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Some Defaults Are Deeper Than Others
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Book Synopsis Practical Deep Learning by : Ronald T. Kneusel
Download or read book Practical Deep Learning written by Ronald T. Kneusel and published by No Starch Press. This book was released on 2021-03-16 with total page 463 pages. Available in PDF, EPUB and Kindle. Book excerpt: Practical Deep Learning teaches total beginners how to build the datasets and models needed to train neural networks for your own DL projects. If you’ve been curious about machine learning but didn’t know where to start, this is the book you’ve been waiting for. Focusing on the subfield of machine learning known as deep learning, it explains core concepts and gives you the foundation you need to start building your own models. Rather than simply outlining recipes for using existing toolkits, Practical Deep Learning teaches you the why of deep learning and will inspire you to explore further. All you need is basic familiarity with computer programming and high school math—the book will cover the rest. After an introduction to Python, you’ll move through key topics like how to build a good training dataset, work with the scikit-learn and Keras libraries, and evaluate your models’ performance. You’ll also learn: How to use classic machine learning models like k-Nearest Neighbors, Random Forests, and Support Vector Machines How neural networks work and how they’re trained How to use convolutional neural networks How to develop a successful deep learning model from scratch You’ll conduct experiments along the way, building to a final case study that incorporates everything you’ve learned. The perfect introduction to this dynamic, ever-expanding field, Practical Deep Learning will give you the skills and confidence to dive into your own machine learning projects.
Book Synopsis A Dictionary of the English Language by : Samuel Johnson
Download or read book A Dictionary of the English Language written by Samuel Johnson and published by . This book was released on 1832 with total page 1118 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Some Defaults are Deeper Than Others by : Robert Kelly
Download or read book Some Defaults are Deeper Than Others written by Robert Kelly and published by . This book was released on 2015 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book People in Systems written by Gerard Egan and published by Thomson Brooks/Cole. This book was released on 1979 with total page 232 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis DEFAULT LOAN PREDICTION BASED ON CUSTOMER BEHAVIOR Using Machine Learning and Deep Learning with Python by : Vivian Siahaan
Download or read book DEFAULT LOAN PREDICTION BASED ON CUSTOMER BEHAVIOR Using Machine Learning and Deep Learning with Python written by Vivian Siahaan and published by BALIGE PUBLISHING. This book was released on 2023-07-13 with total page 242 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this project, we aim to predict the risk of defaulting on a loan based on customer behavior using machine learning and deep learning techniques. We start by exploring the dataset and understanding its structure and contents. The dataset contains various features related to customer behavior, such as credit history, income, employment status, loan amount, and more. We analyze the distribution of these features to gain insights into their characteristics and potential impact on loan default. Next, we preprocess the data by handling missing values, encoding categorical variables, and normalizing numerical features. This ensures that the data is in a suitable format for training machine learning models. To predict the risk flag for loan default, we apply various machine learning models. We start with logistic regression, which models the relationship between the input features and the probability of loan default. We evaluate the model's performance using metrics such as accuracy, precision, recall, and F1-score. Next, we employ decision tree-based algorithms, such as random forest and gradient boosting, which can capture non-linear relationships and interactions among features. These models provide better predictive power and help identify important features that contribute to loan default. Additionally, we explore support vector machines (SVM), which aim to find an optimal hyperplane that separates the loan default and non-default instances in a high-dimensional feature space. SVMs can handle complex data distributions and can be tuned to optimize the classification performance. After evaluating the performance of these machine learning models, we turn our attention to deep learning techniques. We design and train an Artificial Neural Network (ANN) to predict the risk flag for loan default. The ANN consists of multiple layers of interconnected neurons that learn hierarchical representations of the input features. We configure the ANN with several hidden layers, each containing a varying number of neurons. We use the ReLU activation function to introduce non-linearity and ensure the model's ability to capture complex relationships. Dropout layers are incorporated to prevent overfitting and improve generalization. We compile the ANN using the Adam optimizer and the binary cross-entropy loss function. We train the model using the preprocessed dataset, splitting it into training and validation sets. The model is trained for a specific number of epochs, with a defined batch size. Throughout the training process, we monitor the model's performance using metrics such as loss and accuracy on both the training and validation sets. We make use of early stopping to prevent overfitting and save the best model based on the validation performance. Once the ANN is trained, we evaluate its performance on a separate test set. We calculate metrics such as accuracy, precision, recall, and F1-score to assess the model's predictive capabilities in identifying loan default risk. In conclusion, this project involves the exploration of a loan dataset, preprocessing of the data, and the application of various machine learning models and a deep learning ANN to predict the risk flag for loan default. The machine learning models, including logistic regression, decision trees, SVM, and ensemble methods, provide insights into feature importance and achieve reasonable predictive performance. The deep learning ANN, with its ability to capture complex relationships, offers the potential for improved accuracy in predicting loan default risk. By combining these approaches, we can assist financial institutions in making informed decisions and managing loan default risks more effectively.
Book Synopsis Constantinople, Settings and Traits by : Harrison Griswold Dwight
Download or read book Constantinople, Settings and Traits written by Harrison Griswold Dwight and published by . This book was released on 1926 with total page 622 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Webster's International Dictionary of the English Language by : Noah Webster
Download or read book Webster's International Dictionary of the English Language written by Noah Webster and published by . This book was released on 1894 with total page 1076 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Digital SLR Astrophotography by : Michael A. Covington
Download or read book Digital SLR Astrophotography written by Michael A. Covington and published by Cambridge University Press. This book was released on 2007-11-29 with total page 13 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the last few years, digital SLR cameras have taken the astrophotography world by storm. It is now easier to photograph the stars than ever before! They are compact and portable, flexible to adapt with different lenses and for telescope use, and above all DSLR cameras are easy and enjoyable to use. In this concise guide, experienced astrophotography expert Michael Covington outlines the simple, enduring basics that will enable you to get started, and help you get the most from your equipment. He covers a wide selection of equipment, simple and advanced projects, technical considerations and image processing techniques. Unlike other astrophotography books, this one focuses specifically on DSLR cameras, not astronomical CCDs, non-DSLR digital cameras, or film. This guide is ideal for astrophotographers who wish to develop their skills using DSLR cameras and as a friendly introduction to amateur astronomers or photographers curious about photographing the night sky.
Book Synopsis The Phenomenology of Autobiography by : Arnaud Schmitt
Download or read book The Phenomenology of Autobiography written by Arnaud Schmitt and published by Taylor & Francis. This book was released on 2017-05-08 with total page 187 pages. Available in PDF, EPUB and Kindle. Book excerpt: Taking a fresh look at the state of autobiography as a genre, The Phenomenology of Autobiography: Making it Real takes a deep dive into the experience of the reader. Dr. Schmitt argues that current trends in the field of life writing have taken the focus away from the text and the initial purpose of autobiography as a means for the author to communicate with a reader and narrate an experience. The study puts autobiography back into a communicational context, and putting forth the notion that one of the reasons why life writing can so often be aesthetically unsatisfactory, or difficult to distinguish from novels, is because it should not be considered as a literary genre, but as a modality with radically different rules and means of evaluation. In other words, not only is autobiography radically different from fiction due to its referentiality, but, first and foremost, it should be read differently.
Book Synopsis Process of Aging by : Richard H. Williams
Download or read book Process of Aging written by Richard H. Williams and published by Routledge. This book was released on 2018-10-26 with total page 1191 pages. Available in PDF, EPUB and Kindle. Book excerpt: Processes of Aging: Social and Psychological Perspectives is based on a monumental series of studies on the psychological and social aspects of aging in relation to mental health. This effort gives scientists from North America and Europe an opportunity to explore the concepts, methodological problems, and conclusions of their researches in the rapidly growing field of gerontology. Much work has been done in an attempt to present this material in sequential and systematic fashion. Original work of sixty-six research workers from twelve countries is represented in this two-volume set. They offer an inventory of principal fields of gerontological research, in advanced countries. Human aging, in its many ramifications, is becoming one of the major areas of research interest among an increasing number of students in the biological, behavioral, and social sciences. Although the phenomena of aging were largely overlooked as subject matter for research during the early stages in the development of all basic sciences, it was inevitable that students would eventually become curious about the final processes of maturation. Events of recent years have hastened the need for social action on behalf of older people and, consequently, the need for scientific knowledge about their characteristics, circumstances, and requirements. Processes of Aging: Social and Psychological Perspectives will be of interest to research workers, teachers, and advanced students concerned with the psychological, psychiatric, psychosocial, and socioeconomic aspects of aging. Many of the theoretical and analytical discussions and the specific studies offer guidance for top-level planners and policy administrators in public agencies and voluntary organizations. This volume is highly sensitive to older people as such: how they feel about themselves and the world, and in the way they behave in relation to others. It is must reading in the health and welfare of aging.
Book Synopsis The Principles of Bond Investment by : Lawrence Chamberlain
Download or read book The Principles of Bond Investment written by Lawrence Chamberlain and published by . This book was released on 1911 with total page 580 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Constitutional Pluralism in the EU by : Klemen Jaklic
Download or read book Constitutional Pluralism in the EU written by Klemen Jaklic and published by OUP Oxford. This book was released on 2014-01-09 with total page 1503 pages. Available in PDF, EPUB and Kindle. Book excerpt: Where does the law and political power of any given territory come from? Until recently it was believed that it came from a single and hierarchical source of constitutional authority, a sovereign people and their constitution. However, how can this model account for the new Europe? Where state constitutions and the European Constitution, which are ultimately equally self-standing sources of constitutional authority, overlap heterarchically over a shared piece of territory. Constitutional pluralism is a new branch within constitutional thought that argues sovereignty is no longer the accurate and normatively superior constitutional foundation. It instead replaces this thought with its own foundation. It emerged on the basis of contributions by the leading EU constitutionalists and has now become the most dominant branch of European constitutional thought. Its claims have also overstepped the European context, suggesting that it offers historic advantages for further development of the idea of constitutionalism and world order as such. This book offers the first overarching examination of constitutional pluralism.Comprehensively mapping out the leading contributions to date and solving the complicated labyrinth they currently form, Klemen Jaklic offers a complete assessment against existing and new criticisms while elaborating his own original vision. Constitutional pluralism thus refined has the potential to rightfully be considered the superior new approach within constitutional thought.
Book Synopsis Stanford's Organization Theory Renaissance, 1970-2000 by : Frank Dobbin
Download or read book Stanford's Organization Theory Renaissance, 1970-2000 written by Frank Dobbin and published by Emerald Group Publishing. This book was released on 2010-04-09 with total page 511 pages. Available in PDF, EPUB and Kindle. Book excerpt: Between 1970 and 2000, Stanford University enabled and supported an interdisciplinary community of organizations training, research, and theory building. This title summarizes the contributions of the main paradigms that emerged at Stanford in those three decades, and describes the sociological conditions under which this environment came about.
Download or read book McNeil's Code written by Bedford McNeill and published by . This book was released on 1908 with total page 1740 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Doing Qualitative Research in Education Settings, Second Edition by : J. Amos Hatch
Download or read book Doing Qualitative Research in Education Settings, Second Edition written by J. Amos Hatch and published by State University of New York Press. This book was released on 2023-09-01 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: Doing Qualitative Research in Education Settings, Second Edition is a methods book that speaks directly to qualitative researchers in the field of education, providing a step-by-step guide to the development of a research project. Written in accessible language, the book emphasizes learning how to do qualitative work. Specific examples from real studies, using real data and demonstrating real analyses, are provided throughout. The book is designed to guide doctoral candidates through the dissertation process, from unpacking assumptions and identifying research questions, through project design, data collection and analysis, to writing the final draft. Recommendations for publishing qualitative work are included. New to the second edition are a comprehensive updating of citations and references, new sections addressing the impact of computer-mediated communication (especially as related to data collection and analysis), an overview of the recent history of qualitative research, and an overall refresh that acknowledges the many changes that have occurred in society and academe since the original publication.
Book Synopsis Authorization for Incidental Take and Implementation of a Multiple Species Aquatic Habitat Conservation Plan and Candidate Conservation Agreement with Assurances by :
Download or read book Authorization for Incidental Take and Implementation of a Multiple Species Aquatic Habitat Conservation Plan and Candidate Conservation Agreement with Assurances written by and published by . This book was released on 2006 with total page 572 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Preventing and Countering Extremism and Terrorist Recruitment: A Best Practice Guide by : Hanif Qadir
Download or read book Preventing and Countering Extremism and Terrorist Recruitment: A Best Practice Guide written by Hanif Qadir and published by John Catt. This book was released on 2016-11-25 with total page 201 pages. Available in PDF, EPUB and Kindle. Book excerpt: Hanif Qadir is recognised as one of the world's leading specialists in positively transforming violent extremists. He has worked with hundreds of high-risk terrorist and violent extremist cases and has challenged many known figureheads who lead violently extreme groups both at home and abroad. In this essential book for all those who work with young people, Hanif outlines the push and pull factors and the early indicators of radicalisation, and offers decisive and unambiguous advice on how and when to intervene. The book includes anonymous case studies of a wide variety of people Hanif has personally worked with and lays down simple lessons on what success and failure looks like when tackling extremism.
