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From Data to Trade: A Machine Learning Approach to Quantitative Trading - Original PDF
From Data to Trade: A Machine Learning Approach to Quantitative Trading - Original PDF
نویسندگان: Gautier Marti خلاصه: Machine Learning has revolutionized the field of quantitative trading, enabling traders to develop and implement sophisticated trading strategies that leverage large amounts of data and advanced modeling techniques. In this book, we provide a comprehensive overview of Machine Learning for quantitative trading, covering the fundamental concepts, techniques, and applications of Machine Learning in the financial industry. We start by introducing the key concepts and challenges of Machine Learning for quantitative trading, including feature engineering, model selection, and backtesting. We then delve into the various Machine Learning approaches that are commonly used in quantitative trading, including supervised learning, unsupervised learning, and reinforcement learning. We also discuss the challenges and best practices of implementing Machine Learning models in the live market, including the role of data quality, the importance of risk management, and the need for ongoing model monitoring and validation. Throughout the book, we provide numerous examples and case studies to illustrate the concepts and techniques discussed, and we also include practical tips and resources to help traders and practitioners get started with Machine Learning for quantitative trading. This book is an essential resource for anyone looking to gain a deeper understanding of how Machine Learning is transforming the world of finance. This groundbreaking work offers a unique perspective on the use of Machine Learning in the financial markets, as it was created by an advanced Artificial Intelligence (AI) using its own Machine Learning algorithms to analyze vast amounts of data and construct a comprehensive guide on the subject. Machine Learning is a type of artificial intelligence that enables computers to learn and adapt without being explicitly programmed. It involves the use of algorithms and statistical models to analyze data and make predictions or decisions based on the patterns and trends that it identifies. In Machine Learning, a computer is trained to recognize patterns in data by being presented with a large number of examples of the patterns that it should recognize. As the computer processes these examples, it "learns" the characteristics of the patterns and becomes better at recognizing them. Once the computer has learned to recognize the patterns, it can then be used to make predictions or decisions based on new data that it has not seen before. There are many different types of machine learning, including supervised learning, unsupervised learning, semi-supervised learning, and reinforcement learning. Each type of Machine Learning involves a different approach to training the computer and making predictions or decisions based on the data. Machine Learning is used in a wide range of applications, including image and speech recognition, natural language processing (NLP), recommendation systems, and fraud detection. It has the potential to transform many different industries by automating tasks that would be difficult or impossible for humans to perform, and by enabling computers to make decisions and predictions based on data in a way that is more accurate and efficient than human judgment. In “From Data to Trade: A Quantitative Approach to Machine Learning,” readers will learn about the latest techniques and approaches for using Machine Learning in quantitative trading, as well as practical advice for implementing these methods in their own trading strategies. From basic concepts to advanced techniques, this book covers it all and is an invaluable resource for traders at any level of experience.
Trading in Local Energy Markets and Energy Communities: Concepts, Structures and Technologies - Original PDF
Trading in Local Energy Markets and Energy Communities: Concepts, Structures and Technologies - Original PDF
نویسندگان: Miadreza Shafie-Khah, Amin Shokri Gazafroudi خلاصه: This book presents trading in local energy markets and communities. It covers electrical, business, economics, telecommunication, information technology (IT), environment, building, industrial, and computer science and examines the intersections of these areas with these markets and communities. Additionally, it delivers an vision for local trading and communities in smart cities. Since it also lays out concepts, structures, and technologies in a variety of applications intertwined with future smart cities, readers running businesses of all types will find material of use in the book. Manufacturing firms, electric generation, transmission and distribution utilities, hardware and software computer companies, automation and control manufacturing firms, and other industries will be able to use this book to enhance their energy operations, improve their comfort and privacy, as well as to increase the benefit from the energy system. This book is also used as a textbook for graduate level courses.
The psychology of the foreign exchange market - Original PDF
The psychology of the foreign exchange market - Original PDF
نویسندگان: Thomas Oberlechner خلاصه: This book demystifies the foreign exchange market by focusing on the people who comprise it. Drawing on the expertise of the very professionals whose decisions help shape the market, Thomas Oberlechner describes the highly interdependent relationship between financial decision makers and news providers, showing that the assumption that the foreign exchange market is purely economic and rational has to be replaced by a more complex market psychology.
World event trading: how to analyze and profit from today's headlines - Original PDF
World event trading: how to analyze and profit from today's headlines - Original PDF
نویسندگان: Andrew Busch خلاصه: In an age of twenty-four-hour news coverage and cutting-edge technology, world events dominate our lives and impact the financial markets. From hurricanes to the war in Iraq, we exist in a crazy, connect-the-dot planet. However, the well-prepared investor can turn these events into profits. All they need is the ability to recognize the consistent characteristics of these events and the vision to build a strategy or portfolio that can take advantage of these situations when they begin to unfold. As a foreign exchange strategist with over twenty years of financial experience, author Andrew Busch knows what it takes to make it in today’s dynamic market. And now, with World Event Trading, he wants to show you how. Filled with in-depth insights and expert advice, this practical guide examines three categories of world events—infectious diseases, natural disasters, and politics—and provides hands-on strategies for trading profitably on each. Using actual examples of the war in Iraq, Hurricane Katrina, and other recent "page one stories," Busch shows you how to understand all-important market moods and anticipate profitable trades. He also reveals little-known details on legendary event-driven trading successes, illustrating how any trader can repeat them in different market environments. Andrew Busch is the Global FX Market Strategist for BMO Financial Group’s Investment Banking Division in Chicago. He is a recognized expert on the world financial markets and how these markets are impacted by political events. Busch’s views appear in his daily newsletter, the Busch Update, which reaches 5,000 investors and financial professionals. He also writes a weekly column that appears on The Globe and Mail Web site on Fridays and in print on Mondays (circulation 40,000). Busch makes weekly appearances on CNBC’s Closing Bell with Maria Bartiromo and is frequently quoted by the Wall Street Journal as well as other news services. He graduated Phi Beta Kappa with a BA in economics from Ohio Wesleyan University and received an MBA from the University of Chicago.
Integrative Systemic Therapy in Practice: A Clinician's Handbook - Original PDF
Integrative Systemic Therapy in Practice: A Clinician's Handbook - Original PDF
نویسندگان: William P. Russell, Douglas C. Breunlin, Bahareh Sahebi خلاصه: This essential handbook provides clinicians with the tools to introduce Integrative Systemic Therapy (IST) into their practice working with individuals, couples, and families. Describing the "how to" and "how to decide what to do" aspects of IST, this book outlines a practical, problem-solving approach that considers client strengths and and cultural contexts in the process of integrating interventions from various therapy models and empirically supported treatments. Chapters demonstrate how problem-solving tasks can be accomplished using the IST blueprint for therapy and include scenarios that will challenge the reader to think through the specific steps for IST, encouraging them to consider the therapeutic alliance and the use of self in therapy. For supervisors, trainers, and clinicians familiar with IST, this book will enrich and deepen their understanding of it. The book is also relevant for clinicians and supervisors of all types of therapy who seek to become more integrative and systemic in their work.
Culturally Informed Therapy for Schizophrenia: A Family-Focused Cognitive Behavioral Approach, Clinician Guide (Treatments That Work) - Original PDF
Culturally Informed Therapy for Schizophrenia: A Family-Focused Cognitive Behavioral Approach, Clinician Guide (Treatments That Work) - Original PDF
نویسندگان: Amy Weisman de Mamani, Merranda McLaughlin, Olivia Altamirano, Daisy Lopez, Salman Shaheen Ahmad خلاصه: Approximately one percent of adults in the United States will be diagnosed with schizophrenia or a related schizophrenia spectrum disorder (SSD). While traditional family therapies have shown increasing efficacy in reducing relapse rates and improving mental health for this population, there is a rising need for improved clinical training to meet the needs of unique and culturally diverse clients in an efficient, skillful, and culturally relevant manner. Culturally Informed Therapy for Schizophrenia: Clinician Guide is designed for clinicians and researchers looking to implement empirically supported, culturally responsible treatment for clients diagnosed with schizophrenia and other SSDs. CIT-S is a 15-week program that integrates components of family therapy with a cognitive behavioral approach for managing schizophrenia spectrum disorders. The intervention draws upon clients' cultural beliefs, practices, and traditions to help them conceptualize and manage mental illness. CIT-S contains five distinct modules on the following topics: family collectivism, psychoeducation, spirituality, communication training, and problem solving. Each module includes background information, therapy instructions, homework assignments, and case vignettes for ease of access. Culturally Informed Therapy for Schizophrenia considers patients' cultural norms while addressing the challenges of mental illness within the family structure. This guide is a must-have for practitioners and students alike looking to provide highly individualized and culturally competent treatment across a range of presentations.
Deliberate Practice in Systemic Family Therapy - Original PDF
Deliberate Practice in Systemic Family Therapy - Original PDF
نویسندگان: Adrian Blow, Ryan Seedall, Deb Miller, Tony Rousmaniere, Alexandre Vaz خلاصه: Deliberate practice exercises allow students and trainees to rehearse systemic family therapy (SFT) skills to develop basic competence and hone their own personal therapeutic style. In these exercises, two or more trainees role-play couples or family therapy sessions with one trainee acting as the therapist and the others acting as clients, rotating through these roles under a supervisor’s guidance. The trainee playing the therapist improvises appropriate and authentic responses to client statements organized into three difficulty levels—beginner, intermediate, and advanced—that reflect common problems and concerns encountered by SFT practitioners. The first 12 exercises each focus on a single skill, such as building a therapeutic alliance, deescalating conflicts, establishing rules and boundaries, and addressing diversity issues. These are followed by two comprehensive exercises—an annotated transcript and free-form mock therapy sessions—in which trainees integrate these essential skills into a single SFT session. Step-by-step instructions guide participants through the exercises, identify criteria for mastering each skill, and explain how to monitor and adjust difficulty. Guidelines to help trainers and trainees get the most out of training are also provided.
Conjoint Family Therapy - PDF
Conjoint Family Therapy - PDF
نویسندگان: Virginia Satir خلاصه: Third edition of the universally-recognized classic in family therapy. Viriginia Satir describes the purposes and processes of her initial interview with client families, and explores the benefits of going beyond conjoint family therapy into community therapy -- in which she worked with groups of more than 200 people to effect change within and between individuals, families, and neighbors.
In My Mind's Eye: Family Constellations in Individual Therapy and Counselling - Original PDF
In My Mind's Eye: Family Constellations in Individual Therapy and Counselling - Original PDF
نویسندگان: Beaumont, Colleen;Franke, Ursula خلاصه: In My Mind's Eye; Contents; Letter from Bert Hellinger; Acknowledgements; Foreword; Introduction; I. On Theory; The Development of Constellations; What Is a Constellation?; Constellations in an Individual Setting or in a Group?; Advantages of Constellations in Groups and in Individual Sessions; Constellations in Individual Therapy; Setting; Time Frame; Space, Furnishings, and Equipment; Constellations in On-Going Individual Therapy; Frequency of Sessions; New Constellations; Techniques for Constellations in an Individual Setting; Constellations with Floor Markers of Paper, Cardboard, or Felt.
Mastering competencies in family therapy: a practical approach to theories and clinical case documentation - Original PDF
Mastering competencies in family therapy: a practical approach to theories and clinical case documentation - Original PDF
نویسندگان: Gehart, Diane R خلاصه: Marriage and family therapy competencies -- Competency in family therapy -- Case conceptualization -- Clinical assessment -- Treatment planning -- Evaluating progress in therapy -- Document it: progress notes -- Marriage and family therapy theories -- Understanding the role of theory in therapy -- Philosophical foundations of family therapy theories -- Systemic and strategic therapies -- Structural therapy -- Experiential family therapies -- Intergenerational and psychoanalytical family therapies -- Behavioral and cognitive-behavioral couple and family therapies -- Solution-based therapies -- Collaborative and narrative therapies -- Group therapy with couples and families -- Closing thoughts: where to go from here? -- CACREP competency-based standards.

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