easy to distribute configurations alongside your application. You'll explore Ansible Galaxy, learn about community-contributed Ansible roles, and discover how to create and share your own roles. Later, the book delves into the capabilities of Ansible AWX and integrating Ansible with your CI/CD pipelines, using Azure DevOps and GitHub Actions. With real-world examples and hands-on tutorials, you'll build a solid foundation to tackle any automation project.
By the end of this book, you'll be able to confidently implement Ansible in your environment and day-to-day workflows, taking your deployments to the next level.
What you will learnUnderstand how to install and configure Ansible on Linux, macOS, and WindowsWrite Ansible playbooks to automate system configuration and deploymentDeploy applications such as LAMP stacks and WordPress using AnsibleCreate reusable roles and use Ansible Galaxy for sharingAutomate infrastructure deployments on cloud platforms such as AWS and AzureExecute your Ansible playbooks with GitHub Actions and Azure DevOpsScan playbooks for security issues and secure systems using AnsibleCentralize and manage Ansible deployments using Ansible AWXWho this book is for
Learn Ansible is for system administrators, developers, and infrastructure engineers who want to implement infrastructure automation and configuration management using Ansible. The hands-on tutorials make this book ideal for both beginners as well as intermediate users looking to take their Ansible skills to the next level. Technology professionals working with public cloud platforms like AWS and Azure will also find valuable insights into automating deployments.
Table of ContentsInstalling and Running AnsibleExploring Ansible GalaxyThe Ansible CommandsDeploying a LAMP StackDeploying WordPressTargeting Multiple DistributionsAnsible Windows ModulesAnsible Network ModulesMoving to the CloudBuilding Out a Cloud NetworkHighly Available Cloud DeploymentsBuilding Out a VMware DeploymentScanning Your Ansible PlaybooksHardening Your Servers Using AnsibleUsing Ansible with GitHub Actions and Azure DevOpsIntroducing Ansible AWX and Red Hat Ansible Automation PlatformNext Steps with Ansible
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Learning IPython for Interactive Computing and Data Visualization: Learn IPython for interactive Python programming, high-performance numerical computing, and data visualization By Cyrille Rossant
2013 | 138 Pages | ISBN: 1782169938 | PDF | 3 MB
You already use Python as a scripting language, but did you know it is also increasingly used for scientific computing and data analysis? Interactive programming is essential in such exploratory tasks and IPython is the perfect tool for that. Once you've learnt it, you won't be able to live without it. Learning IPython for Interactive Computing and Data Visualization is a practical, hands-on, example-driven tutorial to considerably improve your productivity during interactive Python sessions, and shows you how to effectively use IPython for interactive computing and data analysis.
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John Lange, "Learning to be a Teacher"
English | ISBN: 1473960339 | 2017 | 248 pages | EPUB, PDF | 3 MB + 1186 KB
Being a successful teacher means constantly examining your own development to identify blind spots and ensure you engage on a meaningful level with teaching and learning. Learning to be a Teacher discusses theoretical and conceptual ideas, linked to direct strategies for the classroom, that guide students towards becoming proactive and effective learners, giving them the confidence to take charge of their professional future in teaching.
Built around a series of "contributing ideas," this book includes a conceptual framework for critically analyzing and thinking about the teaching and learning environment. Examples throughout explore how to make the most of professional learning opportunities so students can take personal control of their learning, through self-regulation and self-monitoring. Strategies for making practical use of these ideas for classroom planning and preparation for learning are also included.
Read more
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Leben ohne Fernsehen: Eine qualitative Nichtfernseherstudie By Peter Sicking (auth.)
1998 | 260 Pages | ISBN: 3824443058 | PDF | 11 MB
Was sind das für Menschen, die dem Fernsehen und seinen Angeboten den Rücken kehren? Warum spielt das Fernsehen in ihrem Leben keine Rolle? Womit beschäftigen sie sich, während ihre Mitmenschen vor dem Bildschirm sitzen? Diesen Fragen geht Peter Sicking in seiner qualitativen Nichtfernseherstudie auf der Basis aktueller Handlungs-, Lebenswelt- und Lebensstiltheorien nach. Als Resultat liegt nun erstmalig eine detaillierte Beschreibung der lebensweltlichen Wirklichkeit dieser "Antipoden der Fernsehgesellschaft" vor. Darüber hinaus entwickelt der Autor eine datengestützte Typologie, die einen differenzierten Blick auf die Nichtfernseher erlaubt und Rückschlüsse auf die gesellschaftliche Verteilung der unterschiedlichen Nichtfernseher zuläßt.
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Lebensstile und Nachhaltigkeit: Konzepte, Befunde und Potentiale By Dieter Rink (auth.), Dieter Rink (eds.)
2002 | 265 Pages | ISBN: 3810031127 | PDF | 6 MB
Der Band bietet eine erste Bestandsaufnahme der ökologischen Lebensstilforschung und eine Diskussion von Lebensstilkonzepten aus unterschiedlichen Perspektiven der Nachhaltigkeitsforschung.
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Lehrbuch der Quantitativen Analyse: Mit einem Vorwort von Gerhard Werner By Daniel C. Harris (auth.)
1998 | 1189 Pages | ISBN: 3663106411 | PDF | 53 MB
Dieses aufwendige, zweifarbig gestaltete Lehrbuch bietet eine didaktisch hervorragende und umfassende Einführung in die moderne chemische Labor-Analytik. Es führt nicht nur geschickt in die gesamten theoretischen Grundlagen ein, sondern stellt immer wieder die Bezüge zur Anwendung im Labor her. Die besondere Verantwortung der Analytik in Chemie-, Bio- und Umweltwissenschaften und die Freude des Autors am Thema werden rasch deutlich. Jedes Kapitel beginnt mit einem kurzen praktischen Bezug, der als "Appetithappen" für das Folgende verstanden werden kann. In den Kapiteln fallen neben flüssig geschriebenen Texten und anschaulichen Graphiken vor allem Boxen mit interessanten Anwendungsbeispielen, kurzen Versuchsbeschreibungen, zusammenfassenden Abschnitten zur Rekapitulation des Gelernten und unzähligen Übungen mit teils ausführlichen, teils knappen Antworten auf. Alle modernen Techniken finden Erwähnung, auch auf die Datenverarbeitung in Form der Tabellenkalkulation wird eingegangen. Dieser amerikanische Klassiker hat auch schon in Deutschland seine Freunde gefunden und kann zum unentbehrlichen Werkzeug der analytischen Ausbildung werden.
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Let It Settle: Daily Habits to Move You From Chaos to Calm by Michael Galyon
English | September 24th, 2024 | ISBN: 1394196148 | 256 pages | True EPUB | 0.28 MB
A safe place of calm, reflection, and healing as you navigate through life's challenges and find your way home to yourself.
In Let It Settle, veteran professional coach and mindfulness leader Michael Galyon delivers a calm space you can call upon when faced with moments of unrest and overwhelm. The book offers insights into your experiences and emotions that confirm you do not face life alone and provides you with tools and guided meditations you can use to navigate through your experiences to a centered space from which healing is possible.
In the book, you'll find a series of consequential moments that commonly induce stress, worry, overwhelm, anxiety, and fear. Each section highlights a step on the path from unsettled to settled-like finding calm, coming home to yourself, and honoring connection-and walks you through the mindfulness-based tools, daily habits, and guided meditations that will help move you through life's most challenging moments and take you from chaos to calm.
You'll also find:
* Experiential learning techniques that rely on proven methods you can put into daily practice
* A safe space you can go when the time is right for you to begin addressing the issues affecting you
* A source of validation that confirms the value of your emotions and experiences
An effective and hands-on resource for busy professionals, academics, students, athletes, and anyone else doing their best to confront the challenges life constantly throws at us, Let It Settle is an extraordinary ally in the quest to see clearly and determine with confidence your next best step.
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Gerard Shannon, "Liam Lynch: To Declare a Republic"
English | ISBN: 1788558219 | 2023 | 352 pages | EPUB | 3 MB
The first comprehensive biography of one of Irish history' s most monumental figures in almost four decades. Publishing in advance of the centenary of his death, aged just 30, in April 1923. Written by celebrated Irish historian with a strong online reach.
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Henry Daniel, "Liber Uricrisiarum: A Reading Edition"
English | ISBN: 1487506015 | 2020 | 532 pages | PDF | 7 MB
Henry Daniel's Liber Uricrisiarum is the earliest known work of academic medicine written in Middle English, presented here for the first time in a complete edition. Working in the late 1370s, Daniel combined authoritative medicine from written sources with his own personal experience, creating a text that stands out for its linguistic originality, intellectual scope, and wide circulation. Extant in over three dozen manuscript witnesses and two early modern print copies, Liber Uricrisiarum describes medieval humoral theory, anatomy, physiology, disease, medical astronomy, reproductive processes, and more, all within the broader context of uroscopic diagnosis.
The introduction situates the text and its author in their medical, intellectual, linguistic, and bibliographic contexts, outlining the uroscopic tradition to which Daniel contributes, and describing the relationships among the many manuscripts containing the
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