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Machine Learning in Healthcare and Security Advances, Obstacles, and Solutions

This book brings together a blend of different areas of machine learning and recent advances in the area. From the use of ML in healthcare to security, this book encompasses several areas related to ML while keeping a check on traditional ML algorithms. Machine Learning in Healthcare and Security: Advances, Obstacles, and Solutions describes the predictive analysis and forecasting techniques in different emerging and classical areas using the approaches of ML and AI. It discusses the application of ML and AI in medical diagnostic systems and deals with the security prevention aspects of ML and how it can be used to tackle various emerging security issues. This book also focuses on NLP and understanding the techniques, obstacles, and possible solutions. This is a valuable reference resource for researchers and postgraduate students in healthcare systems engineering, computer science, cyber-security, information technology, and applied mathematics.

Practical Probabilistic Programming

This book takes the reader gently through these ideas using the Figaro language to illustrate the concepts and their applications. It avoids unnecessary mathematics and concentrates on real-world examples, which are laid out in detail and carefully explained. It is suitable for someone with a typical programming background. As a byproduct of working through the book, the reader will, with less effort than usual, acquire a strong grasp of the principles and techniques of Bayesian inference and statistical learning. Perhaps most importantly, the reader will learn the skill of modeling, which is among the most critical skills any scientist or engineer can have. Figaro and other PPLs allow one to express that skill directly, rapidly, and precisely.

O'zbekistonning eng yangi tarixi

Mazkur darslik oliy o'quv yurtining nomutaxassis fakultetlari talabalari uchun mo'ljallangan.

Iqtisodiy va ijtimoiy geografiya

Ushbu darslikda Iqtisodiy va ijtimoiy geografiyaning zamonaviy mazmunmohiyati, rivojlanish qonuniyatlari, ichki tuzilishi va iqtisodiyot tarmoqlarini o‘rganishdagi ahamiyati yoritib berilgan.

Iqtisodiy va siyosiy geografiya asoslari

Mazkur o‘quv darsligida iqtisodiy va siyosiy geografiya fanining mazmuni va maqsadi, uning asosiy tushunchalari va bozor munosabatlariga o'tish davrida rivojlanishi, ishlab chiqarishni ijtimoiy hamda hududiy tashkil etish, siyosiy geografiyaning ba'zi bir m asalalari to‘g‘risidagi m avzular yoritilib beriladi.

Texnik tizimlarni boshqarish

Darslikda avtomobil transporti texnik eksplutatsiyada boshqarishni tashkil qilish boshqaruv qarorlarini optimallashtirishning va transport tizimlarida tashkiliy tuzilmalarni qurishning amaliy va nazariy jihatlari keng yoritilgan.

Farmakognoziya

Ushbu darslik tibbiyot oliygohlarida taxsil oluvchi talabalarnig oʻquv adabiyotlariga boʻlgan talablarini qondirish uchun tayyorlandi.

Digital Communication Systems

Offers the most complete, up-to-date coverage available on the principles of digital communications. Focuses on basic issues, relating theory to practice wherever possible. Numerous examples, worked out in detail, have been included to help the reader develop an intuitive grasp of the theory.

Simulation of Digital Communication Systems Using Matlab

This ebook is meant for students and instructors who are interested in simulation of signal processing and digital communication with Matlab. You should have a fair understanding of Matlab programming to begin with. Essential topics in digital communication are introduced to foster understanding of simulation methodologies. References are given in square brackets with in the text. Please refer the last section on references to get more details. The following manuscript is a result of five years of author's work and you are welcome to give feedback to make it better. Please check author's page (given at the end of this book) for contact info.

Farmakognoziya (I qism)

Darslik farmakognoziya fanini o`itishning amaldagi dasturi asosida yozilgan bo`lib, unda dorivor o`simliklar mahsuloti, ularning tasviri, o`sish joyi, ishlatish va dorivor preparatlari to`g`risida to`liq ma'lumot keltirilgan.

O'zbekistonning me'moriy yodgorliklari tarixi

Mazkur darslikda O'zbekiston Respublikasi hududida joylashgan tarixiy me'moriy yodgorliklar, ularning qurilish tarixi, ijtimoiy xususiyatlari, bino turlari hamda ularning o'ziga xosligi masalalari xronologik izchillikda yoritilgan/

Practicing Trustworthy Machine Learning. Consistent, Transparent, and Fair AI Pipelines

With the increasing use of AI in high-stakes domains such as medicine, law, and defense, organizations spend a lot of time and money to make ML models trustworthy. Many books on the subject offer deep dives into theories and concepts. This guide provides a practical starting point to help development teams produce models that are secure, more robust, less biased, and more explainable. Authors Yada Pruksachatkun, Matthew McAteer, and Subhabrata Majumdar translate best practices in the academic literature for curating datasets and building models into a blueprint for building industry-grade trusted ML systems. With this book, engineers and data scientists will gain a much-needed foundation for releasing trustworthy ML applications into a noisy, messy, and often hostile world.

Architectural Patterns and Techniques for Developing IoT Solutions

This book is a comprehensive guide to building, deploying, and evolving software-intensive systems for IoT. You will find here solid, pragmatic advice on how to design such systems, how to evaluate them, and how to deliver them. Three things in particular delight me about this book: there is a clear emphasis on design patterns; broad coverage across problem domains, from manufacturing and agriculture to cities and beyond; and coverage of the connection of IoT systems to contemporary developments in artificial intelligence.

Hands-On Network Programming with C# and .NET Core

The book begins by introducing the core concepts of network programming, and what distinguishes this field of programming from other disciplines. After this, you will gain insights into concepts such as transport protocols, sockets and ports, and remote data streams, which will provide you with a holistic understanding of how network software fits into larger distributed systems. The book will also explore the intricacies of how network software is implemented in a more explicit context, by covering sockets, connection strategies such as Transmission Control Protocol (TCP) and User Datagram Protocol (UDP), asynchronous processing, and threads.

АГРОЭКОЛОГИЯ

Дарсликда биосферанинг экологик омиллари, биоценоз, экосистемапарнинг ҳолати, биосферанинг табиий бойликлари, қишлоқ хўжалик экосистемаларининг биологик маҳсулдорлиги, техноген омилларнинг таъсири, тупроқ ифлосланишида кимёлаштириш жараёнлари, Ўзбекистон- нинг ер фонди, қишлоқ хўжалик ерлари, тупроқнинг шўрланиши, эрозияга учраш даражаси, сабаблари, тупроқларнинг эдафик омиллари, унда учрайдиган организмлар, уларнинг экологик гуруҳлари ва аҳамияти, қиш- лоқ хўжалигида минерал ва органик ўгитларни қўллаш меъёрлари, ҳосил- дорликни ошириш, экологик тоза маҳсулот олишда, турли заҳарли кимёвий моддалардан фойдаланишда инсон саломатлигини сақлаш бораси да эҳтиёткорлик чора-тадбирларини кўриш, қишлоқ хўжалик экологи- ясининг асосий йўналишлари баён этилган.

Programming PyTorch for Deep Learning

This book is here to help you get your job done. In general, if example code is offered with this book, you may use it in your programs and documentation. You do not need to contact us for permission unless you’re reproducing a significant portion of the code. For example, writing a program that uses several chunks of code from this book does not require permission. Selling or distributing a CD-ROM of examples from O’Reilly books does require permission. Answering a question by citing this book and quoting example code does not require permission. Incorporating a signifi‐ cant amount of example code from this book into your product’s documentation does require permission.