Companies are spending billions on machine learning projects, but it's money wasted if the models can't be deployed effectively. In this practical guide, Hannes Hapke and Catherine Nelson walk you through the steps of automating a machine learning pipeline using the TensorFlow ecosystem. You'll learn the techniques and tools that will cut deployment time from days to minutes, so that you can focus on developing new models rather than maintaining legacy systems. Data scientists, machine learning engineers, and DevOps engineers will discover how to go beyond model development to successfully productize their data science projects, while managers will better understand the role they play in helping to accelerate these projects. Understand the steps to build a machine learning pipeline Build your pipeline using components from TensorFlow Extended Orchestrate your machine learning pipeline with Apache Beam, Apache Airflow, and Kubeflow Pipelines Work with data using TensorFlow Data Validation and TensorFlow Transform Analyze a model in detail using TensorFlow Model Analysis Examine fairness and bias in your model performance Deploy models with TensorFlow Serving or TensorFlow Lite for mobile devices Learn privacy-preserving machine learning techniques

Medical professionals are often involved in the management of the pregnant patient without necessarily being experts on all the complications surrounding pregnancy. The Handbook of Obstetric Medicine addresses the most common and serious medical conditions encountered in pregnancy, including heart disease, thromboembolism, diabetes, skin problems, gastrointestinal disease, neurological problems, hormonal diseases, hypertension and pre-eclampsia, and more. For each condition, the handbook includes a description of incidence, clinical features, pathogenesis, diagnosis, the effect of pregnancy, and management of the condition. The book also includes a detailed section focusing on the differential diagnosis of common symptoms including hypertension, chest pain, palpitations, breathlessness, headaches, dizziness, abdominal pain, and more. The symptoms and differential diagnoses are presented in an easy-to-read tabular format and include a description of important clinical features and potential areas of investigation. For those clinicians understandably reluctant to prescribe drugs during pregnancy, a useful appendix includes a section on prescribing in pregnancy and a list of contra-indicated drugs. In addition, to assist in the interpretation of laboratory tests, a second appendix lists normal laboratory values in pregnancy, broken down by trimester. Pre -pregnancy counselling and postnatal follow up are vital in the holistic management of women with medical problems and this includes appropriate contraceptive advice. A third appendix has therefore been added as a ready reference for clinicians not familiar with effective contraception. The new edition remains a pragmatic and easy-to-use design by including tables, bullets, and "Points to remember" boxes for ease of reference. It is an essential on-the-spot guide for obstetricians, physicians, general practitioners, and midwives in both practice and training. Catherine Nelson-Piercy, MA, FRCP, FRCOG Past President, International Society of Obstetric Medicine, Professor of Obstetric Medicine, King's College London, Co-founding Editor-in-Chief, Obstetric Medicine Praise for previous editions: "This is an excellent handbook of obstetric medicine, which deserves to be on the shelves of all actively practicing obstetricians."-British Medical Association Medical Book Awards "This book gets it just right and is a true handbook, easy to read, accessible and is not too large but packs in a lot of useful and relevant information." - Glycosmedia

Medical professionals are often involved in the management of the pregnant patient without necessarily being experts on all the complications surrounding pregnancy. The Handbook of Obstetric Medicine addresses the most common and serious medical conditions encountered in pregnancy, including heart disease, thromboembolism, diabetes, skin problems, gastrointestinal disease, neurological problems, hormonal diseases, hypertension and pre-eclampsia, and more. For each condition, the handbook includes a description of incidence, clinical features, pathogenesis, diagnosis, the effect of pregnancy, and management of the condition. The book also includes a detailed section focusing on the differential diagnosis of common symptoms including hypertension, chest pain, palpitations, breathlessness, headaches, dizziness, abdominal pain, and more. The symptoms and differential diagnoses are presented in an easy-to-read tabular format and include a description of important clinical features and potential areas of investigation. For those clinicians understandably reluctant to prescribe drugs during pregnancy, a useful appendix includes a section on prescribing in pregnancy and a list of contra-indicated drugs. In addition, to assist in the interpretation of laboratory tests, a second appendix lists normal laboratory values in pregnancy, broken down by trimester. Pre -pregnancy counselling and postnatal follow up are vital in the holistic management of women with medical problems and this includes appropriate contraceptive advice. A third appendix has therefore been added as a ready reference for clinicians not familiar with effective contraception. The new edition remains a pragmatic and easy-to-use design by including tables, bullets, and "Points to remember" boxes for ease of reference. It is an essential on-the-spot guide for obstetricians, physicians, general practitioners, and midwives in both practice and training. Catherine Nelson-Piercy, MA, FRCP, FRCOG Past President, International Society of Obstetric Medicine, Professor of Obstetric Medicine, King's College London, Co-founding Editor-in-Chief, Obstetric Medicine Praise for previous editions: "This is an excellent handbook of obstetric medicine, which deserves to be on the shelves of all actively practicing obstetricians."-British Medical Association Medical Book Awards "This book gets it just right and is a true handbook, easy to read, accessible and is not too large but packs in a lot of useful and relevant information." - Glycosmedia

All cardiologists will be called on to assess and manage pregnant women, however the majority have had little or no training in the subject. In the same way, obstetricians assess women with cardiac conditions, and therefore require the knowledge to both refer patients with heart disease as well as to manage them through the pregnancy. However a recent enquiry into maternal deaths has highlighted that morbidity and mortality of women with heart disease in pregnancy has continued to increase over the last 15 years and substandard care has been identified in 40% of cases. Recommendations have been made that women with, or at risk of, heart disease are screened and counselled on the appropriate risks of undergoing a pregnancy, and as a result all physicians involved need a good understanding of the subject and access to the relevant information.
A concise handbook written for cardiology and obstetric trainees and consultants, as well as specialist nurses and midwives, Heart Disease in Pregnancy provides a detailed introduction to the physiological changes of pregnancy and gives practical advice on the management of women with heart disease who are pregnant or who are considering pregnancy. It also provides the relevant obstetric knowledge and processes needed for a cardiologist to successfully manage a pregnant woman.

With higher risks to mother and baby in pregnant women with renal disease, critical decision-making is key. Giving practical guidance for antenatal, post-partum and maternity unit challenges, this book supports good practice and evidence-based management. The book includes evidence on antenatal and post-partum care; management of acute kidney injury in the delivery suite; and care guidelines for acute, chronic, and previously undiagnosed kidney diseases. The book also covers acute kidney injury, transplant, dialysis, pre-conception counselling, and medications. Previously published by RCOG, this revised edition includes: * Updated expert consensus statements * Complete revision, with a new chapter on contraception * Updates in management of acute kidney injury, hypertension, dialysis and pregnancy, renal transplantation and pre-eclampsia. Structured to help clinicians make decisions, this book is for use by obstetricians, renal physicians, maternal medicine clinicians, midwives, urologists and specialist nurses.

Recognition of the importance of maternal medicine is now reflected in the content of the MRCOG exam, core training and higher training in both obstetrics and medicine. This book approaches obstetric medicine from the point of view of real patients and clinical scenarios as well as model answers to exam questions. The book will be invaluable for trainees and consultants who want to test themselves .

Zoe Grey is between jobs, between boyfriends, and between crises. Things seem to be looking up. Until all she's looking at is trouble. Before she knows it, witnessing a brutal stabbing leads to a dead guy in her living room and a target on her back. Then she lands herself smack in the middle of Detective Ellmann's homicide investigation, becoming the only suspect. Now Zoe must stay ahead of those who want her dead and chase down her answers while working around Ellmann. As her determination to find justice for an innocent victim drives her on, she can feel the heat from the bullets flying in her direction. No stranger to trouble, Zoe just might find herself in over her head this time.

Bond enforcement agent Zoe Grey has seventy-two hours to find the elusive fugitive Danielle Dillon before the bond company is out fifteen grand. She's the last-ditch effort, and everyone knows it's a long shot. Ellmann is investigating the murder of a Fort Collins socialite which corresponds to a cross-country string of art thefts and soon draws the attention of the FBI. Zoe begins to suspect that her case is somehow connected to Ellmann's. And the deeper she digs, the deadlier things become. Can she get herself out of trouble and find Danille Dillon before the clock runs out?