A Practitioner's Approach to Problem-Solving using AI PDF Download
Are you looking for read ebook online? Search for your book and save it on your Kindle device, PC, phones or tablets. Download A Practitioner's Approach to Problem-Solving using AI PDF full book. Access full book title A Practitioner's Approach to Problem-Solving using AI by Satvik Vats. Download full books in PDF and EPUB format.
Author: Satvik Vats
Publisher: Bentham Science Publishers
ISBN: 9815305379
Category : Computers
Languages : en
Pages : 303
Get Book Here
Book Description
This book demonstrates several use cases of how artificial intelligence (AI) and machine learning (ML) are revolutionizing problem-solving across various industries. The book presents 18 edited chapters beginning with the latest advancements in human-AI interactions and neuromorphic computing, setting the stage for practical applications. Chapters focus on AI and ML applications such as fingerprint recognition, glaucoma detection, and lung cancer identification using image processing. The book also explores the role of AI in professional operations such as UX design, event detection, and content analysis. Additionally, the book includes content that examines AI's impact on technical operations wireless communication, VLSI systems, and advanced manufacturing processes. Each chapter contains summaries and references for addressing the needs of beginner and advanced readers. This comprehensive guide is an essential resource for anyone seeking to understand AI's transformative role in modern problem-solving in professional industries.
Author: Satvik Vats
Publisher: Bentham Science Publishers
ISBN: 9815305379
Category : Computers
Languages : en
Pages : 303
Get Book Here
Book Description
This book demonstrates several use cases of how artificial intelligence (AI) and machine learning (ML) are revolutionizing problem-solving across various industries. The book presents 18 edited chapters beginning with the latest advancements in human-AI interactions and neuromorphic computing, setting the stage for practical applications. Chapters focus on AI and ML applications such as fingerprint recognition, glaucoma detection, and lung cancer identification using image processing. The book also explores the role of AI in professional operations such as UX design, event detection, and content analysis. Additionally, the book includes content that examines AI's impact on technical operations wireless communication, VLSI systems, and advanced manufacturing processes. Each chapter contains summaries and references for addressing the needs of beginner and advanced readers. This comprehensive guide is an essential resource for anyone seeking to understand AI's transformative role in modern problem-solving in professional industries.
Author: Vlahavas, Ioannis
Publisher: IGI Global
ISBN: 1599047071
Category : Education
Languages : en
Pages : 388
Get Book Here
Book Description
One of the most important functions of artificial intelligence, automated problem solving, consists mainly of the development of software systems designed to find solutions to problems. These systems utilize a search space and algorithms in order to reach a solution. Artificial Intelligence for Advanced Problem Solving Techniques offers scholars and practitioners cutting-edge research on algorithms and techniques such as search, domain independent heuristics, scheduling, constraint satisfaction, optimization, configuration, and planning, and highlights the relationship between the search categories and the various ways a specific application can be modeled and solved using advanced problem solving techniques.
Author: Josh Patterson
Publisher: "O'Reilly Media, Inc."
ISBN: 1491914211
Category : Computers
Languages : en
Pages : 550
Get Book Here
Book Description
Although interest in machine learning has reached a high point, lofty expectations often scuttle projects before they get very far. How can machine learning—especially deep neural networks—make a real difference in your organization? This hands-on guide not only provides the most practical information available on the subject, but also helps you get started building efficient deep learning networks. Authors Adam Gibson and Josh Patterson provide theory on deep learning before introducing their open-source Deeplearning4j (DL4J) library for developing production-class workflows. Through real-world examples, you’ll learn methods and strategies for training deep network architectures and running deep learning workflows on Spark and Hadoop with DL4J. Dive into machine learning concepts in general, as well as deep learning in particular Understand how deep networks evolved from neural network fundamentals Explore the major deep network architectures, including Convolutional and Recurrent Learn how to map specific deep networks to the right problem Walk through the fundamentals of tuning general neural networks and specific deep network architectures Use vectorization techniques for different data types with DataVec, DL4J’s workflow tool Learn how to use DL4J natively on Spark and Hadoop
Author: David Blockley
Publisher: World Scientific
ISBN: 1786347644
Category : Technology & Engineering
Languages : en
Pages : 330
Get Book Here
Book Description
The book is about bridging the huge gaps between what engineers know, what they do and why things go wrong. It puts engineering into a wider perspective so readers can see how it relates to other disciplines — especially science and technology. Many intellectuals have dismissed engineering as 'applied science', but this book shows how wrong it is to do so — engineers apply science, but their purpose is quite different.It takes the reader on a learning journey of reflections on the gaps between theory and practice in professional life — not just in engineering but across all disciplines. The learning is summarized through 20 learning points or lessons, each one placed in context. Some of the important lessons are about learning from failure, joining-up theory and practice, understanding process, classifying uncertainty, managing risks, finding resilience, thinking systems to improve performance and nurturing practical wisdom.
Author: Donald Tveter
Publisher: Wiley-IEEE Computer Society Press
ISBN:
Category : Computers
Languages : en
Pages : 392
Get Book Here
Book Description
This book pays extra attention to the new ideas in AI: neural networking, case based reasoning, and memory based reasoning, while including the important aspects of traditional symbol processing AI. As much as possible, these methods are compared with each other so that the reader will see the advantages and disadvantages of each method. Second, the new and traditional methods are presented as different ways of doing pattern recognition, giving unity to the subject matter. Third, rather than treating AI as just a collection of advanced algorithms, it also looks at the problems involved in producing the kind of general purpose intelligence found in human beings who have to deal with the real world.
Author: Dr Gwilym Wyn Roberts
Publisher: M&K Update Ltd
ISBN: 1907830936
Category : Medical
Languages : en
Pages : 149
Get Book Here
Book Description
Written by a leading healthcare academic and an accredited international business coach, this book takes a new approach to one of the most crucial issues in healthcare – how to care for patients appreciatively, responsively and compassionately. In the light of the findings of the Francis Report (2013), and at a time when healthcare services are under enormous pressure, there is a clear and urgent need for such a book. Despite the challenges of ill health, the authors demonstrate that the opportunity is there for any healthcare practitioner to draw out what the patient needs and desires, in line with the patient’s own values, purposes and beliefs. This approach seeks to alleviate suffering and allows the patient to be more empowered and motivated to change, discovering choice and possibility in times of adversity. In this way, the practitioner can help the patient increase their own resilience and resourcefulness. At the same time, the practitioner discovers their own ability to self-care and self-manage. Aimed at healthcare students and practitioners at all levels, Appreciative Healthcare Practice will provide a valuable and supportive learning resource for a wide range of individuals involved in caring. Contents include: Introduction Carers’ stories Compassionate and dignified care Professionalism – on becoming a professional Applying appreciative inquiry in practice and education Creativity and care Applying the three-eye model to healthcare Mindful healthcare practice The appreciative care worker and coach
Author: R. Warren Flint
Publisher: Springer Science & Business Media
ISBN: 1461450993
Category : Technology & Engineering
Languages : en
Pages : 477
Get Book Here
Book Description
Ordinary people, community leaders, and even organizations and corporations still do not fully comprehend the interconnected, “big picture” dynamics of sustainability theory and action. In exploring means to become more sustainable, individuals and groups need a reference in which to frame discussions so they will be relevant, educational, and successful when implemented. This book puts ideas on sustainable communities into a conceptual framework that will promote striking, transformational effects on decision-making. In this book practitioners and community leaders will find effective, comprehensive tools and resources at their finger-tips to facilitate sustainable community development (SCD). The book content examines a diverse range of SCD methods; assessing community needs and resources; creating community visions; promoting stakeholder interest and participation; analyzing community problems; designing and facilitating strategic planning; carrying out interventions to improve
Author: Teena Clouston
Publisher: John Wiley & Sons
ISBN: 1405180560
Category : Health & Fitness
Languages : en
Pages : 230
Get Book Here
Book Description
Problem Based Learning in Health and Social Care offers a practical insight into the opportunities, benefits and challenges of using problem based learning (PBL) in health and social care education and also student directed learning (SDL) as a learning and teaching tool. It represents a collection of practical and emerging concepts in terms of how to do PBL and SDL and considers the practical barriers and solutions, challenges to self awareness and finally future potentialities and directions for learning.
Author: Scott G. Isaksen
Publisher: SAGE
ISBN: 1412977738
Category : Business & Economics
Languages : en
Pages : 321
Get Book Here
Book Description
Creative Approaches to Problem Solving (CAPS) is a comprehensive text covering the well-known, cited, and used system for problem solving and creativity known as Creative Problem Solving (CPS). CPS is a flexible system used to help individuals and groups solve problems, manage change, and deliver innovation. It provides a framework, language, guidelines, and set of easy-to-use tools for understanding challenges, generating ideas and transforming promising ideas into action. Features and Benefits: - Specific objectives in each chapter for the reader - This provides a clear focus for instruction or independent learning - Practical case study introduced in the beginning of each chapter and then completed as a "rest of the story" toward the end of the chapter - This feature provides an application anchor for the reader - Upgraded mix of graphics - These updated and refreshed graphics include tables, figures, and illustrative images that are designed to provide "pictures" to go along with the word. The aim has been to aid attention, retention, and practical application - Enhanced emphasis on flexible, dynamic process-- Enables users to select and apply CPS tools, components, and stages in a meaningful way that meets their actual needs - A framework for problem solving that has been tested and applied across ages, settings, and cultures-- Readers can apply a common approach to process across many traditional "boundaries" that have limited effectives. Creative Approaches to Problem Solving has been (and continues to be) used as a core text for faculty who are teaching courses in Creative Problem Solving or Creativity and Innovation as part of an MBA program, or in Education, a course on Creativity (often as a component of certification or endorsement requirements in gifted education). It is also used as a core text for those enrolled in professional development, continuing education, or executive education programmes.
Author: Christoffer Noring
Publisher: Packt Publishing Ltd
ISBN: 1835083897
Category : Computers
Languages : en
Pages : 603
Get Book Here
Book Description
Speed up your development processes and improve your productivity by writing practical and relevant prompts to build web applications and Machine Learning (ML) models Purchase of the print or Kindle book includes a free PDF copy Key Features Utilize prompts to enhance frontend and backend web development Develop prompt strategies to build robust machine learning models Use GitHub Copilot for data exploration, maintaining existing code bases, and augmenting ML models into web applications Book DescriptionAI-Assisted Programming for Web and Machine Learning shows you how to build applications and machine learning models and automate repetitive tasks. Part 1 focuses on coding, from building a user interface to the backend. You’ll use prompts to create the appearance of an app using HTML, styling with CSS, adding behavior with JavaScript, and working with multiple viewports. Next, you’ll build a web API with Python and Flask and refactor the code to improve code readability. Part 1 ends with using GitHub Copilot to improve the maintainability and performance of existing code. Part 2 provides a prompting toolkit for data science from data checking (inspecting data and creating distribution graphs and correlation matrices) to building and optimizing a neural network. You’ll use different prompt strategies for data preprocessing, feature engineering, model selection, training, hyperparameter optimization, and model evaluation for various machine learning models and use cases. The book closes with chapters on advanced techniques on GitHub Copilot and software agents. There are tips on code generation, debugging, and troubleshooting code. You’ll see how simpler and AI-powered agents work and discover tool calling.What you will learn Speed up your coding and machine learning workflows with GitHub Copilot and ChatGPT Use an AI-assisted approach across the development lifecycle Implement prompt engineering techniques in the data science lifecycle Develop the frontend and backend of a web application with AI assistance Build machine learning models with GitHub Copilot and ChatGPT Refactor code and fix faults for better efficiency and readability Improve your codebase with rich documentation and enhanced workflows Who this book is for Experienced developers new to GitHub Copilot and ChatGPT can discover the best strategies to improve productivity and deliver projects quicker than traditional methods. This book is ideal for software engineers working on web or machine learning projects. It is also a useful resource for web developers, data scientists, and analysts who want to improve their efficiency with the help of prompting. This book does not teach web development or how different machine learning models work.
