Название: MATLAB Bioinformatics Toolbox User’s Guide (R2022b)
Автор: MathWorks
Издательство: The MathWorks, Inc.
Год: September 2022
Страниц: 724
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB

Bioinformatics Toolbox provides algorithms and apps for Next Generation Sequencing (NGS), microarray analysis, mass spectrometry, and gene ontology. Using toolbox functions, you can read genomic and proteomic data from standard file formats such as SAM, FASTA, CEL, and CDF, as well as from online databases such as the NCBI Gene Expression Omnibus and GenBank®. You can explore and visualize this data with sequence browsers, spatial heatmaps, and clustergrams. The toolbox also provides statistical techniques for detecting peaks, imputing values for missing data, and selecting features. The Bioinformatics Toolbox product extends the MATLAB environment to provide an integrated software environment for genome and proteome analysis. Scientists and engineers can answer questions, solve problems, prototype new algorithms, and build applications for drug discovery and design, genetic engineering, and biological research. An introduction to these features will help you to develop a conceptual model for working with the toolbox and your biological data. The Bioinformatics Toolbox product includes many functions to help you with genome and proteome analysis. Most functions are implemented in the MATLAB programming language, with the source available for you to view. This open environment lets you explore and customize the existing toolbox algorithms or develop your own.

Название: State of the Art in Neural Networks and Their Applications: Volume 2
Автор: Ayman S. El-Baz, Jasjit S. Suri
Издательство: Academic Press/Elsevier
Год: 2023
Страниц: 328
Язык: английский
Формат: pdf (true), epub
Размер: 18.6 MB

State of the Art in Neural Networks and Their Applications, Volume Two presents the latest advances in artificial neural networks (ANN) and their applications across a wide range of clinical diagnoses. The book provides over views and case studies of advances in the role of Machine Learning, Artificial Intelligence (AI), Deep Learning (DL), cognitive image processing, and suitable data analytics useful for clinical diagnosis and research applications. The application of neural network, Artificial Intelligence and Machine Learning methods in biomedical image analysis have resulted in the development of computer-aided diagnostic (CAD) systems that aim towards the automatic early detection of several severe diseases. State of the Art in Neural Networks and Their Applications is presented in two volumes. Written by experienced engineers in the field, these two volumes will help engineers, computer scientists, researchers, and clinicians understand the technology and applications of artificial neural networks (ANN).

Название: State of the Art in Neural Networks and Their Applications: Volume 1
Автор: Ayman S. El-Baz, Jasjit S. Suri
Издательство: Academic Press/Elsevier
Год: 2021
Страниц: 310
Язык: английский
Формат: pdf (true)
Размер: 15.6 MB

State of the Art in Neural Networks and Their Applications presents the latest advances in artificial neural networks and their applications across a wide range of clinical diagnoses. Advances in the role of Machine Learning, Artificial Intelligence, Deep Learning, cognitive image processing and suitable data analytics useful for clinical diagnosis and research applications are covered, including relevant case studies. The application of Neural Network, Artificial Intelligence, and Machine Learning methods in biomedical image analysis have resulted in the development of computer-aided diagnostic (CAD) systems that aim towards the automatic early detection of several severe diseases. State of the Art in Neural Networks and Their Applications is presented in two volumes. Volume 1 covers the state-of-the-art Deep Learning approaches for the detection of renal, retinal, breast, skin, and dental abnormalities and more. Among Deep Learning object detectors, the two-stage Deep Learning (DL) object detectors include R-CNN, fast R-CNN, and faster R-CNN.

Название: Quick Recursion (Quick Programming)
Автор: David Matuszek
Издательство: CRC Press
Год: 2023
Страниц: 159
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB

Recursion is the best tool for working with trees and graphs. But perhaps you’ve studied recursion and decided it’s too complicated. You just can’t think that way. That limits the kind of programming you can do. Good news! Recursion is actually easy. It’s just badly taught. See, many instructors talk about how the computer does it. They go on and on about what happens at each level of the recursion and how each level relates to other levels. The problem is that you can’t think in multiple levels. Nobody can. And you don’t have to. This book will show you how you can write recursive programs. Once you understand a few simple rules, you will wonder why you ever thought recursion was complicated. You’ll be able to write recursive programs quickly and easily. Well, as quick and easy as programming ever is, anyway. Any programming book needs examples, and examples have to be in some language. This book uses two well-known languages, Java and Python 3. The code is kept simple, without any language-specific “tricks,” so it should be accessible even to programmers who know neither of these languages.

Название: Problem Solving in Data Structures & Algorithms Using Visual Basic .Net, Third Edition
Автор: Hemant Jain
Издательство: Independently published
Год: 2022
Страниц: 557
Язык: английский
Формат: pdf (true)
Размер: 11.0 MB

This book will take you through basic to advanced data structures and algorithms. Data structures define how data is arranged in memory for fast and efficient access. An algorithm is a finite set of unambiguous instructions to solve problems by manipulating various data structures. Designing an efficient algorithm is a very important skill that all software companies pursue. Most of the interviews for software companies are focused on knowledge of data structures and algorithms. Apart from knowing a programming language, you also need to have a good command of these key computer fundamentals to not only crack the interview but also excel in your jobs as a software engineer. You should have a working knowledge of Visual Basic programming language. You are not an expert in the Visual Basic language, but you are well familiar with concepts of classes, functions, references and recursion.

Название: Data Structures and Algorithms using Swift, Second Edition
Автор: Hemant Jain
Издательство: Independently published
Год: 2022
Страниц: 583
Язык: английский
Формат: pdf (true)
Размер: 12.1 MB

“Problem Solving in Data Structures & Algorithms” is a series of books about the usage of Data Structures and Algorithms in computer programming. The book is easy to follow and is written for interview preparation point of view. This book introduces you to the world of data structures and algorithms. Data structures define the way in which data is arranged in memory for fast and efficient access, while algorithms are a set of instruction to solve problems by manipulating these data structures. Designing an efficient algorithm is a very important skill that all software companies, e.g., Microsoft, Google, Facebook etc. pursues. Most of the interviews for these companies are focused on knowledge of data-structures and algorithms. They look for how candidates use concepts of data structures and algorithms to solve complex problems efficiently. Apart from knowing, a programming language, you also need to have good command of these key computer fundamentals to not only qualify the interview but also excel in your jobs as a software engineer. This book assumes that you are a Swift language developer. You are not an expert in Swift language, but you are well familiar with concepts of classes, functions, arrays, references, and recursion.

Название: C programming for problem solving
Автор: Hemant Jain, Sukhendra Singh
Издательство: Independently published
Год: 2020
Страниц: 295
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB

This text book provide in-depth coverage of C constructs and concepts useful for problem solving. This book covers complete syllabus of programming course taught in first year of undergraduate programmer in various institution in India. After finishing, the reader will be able to write programs in C programming for problems in hand efficiently. The C language is a procedural language, which means we specify the sequence of steps that need to be followed to reach the desired output. It is as if I will do "job1" than "job2" and finally "job3" and at the end, my work is done. C is a compiled language, which means you have to run C code through a compiler to make it understandable to your computer.

Название: Convex Optimization In Python : Python Implementations For Examples in Textbook, Convex Optimization
Автор: Edwin Jiang
Издательство: Leanpub
Год: May 23, 2022
Страниц: 614
Язык: английский
Формат: pdf (true)
Размер: 13.2 MB

A demonstration of how abstract convex algorithms work in practice* Convex optimization as a solid foundation for AL & ML. The objective of the book is to assist the reader to acquire Python programming experience of the convex optimization theory, by first reproducing the examples and the figures in the textbook by Python, and then by tuning the model parameters for further understanding the characteristics of the convex problems and their solutions.

Название: Machine Learning for Smart Environments/Cities: An IoT Approach
Автор: Goncalo Marques, Alfonso Gonzalez-Briones
Издательство: Springer
Год: 2022
Страниц: 254
Язык: английский
Формат: pdf (true), epub
Размер: 28.1 MB

This book introduces machine learning and its applications in smart environments/cities. At this stage, a comprehensive understanding of smart environment/city applications is critical for supporting future research. This book includes chapters written by researchers from different countries across the globe and identifies critical threads in research and also gaps that open up new and challenging lines of research for the future. Recent advances are discussed, and thorough reviews introduce readers to critical domains. The discussion on key research topics presented in this book accelerates smart city and smart environment implementations based on IoT technologies. Consequently, this book supports future research activities aimed at developing future IoT architectures for smart environments/cities.

Название: PyTorch. Освещая глубокое обучение
Автор: Стивенс Эли, Антига Лука, Виман Томас
Издательство: Питер
Год: 2022
Формат: pdf
Страниц: 576
Размер: 45,4 Мб
Язык: русский

Многие средства глубокого обучения используют Python, но именно библиотека PyTorch по-настоящему «питоническая». Легкая в освоении для тех, кто знаком с NumPy и scikit-learn, PyTorch упрощает работу с глубоким обучением, обладая в то же время богатым набором функций. PyTorch прекрасно подходит для быстрого создания моделей и без проблем масштабируется до корпоративного проекта. PyTorch используют такие компании как Apple и JPMorgan Chase. Навыки работы с этой библиотекой пригодятся вам для карьерного роста. Вы научитесь создавать нейронные сети и системы глубокого обучения с помощью PyTorch. Книга поможет быстро приступить к созданию реального проекта с нуля. В ней описаны лучшие практики всего конвейера работы с данными, включая PyTorch Tensor API, загрузку данных на Python, мониторинг обучения и визуализацию полученных результатов.