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Data modeling is one of the most critical phases in the database application development process, but also the phase most likely to fail. A master data modeler must come into any organization, understand its data requirements, and skillfully model the data for applications that most effectively serve organizational needs. Mastering Data Modeling is a complete guide to becoming a successful data modeler. Featuring a requirements-driven approach, this book clearly explains fundamental concepts, introduces a user-oriented data modeling notation, and describes a rigorous, step-by-step process for collecting, modeling, and documenting the kinds of data that users need. Assuming no prior knowledge, Mastering Data Modeling sets forth several fundamental problems of data modeling, such as reconciling the software developer's demand for rigor with the users' equally valid need to speak their own (sometimes vague) natural language. In addition, it describes the good habits that help you respond to these fundamental problems. With these good habits in mind, the book describes the Logical Data Structure (LDS) notation and the process of controlled evolution by which you can create low-cost, user-approved data models that resist premature obsolescence. Also included is an encyclopedic analysis of all data shapes that you will encounter. Most notably, the book describes The Flow, a loosely scripted process by which you and the users gradually but continuously improve an LDS until it faithfully represents the information needs. Essential implementation and technology issues are also covered. You will learn about such vital topics as: The fundamental problems of data modeling The good habits that help a data modeler be effective and economical LDS notation, which encourages these good habits How to read an LDS aloud--in declarative English sentences How to write a well-formed (syntactically correct) LDS How to get users to name the parts of an LDS with words from their own business vocabulary How to visualize data for an LDS A catalog of LDS shapes that recur throughout all data models The Flow--the template for your conversations with users How to document an LDS for users, data modelers, and technologists How to map an LDS to a relational schema How LDS differs from other notations and why "Story interludes" appear throughout the book, illustrating real-world successes of the LDS notation and controlled evolution process. Numerous exercises help you master critical skills. In addition, two detailed, annotated sample conversations with users show you the process of controlled evolution in action.
For the first time ever, world-famous photographer and fashion lighting instructor Frank Doorhof takes you behind the scenes to reveal every step of his model-photography workflow–the same workflow that has made him a hero to photographers around the world thanks to his practical, budget conscious, no-nonsense approach. In this groundbreaking book, Frank starts right at the beginning with how to find models, find great locations, work with backgrounds (you’ll be amazed at his tricks for creating stunning backgrounds for just a few bucks), and work by yourself or with a team (stylist, hair stylist, and makeup artist) to create an image that will get your photography noticed. Then, it’s on to an in-depth look at the lighting setups and looks that made Frank famous (complete with diagrams and detailed explanations). You’ll see how Frank lights his images (you’ll be shocked at how simple most of his lighting setups are and you’ll be able to create these same setups yourself), plus he covers the critical little stuff nobody else is talking about, including: how to calibrate your monitor (and why it’s so important); how to use a color target to nail your color every single time; and why (and how) to use a light meter to get consistent, reproducible lighting each and every shoot. Frank also shares his own retouching techniques through step-by-step tutorials, and he takes you from start to finish through a number of different looks so you can see exactly how it’s done, and recreate these same looks yourself. If you’ve ever wished there was one book that covers it all, the whole process of photographing models from start to finish, not leaving anything out, then this is the book for you.
Your practical step-by-step guide to planning and building cash valuation models. Through a set of comprehensive instructions and templates it provides the tools to build models that will enable you to carry out accurate and informed analysis of your company’s cash liabilities, cash flow and value. If you are buying the ebook, companion files can be downloaded from the digital downloads section of http://www.financial-models.com/.
Master your makeup application Do it in a timely fashion Feel authentically beautiful every day. Face with a Heart is a breakthrough method of makeup application that works for all face types and lifestyles. It teaches both the theory and the practice of mastering true, authentic beauty makeup. Equally appropriate for individuals and students of makeup alike, Face with a Heart redefines and demystifies how to achieve authentic beauty makeup and allow your true inner light to shine through every day.
Photographic portraits should not be the formal, corporate-style poses of yesteryear, which reveal nothing of the subject's emotion, personality or mood - so believe Sarah Plater and Paul Wilkindon. Theirs is a modern, fresh and vibrant approach that aims to capture a moment in the lifestyle of the person or persons in the picture. This authoritative guide contains clear, concise and jargon-busting text that discusses the essential technical aspects of photography from choosing a camera and equipment to an appreciation of exposure, aperture, metering, shutter speed, depth of field and white balance settings, in addition to how natural light, colour and movement affect a photograph. A guide to posing helps to ensure dynamic and arresting images
Master the essential mathematical tools required for option pricing within the context of a specific, yet fundamental, pricing model.
Take a problem-solving approach to learning all about transformers and get up and running in no time by implementing methodologies that will build the future of NLP Key Features Explore quick prototyping with up-to-date Python libraries to create effective solutions to industrial problems Solve advanced NLP problems such as named-entity recognition, information extraction, language generation, and conversational AI Monitor your model's performance with the help of BertViz, exBERT, and TensorBoard Book DescriptionTransformer-based language models have dominated natural language processing (NLP) studies and have now become a new paradigm. With this book, you'll learn how to build various transformer-based NLP applications using the Python Transformers library. The book gives you an introduction to Transformers by showing you how to write your first hello-world program. You'll then learn how a tokenizer works and how to train your own tokenizer. As you advance, you'll explore the architecture of autoencoding models, such as BERT, and autoregressive models, such as GPT. You'll see how to train and fine-tune models for a variety of natural language understanding (NLU) and natural language generation (NLG) problems, including text classification, token classification, and text representation. This book also helps you to learn efficient models for challenging problems, such as long-context NLP tasks with limited computational capacity. You'll also work with multilingual and cross-lingual problems, optimize models by monitoring their performance, and discover how to deconstruct these models for interpretability and explainability. Finally, you'll be able to deploy your transformer models in a production environment. By the end of this NLP book, you'll have learned how to use Transformers to solve advanced NLP problems using advanced models.What you will learn Explore state-of-the-art NLP solutions with the Transformers library Train a language model in any language with any transformer architecture Fine-tune a pre-trained language model to perform several downstream tasks Select the right framework for the training, evaluation, and production of an end-to-end solution Get hands-on experience in using TensorBoard and Weights & Biases Visualize the internal representation of transformer models for interpretability Who this book is for This book is for deep learning researchers, hands-on NLP practitioners, as well as ML/NLP educators and students who want to start their journey with Transformers. Beginner-level machine learning knowledge and a good command of Python will help you get the best out of this book.
New edition shows you how to get the very most out of the latest version of Blender Blender, the open-source 3D software, is more popular than ever and continues to add functionality. If you're an intermediate or advanced user, this new edition of Tony Mullen's expert guide is what you need to get up to speed on Blender and expand your skills. From modeling, texturing, animation, and visual effects to high-level techniques for film, television, games, and more, this book covers it all. It also highlights Blender's very latest features, including new camera tracking tools and a new renderer. Provides intermediate to advanced coverage of Blender and its modeling, texturing, animation, and visual effects tools Covers advanced topics such as cloth, fur and fluids, Python scripting, and the Blender game engine Brings you up to speed on Blender's new camera tracking tools and new renderer Showcases techniques used in real-world 3D animation and visual effects Create realistic animation and visual effects with Blender and this expert guide that shows you step by step how to do it.
Fashion is a very popular subject among young people. Any course with fashion as a prefix attracts lots of students. Despite this, many prospective students and people have little idea what jobs in the fashion industry entail. Fashion Styling is one of the least well researched areas in fashion colleges. The emphasis is put on the end result, i.e. visual imagery, rather than the process of creating it. This 'how to' book provides an insight into the processes you have to follow to work in this area, be it editorial, commercial or show styling. It includes an eight-week introductory programme to the subject and projects whereby students can simulate professional practice and learn the techniques and skills necessary for a career in styling. At the end of the book there is a source directory, a glossary of terms, and a bibliography which provide reference points for further research and study.
If you’re like most R users, you have deep knowledge and love for statistics. But as your organization continues to collect huge amounts of data, adding tools such as Apache Spark makes a lot of sense. With this practical book, data scientists and professionals working with large-scale data applications will learn how to use Spark from R to tackle big data and big compute problems. Authors Javier Luraschi, Kevin Kuo, and Edgar Ruiz show you how to use R with Spark to solve different data analysis problems. This book covers relevant data science topics, cluster computing, and issues that should interest even the most advanced users. Analyze, explore, transform, and visualize data in Apache Spark with R Create statistical models to extract information and predict outcomes; automate the process in production-ready workflows Perform analysis and modeling across many machines using distributed computing techniques Use large-scale data from multiple sources and different formats with ease from within Spark Learn about alternative modeling frameworks for graph processing, geospatial analysis, and genomics at scale Dive into advanced topics including custom transformations, real-time data processing, and creating custom Spark extensions