A Context Aware Decision-Making Algorithm for Human-Centric Analytics:Algorithm Development and Use Cases for Health Informatics System

Veena A, Gowrishankar S

Sinopse

This reference demonstrates the development of a context aware decision-making health informatics system with the objective to automate the analysis of human centric wellness and assist medical decision-making in healthcare.The book introduces readers to the basics of a clinical decision support system. This is followed by chapters that explain how to analyze healthcare data for anomaly detection and clinical correlations. The next two sections cover machine learning techniques for object detection and a case study for hemorrhage detection. These sections aim to expand the understanding of simple and advanced neural networks in health informatics. The authors also explore how machine learning model choices based on context can assist medical professionals in different scenarios.Key FeaturesReader-friendly format with clear headings, introductions and summaries in each chapterDetailed references for readers who want to conduct further researchExpert contributors providing authoritative knowledge on machine learning techniques and human-centric wellnessPractical applications of data science in healthcare designed to solve problems and enhance patient wellbeingDeep learning use cases for different medical conditions including hemorrhages, gallbladder stones and diabetic retinopathyDemonstrations of fast and efficient CNN models with varying parameters such as Single shot detector, R-CNN, Mask R-CNN, modified contrast enhancement and improved LSTM models.This reference is intended as a primary resource for professionals, researchers, software developers and technicians working in healthcare informatics systems and medical diagnostics. It also serves as a supplementary resource for learners in bioinformatics, biomedical engineering and medical informatics programs and anyone who requires technical knowledge about algorithms in medical decision support systems.ReadershipHealthcare professionals, software developers, engineers, diagnostic technicians, students, academicians and machine learning enthusiasts.

Disponível desde: 16/10/2024.

Comprimento de impressão: 140 páginas.

Ciência e Tecnologia

Outros livros que poderiam interessá-lo

Mastering Large Language Models...

Raj R

A Comprehensive Guide to Leverage Generative AI in the Modern Enterprise
Book Description
“Mastering Large Language Models with Python” is an indispensable resource that offers a comprehensive exploration of Large Language Models (LLMs), providing the essential knowledge to leverage these transformative AI models effectively. From unraveling the intricacies of LLM architecture to practical applications like code generation and AI-driven recommendation systems, readers will gain valuable insights into implementing LLMs in diverse projects. Covering both open-source and proprietary LLMs, the book delves into foundational concepts and advanced techniques, empowering professionals to harness the full potential of these models. Detailed discussions on quantization techniques for efficient deployment, operational strategies with LLMOps, and ethical considerations ensure a well-rounded understanding of LLM implementation.
Through real-world case studies, code snippets, and practical examples, readers will navigate the complexities of LLMs with confidence, paving the way for innovative solutions and organizational growth. Whether you seek to deepen your understanding, drive impactful applications, or lead AI-driven initiatives, this book equips you with the tools and insights needed to excel in the dynamic landscape of artificial intelligence.
Table of Contents
1. The Basics of Large Language Models and Their Applications
2. Demystifying Open-Source Large Language Models
3. Closed-Source Large Language Models
4. LLM APIs for Various Large Language Model Tasks
5. Integrating Cohere API in Google Sheets
6. Dynamic Movie Recommendation Engine Using LLMs
7. Document-and Web-based QA Bots with Large Language Models
8. LLM Quantization Techniques and Implementation
9. Fine-tuning and Evaluation of LLMs
10. Recipes for Fine-Tuning and Evaluating LLMs
11. LLMOps - Operationalizing LLMs at Scale
12. Implementing LLMOps in Practice Using MLflow on Databricks
13. Mastering the Art of Prompt Engineering
14. Prompt Engineering Essentials and Design Patterns
15. Ethical Considerations and Regulatory Frameworks for LLMs
16. Towards Trustworthy Generative AI (A Novel Framework Inspired by Symbolic Reasoning)
Index

Ver livro

Apes on the Edge - Chimpanzee...

Jill Pruetz

A moving story of survival and an eye-opening introduction to an extraordinary community of chimps and people. Fongoli chimpanzees are unique for many reasons. Their female hunters are the only apes that regularly hunt with tools, seeking out tiny bush babies with wooden spears. Unlike most other chimps, these apes fear neither water nor fire, using shallow pools to cool off in the Senegalese heat. Up to 90 percent of their home range burns annually—the result of human hunting or clearing for gold mining—and Fongoli chimpanzees have learned to predict the movement of such fires and to avoid them. The study of Fongoli chimps is also unique. While most primate research occurs in isolated reserves, Fongoli chimpanzees live alongside humans, and as primatologist and anthropologist Jill Pruetz reports, this shared habitat creates both challenges and opportunities. The issues faced by Fongoli chimpanzees—particularly food scarcity and environmental degradation—are also issues faced by their human neighbors. This connection is one reason Pruetz, who has studied Fongoli apes for over two decades, created the nonprofit Neighbor Ape in 2008 to provide for the welfare of the humans who share their landscape with apes. It is also why Pruetz decided to write this book, the first to offer readers a view of these chimps’ lives and to explain the specific conservation efforts needed to help them. Incorporating stories from Pruetz’s time in the field, including the compelling rescue of a young chimp from poachers, Apes on the Edge opens a fascinating window into primate research, conservation, and the inner workings of a very special population of our closest nonhuman relatives.

Ver livro

The Legend Of Lupus - A...

Nahed Elsayed

The Legend of Lupus SLE It is a realistic story from life that mentions the secrets and depths of the feelings and thoughts of the writer’s illness with lupus and her journey from life to death and then surviving from death to life.

Ver livro

Running the Risk - From Shark...

David Burrett Reid

Key Selling Points: Accessible and entertaining, narrative-driven non-fiction book about the subject of risk. No other mass-market book that covers risk beyond business book.

Ver livro

Underground - Stories to...

Adrián Godás

The thrilling history of the extraction and economic control of the world's major minerals – from Antiquity to the present day: gold, copper, iron, lithium, rare earths, and more.
Why should you read this book? Mining is on the verge of regaining a central role on the global stage. As the world gradually shifts toward deglobalization and an indirect confrontation between the United States and China – while countries like Russia and India seek to assert their influence in this emerging multipolar landscape – mineral extraction is becoming ever more strategic. Meanwhile, humanity, faced with the grave threat of climate change, is undergoing an energy transition that demands (and will continue to demand) more metals than ever before. To understand the relevance of mining today, we must revisit its past. History reveals the crucial role that metals and mines have played in shaping nations' destinies – closely monitored, even in recent times like the Cold War, by governments and powerful corporations alike.
From the jungles of the Congo to the glaciers of the Canadian Arctic, from the California Gold Rush to high-altitude excavations in Argentina, and the tale of Spanish tungsten during the Third Reich, Underground is a gripping guided tour through an ancient yet largely misunderstood industry – often reduced to caricatures and oversimplifications in public discourse.
"Brilliant. Essential to understanding the relevance of mining today." Alberto Lavandeira, CEO of Atalaya Mining

Ver livro

Python Programming Language...

James Ferry

Unlock the power of programming with Python, the most versatile and beginner-friendly language in the tech world. This comprehensive guide is designed for absolute beginners who are ready to embark on their coding journey. Whether you aspire to develop websites, analyze data, create games, or automate tasks, Python is the key to achieving your goals. 
In "Python Programming Language: Introduction for Beginners: Your Path to Coding Mastery," you will discover:Clear, Step-by-Step Explanations: Understand the basics of Python programming with straightforward and easy-to-follow instructions.Hands-On Projects: Apply your knowledge with practical projects that build your skills and confidence.Real-World Examples: Learn how Python is used in various industries, from web development to data science, giving you a broad perspective on its capabilities.Interactive Exercises: Reinforce your learning with exercises and quizzes that test your understanding and help you retain information.Expert Tips and Tricks: Gain insights from experienced programmers to avoid common pitfalls and enhance your coding efficiency. 
Whether you are a student, a professional looking to switch careers, or a hobbyist eager to learn a new skill, this book provides the foundation you need to master Python. Start your programming adventure today and open the door to endless possibilities in the world of technology.

Ver livro