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An Essential Reference for Intermediate and Advanced R Programmers Advanced R presents useful tools and techniques for attacking many types of R programming problems, helping you avoid mistakes and dead ends. With more than ten years of experience programming in R, the author illustrates the elegance, beauty, and flexibility at the heart of R. The book develops the necessary skills to produce quality code that can be used in a variety of circumstances. You will learn: The fundamentals of R, including standard data types and functions Functional programming as a useful framework for solving wide classes of problems The positives and negatives of metaprogramming How to write fast, memory-efficient code This book not only helps current R users become R programmers but also shows existing programmers what’s special about R. Intermediate R programmers can dive deeper into R and learn new strategies for solving diverse problems while programmers from other languages can learn the details of R and understand why R works the way it does.
A detailed and up-to-date introduction to machine learning, presented through the unifying lens of probabilistic modeling and Bayesian decision theory. This book offers a detailed and up-to-date introduction to machine learning (including deep learning) through the unifying lens of probabilistic modeling and Bayesian decision theory. The book covers mathematical background (including linear algebra and optimization), basic supervised learning (including linear and logistic regression and deep neural networks), as well as more advanced topics (including transfer learning and unsupervised learning). End-of-chapter exercises allow students to apply what they have learned, and an appendix covers notation. Probabilistic Machine Learning grew out of the author’s 2012 book, Machine Learning: A Probabilistic Perspective. More than just a simple update, this is a completely new book that reflects the dramatic developments in the field since 2012, most notably deep learning. In addition, the new book is accompanied by online Python code, using libraries such as scikit-learn, JAX, PyTorch, and Tensorflow, which can be used to reproduce nearly all the figures; this code can be run inside a web browser using cloud-based notebooks, and provides a practical complement to the theoretical topics discussed in the book. This introductory text will be followed by a sequel that covers more advanced topics, taking the same probabilistic approach.
Søgeord: Aylmer, F.J.; Chamberlain, J. Austen; Suliman Pak; Duff, B.; von der Goltz; Gorringe; Halil Pasha; Lord Hardinge of Penshurst; Kut al Amara; Lake, P.H.N.; General J.E. Nixon; Townshend, C.V.F.; Tyrkiske Hær; Shatt el Arab; Nasiriya; Lord Crewe; Basra; Barrett, A.A.; Baku; Bicharakoff; Dunsterville, L.C.; von Falkenhayn; Marshall, W.R.; Maude, F.S.; Robertson, W.R.; Wilson, H.H.; Baratoff, N.N.; Cobbe, A.S.; Jabal Hamrin; Sannaiyat; Shatt al Adjaim;
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Solving day-to-day chaos doesn’t improve your business year-on-year. There is no shortage of ideas, yet implementation is a struggle. There are many problems to be solved, yet by hoping to solve many, you solve none. There is much data available, yet you fly blind without critical insights. Take control. Supercharge productivity and profitability of your business with ADVANCE. ADVANCE provides 12 essential elements with instructions, frameworks and templates to help implement, unlock, focus and shift your businesses journey to excellence. You will learn how to: · Harness your limited resources to propel your business. · Identify, prioritise and solve critical problems to unlock latent capacity. · Take effective action, track vital progress and deliver real results. · Develop the influential capabilities of your team. Getting effective traction in businesses is a challenge. By implementing the 12 essential elements in ADVANCE, you can expect Increased Agility and Integrated Alignment with your businesses strategic plan, and Improved Accountability and Intensified Awareness with your key team members to supercharge productivity, year-on-year. ADVANCE is your paint-by-numbers Operational Excellence guide. About the Author: Ishan Galapathy BEng (UNSW), MBA, Six Sigma (Black Belt) is a productivity thought leader, author, speaker and mentor renowned for his simplified techniques. He has more than two decades of experience with multinational companies within Asia Pacific. Through productivity improvement and frontline leadership development programs, Ishan helps manufacturing businesses move from Chaos to ExcellenceTM. Reviews: Very insightful, ADVANCE addresses our current priorities in an interactive way. The suggested elements within the ADVANCE framework are impactful and very practical. They are designed not only for a supply chain audience but for everyone who wants to improve productivity and efficiency within their business model. – Alexandra Riha, President and Board Chairperson, Australasian Supply Chain Institute (ASCI) "It is refreshing to read a book that integrates global insights on Operational Excellence (OpEx) with a uniquely Australian perspective. ADVANCE is a handy practical guide for organisations wanting to embark on an OpEx journey or refine what they have." - Barry McCarthy, President, Association for Manufacturing Excellence (AME) Australia "ADVANCE provides a simplified framework for supply chain businesses in particular to seriously shift their performance through productivity improvements. A practical read without jargon or heavy theory." - Joshua Holmes, Chairman, Supply Chain Logistics Association of Australia (SCLAA)
In this essential guide, Meghan Casey outlines a step-by-step approach for successful content strategy, from planning and creating your content to delivering and managing it. Armed with this book, you can confidently tackle difficult activities like explaining clearly to your boss or client what's wrong with their content, getting the budget to do content work, and aligning stakeholders on a common vision. Having The Content Strategy Toolkit at your side is like hiring your own personal consulting firm. You get a complete array of instructions, tools, and templates for most challenges you'll face. In this practical and relevant guide, you'll learn how to: Identify problems with your content and persuade your bosses it's worth the time and resources to do it right Assemble a stellar team for your content project Prepare your organization for content transformation Make sense of your business environment and understand your audience Align stakeholders on business goals and user needs Set a compass for your content and decide how to measure success Create, maintain, and govern on-strategy content You'll learn how to treat content like the strategic asset that it is. "Quality content increases value. Poor-quality content destroys value. It's as simple as that. Meghan's book has specific, practical, and immediately actionable ideas that will help you increase the quality of your content."—Gerry McGovern, CEO, Customer Carewords "This second edition goes deep into three integral topics for content leaders—assembling cross-disciplinary teams, evaluating processes, and building a content playbook. If you're looking to build a new practice or retool an existing one, this book will help you succeed.—Natalie Marie Dunbar, Author, From Solo to Scaled: Building a Sustainable Content Strategy Practice