Gaussian Processes for Machine Learning

Gaussian Processes for Machine Learning
Author: Carl Edward Rasmussen
Publisher: MIT Press
Total Pages: 266
Release: 2005-11-23
Genre: Computers
ISBN: 026218253X

A comprehensive and self-contained introduction to Gaussian processes, which provide a principled, practical, probabilistic approach to learning in kernel machines. Gaussian processes (GPs) provide a principled, practical, probabilistic approach to learning in kernel machines. GPs have received increased attention in the machine-learning community over the past decade, and this book provides a long-needed systematic and unified treatment of theoretical and practical aspects of GPs in machine learning. The treatment is comprehensive and self-contained, targeted at researchers and students in machine learning and applied statistics. The book deals with the supervised-learning problem for both regression and classification, and includes detailed algorithms. A wide variety of covariance (kernel) functions are presented and their properties discussed. Model selection is discussed both from a Bayesian and a classical perspective. Many connections to other well-known techniques from machine learning and statistics are discussed, including support-vector machines, neural networks, splines, regularization networks, relevance vector machines and others. Theoretical issues including learning curves and the PAC-Bayesian framework are treated, and several approximation methods for learning with large datasets are discussed. The book contains illustrative examples and exercises, and code and datasets are available on the Web. Appendixes provide mathematical background and a discussion of Gaussian Markov processes.

The GP's Royal Secret

The GP's Royal Secret
Author: Traci Douglass
Publisher: Harlequin
Total Pages: 187
Release: 2022-12-27
Genre: Fiction
ISBN: 0369731093

In the latest Harlequin Medical Romance by Traci Douglass, a GP is unexpectedly reunited with her prince and the father of her child…but will their reunion in the Mediterranean be able to overcome the pressures of parenthood and royal life? Reunited in the Mediterranean… Bound by her revelation… Taking a locum position aboard a luxury yacht, GP Cate is stunned to come face-to-face with her ex, Prince Davian. She now has the chance to tell him her biggest secret—she had his child! When they were medical residents, Davian kept his identity hidden and, duty-bound, left without saying goodbye. As they set sail, old flames reignite and their passion takes over…but can they cope with the pressures of their new royal reality? From Harlequin Medical: Life and love in the world of modern medicine.

The Italian Gp's Bride

The Italian Gp's Bride
Author: Kate Hardy
Publisher: Harlequin
Total Pages: 194
Release: 2014-03-15
Genre: Fiction
ISBN: 146035916X

Orlando de Luca is the archetypal Italian—smooth, handsome and charming! His dedicated professionalism is only matched by his playboy bachelor ways…until he meets his new colleague, Eleanor Forrest. Ellie is only in Italy to find her family, not to embark on an affair. Yet the chemistry between them is undeniable. So when Ellie becomes a patient herself, she finds that the only person she wants to rely on is the dashing Dr. de Luca. Everyone thinks he’s a gorgeous bachelor—really, he’s a husband in the making!

Numerical Algorithms for Number Theory: Using Pari/GP

Numerical Algorithms for Number Theory: Using Pari/GP
Author: Karim Belabas
Publisher: American Mathematical Soc.
Total Pages: 429
Release: 2021-06-23
Genre: Education
ISBN: 1470463512

This book presents multiprecision algorithms used in number theory and elsewhere, such as extrapolation, numerical integration, numerical summation (including multiple zeta values and the Riemann-Siegel formula), evaluation and speed of convergence of continued fractions, Euler products and Euler sums, inverse Mellin transforms, and complex L L-functions. For each task, many algorithms are presented, such as Gaussian and doubly-exponential integration, Euler-MacLaurin, Abel-Plana, Lagrange, and Monien summation. Each algorithm is given in detail, together with a complete implementation in the free Pari/GP system. These implementations serve both to make even more precise the inner workings of the algorithms, and to gently introduce advanced features of the Pari/GP language. This book will be appreciated by anyone interested in number theory, specifically in practical implementations, computer experiments and numerical algorithms that can be scaled to produce thousands of digits of accuracy.

The Life Monaco Grand Prix

The Life Monaco Grand Prix
Author: Stuart Codling
Publisher: Motorbooks
Total Pages: 243
Release: 2019-04-09
Genre: Sports & Recreation
ISBN: 0760363757

Go behind the scenes to explore the history, racing, celebrity fans, and after hours of racing's most glamorous and prestigious round in the F1 championship with The Life Monaco Grand Prix. Monaco sponsored its first race in 1929 and the circuit has been part of the Formula 1 series since 1950. Conducted with the patronage of Monaco’s royal family, its beautiful street-circuit has made Monaco the most glamorous setting of any F1 race. But the classic architecture and high-profile spectators belie a course notorious for its complexity and challenges. With no safety barriers until 1969, drivers have twice plunged into the harbor among the spectating yachts. Off the circuit, Monaco is a 24-hour spectacle of expensive boats, high-profile parties, celebrity F1 fans, penthouse spectating, and high-roller lifestyle. From the Monte Carlo casino (integral to numerous James Bond films) to top clubs like Amber Lounge, Jimmy’z, and The Black Lounge to F1 racers’ luxury homes to the takeoffs and landings of countless private jets, Monaco represents the epitome of the jet-setting lifestyle long associated with the F1 circus. From the first Grand Prix in 1929 to today's star-studded event, The Life Monaco Grand Prix takes the reader on a full lap of this prestigious race.

GP Wellbeing

GP Wellbeing
Author: Adam Staten
Publisher: CRC Press
Total Pages: 219
Release: 2017-10-30
Genre: Medical
ISBN: 1351658891

This is the first book to explore the impact of 'burnout' on the current NHS GP workforce and how this can be addressed, from an insider GP perspective. Adam Staten, recently qualified GP, and Euan Lawson, Fellow of the RCGP with over 20 years experience, discuss in engaging, accessible chapters how burnout manifests psychologically, the complex reasons why GPs burn out and the individual and broader impact this can have. Most importantly, the book offers practical advice on how to avoid burning out and combat the negative effects of an increasingly high-pressure role, exploring how GPs can develop resilience and work in a way that builds a healthier work-life balance. A section is dedicated to the array of GP job options, with testimonies from practitioners working in diverse areas from education and academia to military and humanitarian settings. This book explores the challenges of working in general practice today, but it also demonstrates the potential for every GP to experience a personally and professionally satisfying career. Providing practical, workable advice and links to resources for help and support, the book enables readers to find opportunity within the perceived 'crisis'. By reading this book, you will find the means to improve not just your own working life but also to enhance the way you deliver care to your patients.

An Orthopaedics Guide for Today's GP

An Orthopaedics Guide for Today's GP
Author: Tim Jennings
Publisher: CRC Press
Total Pages: 380
Release: 2017-07-14
Genre: Medical
ISBN: 131534937X

This practical handbook is an essential reference for GPs when dealing with musculoskeletal disorders, as well as a useful exam prep aid for the common MSK cases that occur in the CSA. Responding to increasing pressures on GPs to reduce the number of referrals and treat more patients in the community, the book covers a breadth of orthopaedic disorders, with clear colour photographs and diagrams to demonstrate techniques in practice. Chapters are authored by experts in each disorder with GP input, putting a strong focus on diagnosis and easy-to-follow processes for deciding courses of action and investigation. Each section explores the range of treatment options for that topic, including step-by-step injection techniques where relevant, and signposts need-to-know areas with ‘red flags’. This is an important reach-for guide to assist GPs with easy diagnosis and to provide clear direction on next recommended steps.It will also be useful for medical students taking orthopaedics modules.

Biology And Pathogenesis Of Rhabdo- And Filoviruses

Biology And Pathogenesis Of Rhabdo- And Filoviruses
Author: Asit K Pattnaik
Publisher: World Scientific
Total Pages: 638
Release: 2014-12-30
Genre: Science
ISBN: 9814635359

Rhabdoviruses and Filoviruses are single-stranded, non-segmented, negative-strand RNA viruses, many of which cause significant morbidity and mortality in humans and animals. Certain members of these virus families have been used as excellent model systems to understand the molecular biology of replication, host responses to infections, and viral countermeasures. Rhabdoviruses have also been used as vaccine vectors as well as oncolytic agents.Studies on Filoviruses have now provided significant insights into how they enter susceptible cells, replicate and cause disease, and also how they evade the host's immune mechanisms. This book addresses the most recent findings on Rhabdovirus and Filovirus structure, replication mechanisms, host cell responses to virus infections and viral countermeasures. Chapters on emerging viruses as well as approaches for therapeutic interventions have also been included.This book represents an authoritative text that brings together the most recent advances on the cellular and molecular biology of Rhabdo- and Filoviruses, including mechanisms of pathogenesis.