Getting Started With R

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

A 77-year-old man phones ‘999’ after experiencing severe backache. The paramedics arrive to find him in severe pain, and cold and clammy. While at his house, they note that he smokes and also elicit a history of hypertension.He is tachycardic and hypotensive en route to hospital, and intravenous fluids are started. You have been assigned his initial assessment ... 100 Cases in Clinical Pathology and Laboratory Medicine presents 100 clinical scenarios commonly seen by medical students and junior doctors in the emergency department, outpatient clinic, operating theatre or in general practice.A succinct summary of the patient's history, examination and initial investigations is followed by questions on each case, with particular emphasis on the interpretation of the results and in which an understanding of the underlying clinical pathology is central to arriving at the correct diagnosis. The answer includes a detailed discussion on each topic, providing an essential revision aid as well a

Countering with Compassion provides educators with the tools needed to weave compassionate practice into their classrooms, schools, and wider communities.