Machine Learning for Multimodal Healthcare Data

Machine Learning for Multimodal Healthcare Data PDF Author: Andreas K. Maier
Publisher: Springer Nature
ISBN: 3031476794
Category : Medical
Languages : en
Pages : 200

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Book Description
This book constitutes the proceedings of the First International Workshop on Machine Learning for Multimodal Healthcare Date, ML4MHD 2023, held in Honolulu, Hawaii, USA, in July 2023. The 18 full papers presented were carefully reviewed and selected from 30 submissions. The workshop's primary objective was to bring together experts from diverse fields such as medicine, pathology, biology, and machine learning. With the aim to present novel methods and solutions that address healthcare challenges, especially those that arise from the complexity and heterogeneity of patient data.

Machine Learning for Multimodal Healthcare Data

Machine Learning for Multimodal Healthcare Data PDF Author: Andreas K. Maier
Publisher: Springer Nature
ISBN: 3031476794
Category : Medical
Languages : en
Pages : 200

Get Book Here

Book Description
This book constitutes the proceedings of the First International Workshop on Machine Learning for Multimodal Healthcare Date, ML4MHD 2023, held in Honolulu, Hawaii, USA, in July 2023. The 18 full papers presented were carefully reviewed and selected from 30 submissions. The workshop's primary objective was to bring together experts from diverse fields such as medicine, pathology, biology, and machine learning. With the aim to present novel methods and solutions that address healthcare challenges, especially those that arise from the complexity and heterogeneity of patient data.

The Globalization of Legal Education

The Globalization of Legal Education PDF Author: Bryant Garth
Publisher: Oxford University Press
ISBN: 0197632319
Category : Law
Languages : en
Pages : 553

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Book Description
"Legal academics and practitioners in recent decades increasingly emphasize the so-called "globalization" of legal education. The diffusion of the Juris Doctor (JD) degree to Australia, Hong Kong, Japan and South Korea, as well as the advent of a very similar Juris Master (JM) degree in China and a shift in the late 1980s and beyond to a new, US-influenced format in India, exemplify shifts toward US legal education practices (Flood 2014). The global and Americanizing trend is evident on the web sites of law schools around the globe, with many law schools competing to be the most "global" in terms of their faculty, curricula, teaching methods, and students. Less pronounced but related to the literature on legal globalization is that on "transnationalization" and transnational processes, which is a strong component of the move toward globalization in legal education. As this book shows, if we look to see what is celebrated as part of globalized law schools and faculties, we see increased cross-border flows of professors and students, teaching of transnational legal subjects, development of particular forms of teaching practice such as legal clinics, explicit focus on transnational rankings, and transnationalized scholarly communities sharing teaching and research methods and approaches across domains of law"--

Mastering NLP from Foundations to LLMs

Mastering NLP from Foundations to LLMs PDF Author: Lior Gazit
Publisher: Packt Publishing Ltd
ISBN: 1804616389
Category : Computers
Languages : en
Pages : 340

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Book Description
Enhance your NLP proficiency with modern frameworks like LangChain, explore mathematical foundations and code samples, and gain expert insights into current and future trends Key Features Learn how to build Python-driven solutions with a focus on NLP, LLMs, RAGs, and GPT Master embedding techniques and machine learning principles for real-world applications Understand the mathematical foundations of NLP and deep learning designs Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionDo you want to master Natural Language Processing (NLP) but don’t know where to begin? This book will give you the right head start. Written by leaders in machine learning and NLP, Mastering NLP from Foundations to LLMs provides an in-depth introduction to techniques. Starting with the mathematical foundations of machine learning (ML), you’ll gradually progress to advanced NLP applications such as large language models (LLMs) and AI applications. You’ll get to grips with linear algebra, optimization, probability, and statistics, which are essential for understanding and implementing machine learning and NLP algorithms. You’ll also explore general machine learning techniques and find out how they relate to NLP. Next, you’ll learn how to preprocess text data, explore methods for cleaning and preparing text for analysis, and understand how to do text classification. You’ll get all of this and more along with complete Python code samples. By the end of the book, the advanced topics of LLMs’ theory, design, and applications will be discussed along with the future trends in NLP, which will feature expert opinions. You’ll also get to strengthen your practical skills by working on sample real-world NLP business problems and solutions.What you will learn Master the mathematical foundations of machine learning and NLP Implement advanced techniques for preprocessing text data and analysis Design ML-NLP systems in Python Model and classify text using traditional machine learning and deep learning methods Understand the theory and design of LLMs and their implementation for various applications in AI Explore NLP insights, trends, and expert opinions on its future direction and potential Who this book is for This book is for deep learning and machine learning researchers, NLP practitioners, ML/NLP educators, and STEM students. Professionals working with text data as part of their projects will also find plenty of useful information in this book. Beginner-level familiarity with machine learning and a basic working knowledge of Python will help you get the best out of this book.

Advances in Knowledge Discovery and Data Mining

Advances in Knowledge Discovery and Data Mining PDF Author: De-Nian Yang
Publisher: Springer Nature
ISBN: 9819722381
Category :
Languages : en
Pages : 380

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Book Description


Human-Centered Software Engineering

Human-Centered Software Engineering PDF Author: Marta Kristín Lárusdóttir
Publisher: Springer Nature
ISBN: 3031645766
Category :
Languages : en
Pages : 340

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Book Description


The Evolution and Future of International Arbitration

The Evolution and Future of International Arbitration PDF Author: Stavros Brekoulakis
Publisher: Kluwer Law International B.V.
ISBN: 9041170065
Category : Law
Languages : en
Pages : 569

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Book Description
The School of International Arbitration of the Centre for Commercial Law Studies at Queen Mary University of London celebrated its 30th anniversary in April 2015 with a major conference featuring presentations by 35 international arbitration practitioners and scholars from many countries representing a variety of legal systems. This volume has emerged from that conference. What is striking is not only the range and diversity of the topics examined but also the emergence of new subjects for examination, demonstrating that arbitration law and practice do not stand still but are constantly evolving. The issues and topics covered include the following: - Evolution of case law and practice in international arbitration; - The concept and autonomy of arbitral award; - Parties in international arbitration; - Parallel proceedings in international arbitration; - Court review of arbitration awards; - Geographic expansion of international arbitration; - Counsel regulation and conflicts disclosures; - The use of technology in international arbitration; - Teaching and research in international arbitration. This superbly organised and edited volume, like earlier conference volumes from the School of International Arbitration, is sure to be welcomed and acclaimed, and like them will prove of lasting value.

Building Transformer Models with PyTorch 2.0

Building Transformer Models with PyTorch 2.0 PDF Author: Prem Timsina
Publisher: BPB Publications
ISBN: 9355517491
Category : Computers
Languages : en
Pages : 355

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Book Description
Your key to transformer based NLP, vision, speech, and multimodalities KEY FEATURES ● Transformer architecture for different modalities and multimodalities. ● Practical guidelines to build and fine-tune transformer models. ● Comprehensive code samples with detailed documentation. DESCRIPTION This book covers transformer architecture for various applications including NLP, computer vision, speech processing, and predictive modeling with tabular data. It is a valuable resource for anyone looking to harness the power of transformer architecture in their machine learning projects. The book provides a step-by-step guide to building transformer models from scratch and fine-tuning pre-trained open-source models. It explores foundational model architecture, including GPT, VIT, Whisper, TabTransformer, Stable Diffusion, and the core principles for solving various problems with transformers. The book also covers transfer learning, model training, and fine-tuning, and discusses how to utilize recent models from Hugging Face. Additionally, the book explores advanced topics such as model benchmarking, multimodal learning, reinforcement learning, and deploying and serving transformer models. In conclusion, this book offers a comprehensive and thorough guide to transformer models and their various applications. WHAT YOU WILL LEARN ● Understand the core architecture of various foundational models, including single and multimodalities. ● Step-by-step approach to developing transformer-based Machine Learning models. ● Utilize various open-source models to solve your business problems. ● Train and fine-tune various open-source models using PyTorch 2.0 and the Hugging Face ecosystem. ● Deploy and serve transformer models. ● Best practices and guidelines for building transformer-based models. WHO THIS BOOK IS FOR This book caters to data scientists, Machine Learning engineers, developers, and software architects interested in the world of generative AI. TABLE OF CONTENTS 1. Transformer Architecture 2. Hugging Face Ecosystem 3. Transformer Model in PyTorch 4. Transfer Learning with PyTorch and Hugging Face 5. Large Language Models: BERT, GPT-3, and BART 6. NLP Tasks with Transformers 7. CV Model Anatomy: ViT, DETR, and DeiT 8. Computer Vision Tasks with Transformers 9. Speech Processing Model Anatomy: Whisper, SpeechT5, and Wav2Vec 10. Speech Tasks with Transformers 11. Transformer Architecture for Tabular Data Processing 12. Transformers for Tabular Data Regression and Classification 13. Multimodal Transformers, Architectures and Applications 14. Explore Reinforcement Learning for Transformer 15. Model Export, Serving, and Deployment 16. Transformer Model Interpretability, and Experimental Visualization 17. PyTorch Models: Best Practices and Debugging

Agility Unbound : Harnessing the Power of Adaptive Organizations

Agility Unbound : Harnessing the Power of Adaptive Organizations PDF Author: Asish Dash
Publisher: Grazing Minds Publishing
ISBN:
Category : Business & Economics
Languages : en
Pages : 156

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Book Description
Unlock the secrets to thriving in a rapidly changing world with "Agility Unbound: Harnessing the Power of Adaptive Organizations"! In today's fast-paced, unpredictable business landscape, organizations that can quickly adapt and innovate are the ones that succeed. But how do you build a company that is truly agile and resilient? In this groundbreaking book, renowned business strategist and agility expert Asish Dash reveals the key principles and practices that enable organizations to navigate disruption, seize opportunities, and achieve sustained growth. Through compelling case studies, practical frameworks, and actionable advice, you'll learn how to: •Cultivate an agile mindset and culture of continuous learning •Streamline processes and structures for faster decision-making •Foster collaboration and innovation across teams and departments •Develop adaptive leaders who can inspire and empower others •Leverage technology and data to anticipate and respond to change Whether you're a CEO, manager, or entrepreneur, "Agility Unbound" provides the roadmap you need to transform your organization and unleash its full potential. Don't get left behind in a world where change is the only constant - harness the power of agility and lead your company to new heights of success! Packed with insights and tools you can apply immediately, this is the ultimate guide to building an organization that can thrive in the face of any challenge. Get your copy now and start your journey to becoming an agile, adaptive, and unstoppable business!

Advances in Additive Manufacturing

Advances in Additive Manufacturing PDF Author: Sandip Kunar
Publisher: John Wiley & Sons
ISBN: 1394238282
Category : Technology & Engineering
Languages : en
Pages : 516

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Book Description
This volume focuses on the fundamentals of additive manufacturing and its components, explains why and what we do, outlines what is crucial to the user, offers details on important applications such as in the aerospace, automotive, or medical areas, and the difficult certification process. This book explores the advancements in additive manufacturing which produces solid, free-form, nearly net-shaped objects. This refers to items that are easy to use, out-of-the-box, and not bound by the design constraints of modern manufacturing techniques. AM expands the definition of 3D printing to encompass a variety of procedures that begin with a three-dimensional computer model, incorporate an AM production procedure, and result in a useful product. The AM process can be confusing due to the rapid rise of competing techniques for fabricating 3D parts. This volume provides a thorough review of the basic components and procedures involved in additive manufacturing. It outlines a road map for where to begin, what to study, how everything goes together, and how AM might enable ideas outside traditional processing to realize those ideas in AM. Furthermore, this book investigates the benefits of AM including affordable access to 3D solid modeling software. With this software, learning is achieved without having to invest in costly industrial equipment. AM encompasses a variety of techniques, including those that use high-intensity beams to fuse powder or wire, and hybrid techniques that combine additive and subtractive manufacturing techniques. AM-related processes have developed at breakneck speed, giving rise to a deluge of acronyms and terminology, not to mention the emergence, acquisition, and demise of new businesses. By combining ideas and aspirations, better methods will be revealed that result in useful products that will serve and contribute to a lasting future. Although expensive commercial additive manufacturing equipment can cost hundreds of thousands to millions of dollars, a lack of access to equipment does not preclude the study of the technology. 3D printing services will undoubtedly become more reasonable for small- and medium-sized organizations as their prices decline. Hybrid 3D plastic printing technologies and low-cost hobbyist 3D weld deposition systems are already in development which will make the best 3D printers accessible and affordable. This book will assist the reader in determining what is required to begin, which software, supplies, and procedures best suit, and where to obtain additional information. Audience The book will be used by engineers and R&D researchers involved in advanced additive manufacturing technology, postgraduate students in various disciplines such as mechanical, manufacturing, biomedical, and industrial engineering, etc. It will also serve as a reference manual for manufacturing and materials engineers involved in additive manufacturing and product development.

Gemini AI Prompt Engineering Mastery Playbook

Gemini AI Prompt Engineering Mastery Playbook PDF Author: Dwayne Anderson
Publisher: Estalontech
ISBN:
Category : Computers
Languages : en
Pages : 83

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Book Description
Embark on a journey of AI mastery with "Gemini AI Prompt Engineering Mastery Playbook" by Dwayne Anderson. This comprehensive guide transcends conventional boundaries, offering not just prompts but gateways to diverse avenues of artificial intelligence application. The playbook seamlessly incorporates the latest AI technology, utilizing Gemini AI's dynamic capabilities to enhance the user experience and provide unparalleled inspiration. Inside, you'll discover a treasure trove of 400 meticulously curated prompts designed for those seeking to master AI prompt engineering. Dive into the world of AI with prompts that unlock innovative strategies, techniques, and applications across multiple domains. Explore the realms of AI with four distinct categories of prompts: Cryptocurrency Prompt Template: Navigate the ever-evolving market and unlock AI-driven investment strategies. Freelancing Prompts Template: Unveil the secrets to crafting a thriving AI-powered freelance career. Affiliate Marketing Prompt Template: Demystify the art of using AI to turn online influence into a lucrative income stream. Dropshipping Prompts Template: Guide yourself through setting up an AI-enhanced dropshipping business, selecting winning products, and navigating the intricacies of this dynamic model. Unlike traditional guides, "Gemini AI Prompt Engineering Mastery Playbook" doesn't just provide answers; it sparks curiosity, fuels creativity, and invites you to forge your path to AI mastery. Engage with Gemini AI, not merely as a tool but as a companion in your journey toward AI expertise. Each prompt is a doorway to possibilities, beckoning you to explore, adapt, and transform ideas into tangible success. Prepare to unlock your innovative spirit, as Gemini AI becomes your ally in deciphering the language of AI. This isn't just a book; it's your ticket to a world where ideas translate into action, and AI dreams materialize. Embrace the prompts, embrace the journey, and let the pages of "Gemini AI Prompt Engineering Mastery Playbook" be the catalyst for your breakthrough in artificial intelligence.