Machine Learning for Financial Risk Management with Python

Designed as a textbook for a one or two-term introduction to mathematical statistics for students training to become data scientists, Foundations of Statistics for Data Scientists: With R and Python is an in-depth presentation of the topics in statistical science with which any data scientist should be familiar, including probability distributions, descriptive and inferential statistical methods, and linear modelling. The book assumes knowledge of basic calculus, so the presentation can focus on 'why it works' as well as 'how to do it.' Compared to traditional "mathematical statistics" textbooks, however, the book has less emphasis on probability theory and more emphasis on using software to implement statistical methods and to conduct simulations to illustrate key concepts. All statistical analyses in the book use R software, with an appendix showing the same analyses with Python.The book also introduces modern topics that do not normally appear in mathematical statistics texts but ar

The second edition of this easy-to-understand pocket guide remains an invaluable tool for students, assistant practitioners and radiographers. Providing an accessible introduction to the subject in a reader-friendly format, it includes diagrams and photographs to support the text. Each chapter provides clear learning objectives and a series of MCQs to test reader assimilation of the material.The book opens with overviews of image production, basic mathematics and imaging physics, followed by detailed chapters on the physics relevant to producing diagnostic images using X-rays and digital technologies. The content has been updated throughout and includes a new chapter on CT imaging and additional material on radioactivity, dosimetry, and imaging display and manipulation. Clark's Essential Physics in Imaging for Radiographers supports students in demonstrating an understanding of the fundamental definitions of physics applied to radiography ...all you need to know to pass your exams!

Artificial intelligence (AI) stands out as a transformational technology of the digital age. Its practical applications are growing very rapidly. One of the chief reasons AI applications are attaining prominence, is in its design to learn continuously, from real-world use and experience, and its capability to improve its performance.It is no wonder that the applications of AI span from complex high-technology equipment manufacturing to personalized exclusive recommendations to end-users. Many deployments of AI software, given its continuous learning need, require computation platforms that are resource intense, and have sustained connectivity and perpetual power through central electrical grid. In order to harvest the benefits of AI revolution to all of humanity, traditional AI software development paradigms must be upgraded to function effectively in environments that have resource constraints, small form factor computational devices with limited power, devices with intermittent or no

Drawing on the Homeric epics, this multidisciplinary work reveals the cultural transformations which need to take place in order to transition from today's modern extractive agricultural system to a sustainable natural-systems agriculture. In order to provide an imaginative foundation on which to build such a cultural transformation, the author draws on the oldest and most pervasive pair of literary works in the Western canon: the Iliad and the Odyssey. He uses themes from those foundational literary works to critique the concept of state sovereignty and to explain how innovative federalism structures around the world already show momentum building toward changes in global environmental governance.The book proposes a dramatic expansion on those innovations, to create eco-states responsible for agroecological management. Drawing from many years of experience in international institutions, the author proposes a system of coordination by which an international agroecology-focused organiza

Solution-Focused Play Therapy is an essential text that blends the process of play therapy with solution-focused therapy. With a focus on child strengths and resources, this book identifies key concepts and principles in solution-focused play therapy (SFPT). The author provides neurobiological and developmental support for SFPT and guidance on how practitioners can transition from using a non-directive approach to a more directive and activity-based approach based on the developmental needs of the child.Chapters describe the 12 basic skills needed for employing this approach with children of all ages and their families. Harnessing a strengths-oriented approach, the author presents expressive ways to use key SFPT techniques, including the miracle question, scaling, finding exceptions, and end-of-session feedback. Clinicians will come away from the book with a suite of interventions, strategies, handouts, and forms that can be employed with children of all ages and their families, from s

The COVID-19 pandemic has affected the entire world in an unprecedented way and this book provides an overview of the historical facts as well as ongoing approaches to tackle the COVID-19 pandemic. Experts of the respective domains provide details on anti-SARS-COV-2 drug strategies, including repurposing drugs used for other indications and development of novel drugs looking at different approaches to target virus entry and replication. COVID-19 vaccine development based on inactivated and attenuated live virus, protein subunit and peptide-based vaccines and utilization of vaccine candidates based on viral vectors, DNA and RNA are presented for both preclinical studies and clinical trials.Key Features* Explains the background of the COVID-19 pandemic, the current progress in the development of treatments and prevention of COVID-19 including future aspects of dealing with pandemics. * Serves as a timely repository of knowledge on COVID-19 for researchers and medical professionals engage

Surfactant research explores the forces responsible for surfactant assembly and the critical industrial, medical, and personal applications, including viscosity control, microelectronics, drug stabilization, drug delivery, cosmetics, enhanced oil recovery, and foods. Surfactant Science and Technology: Retrospects and Prospects, "a Festschrift in honor of Dr. Kash Mittal," provides a broad perspective with chapters contributed by leaders in the fields of surfactant-based physical, organic, and materials chemistries.Many of the authors participated in a special symposium in Melbourne, Australia, honoring Kash Mittal's 100th edited book at the 18th Surfactants in Solution (SIS) meeting. Each chapter provides an overview of a specific research area, with discussions on past, present, and future directions. The book is divided into six parts.Part I reviews the evolution of theoretical models for surfactant self-assembly, and introduces a model for interpreting ion-specific effects on aggreg