Название: Topological Dynamics in Metamodel Discovery with Artificial Intelligence: From Biomedical to Cosmological Technologies Автор: Ariel Fernandez Издательство: CRC Press Серия: Artificial Intelligence and Robotics Series Год: 2023 Страниц: 228 Язык: английский Формат: pdf (true) Размер: 33.7 MB
The leveraging of Artificial Intelligence (AI) for model discovery in dynamical systems is cross-fertilizing and revolutionizing both disciplines, heralding a new era of data-driven science. This book is placed at the forefront of this endeavor, taking model discovery to the next level. Dealing with Artificial Intelligence, this book delineates AI’s role in model discovery for dynamical systems. With the implementation of topological methods to construct metamodels, it engages with levels of complexity and multiscale hierarchies hitherto considered off limits for Data Science. Intended for graduate students, researchers, and practitioners interested in dynamical systems empowered by AI or Machine Learning (ML) and in their biological, engineering, and biomedical applications, this book will represent a significant educational resource for people engaged in AI-related cross-disciplinary projects.
Название: Python Crash Course, 3rd Edition Автор: Eric Matthes Издательство: No Starch Press Год: 2023 Страниц: 554 Язык: английский Формат: pdf (true), epub, mobi Размер: 10.1 MB, 10.1 MB
Python Crash Course is the world's best-selling guide to the Python guide programming language, with over 1,500,000 copies sold to date! This fast-paced, thorough introduction to programming with Python will have you writing code, solving problems, and making cool projects that work in no time. In the first half of the book, you'll learn basic programming concepts, such as variables, lists, loops, and classes, and practice writing clean code with exercises for each topic. You'll also learn how to make your programs interactive and test your code safely before adding it to a project. In the second half, you'll put your new knowledge into practice with three substantial projects: a Space Invaders - inspired arcade game, a set of data visualizations with Python's handy libraries, and a simple web app you can deploy online.
Название: MATLAB RoadRunner User's Guide (R2022b) Автор: MathWorks, Inc. Издательство: MathWorks Год: 2022 Страниц: 434 Язык: английский Формат: pdf (true) Размер: 32.7 MB
Design 3D scenes for automated driving simulation. RoadRunner is an interactive editor that lets you design 3D scenes for simulating and testing automated driving systems. You can customize roadway scenes by creating region-specific road signs and markings. You can insert signs, signals, guardrails, and road damage, as well as foliage, buildings, and other 3D models. RoadRunner provides tools for setting and configuring traffic signal timing, phases, and vehicle paths at intersections. RoadRunner supports the visualization of lidar point cloud, aerial imagery, and GIS data. You can import and export road networks using ASAM OpenDRIVE®. 3D scenes built with RoadRunner can be exported in FBX, glTF, OpenFlight, OpenSceneGraph, OBJ, and USD formats. The exported scenes can be used in automated driving simulators and game engines, including CARLA, VIRES VTD, NVIDIA DRIVE Sim, SVL, Baidu Apollo, Unity, and Unreal Engine.
Название: MATLAB Vehicle Dynamics Blockset User’s Guide (R2022b) Автор: MathWorks, Inc. Издательство: MathWorks Год: 2022 Страниц: 334 Язык: английский Формат: pdf (true) Размер: 10.3 MB
Model and simulate vehicle dynamics in a virtual 3D environment. Vehicle Dynamics Blockset provides fully assembled reference application models that simulate driving maneuvers in a 3D environment. You can use the prebuilt scenes to visualize roads, traffic signs, trees, buildings, and other objects around the vehicle. You can customize the reference models by using your own data or by replacing a subsystem with your own model. The blockset includes a library of components for modeling propulsion, steering, suspension, vehicle bodies, brakes, and tires. Vehicle Dynamics Blockset provides a standard model architecture that can be used throughout the development process. It supports ride and handling analyses, chassis controls development, software integration testing, and hardware-in-the-loop testing. By integrating vehicle dynamics models with a 3D environment, you can test ADAS and automated driving perception, planning, and control software. These models let you test your vehicle with standard driving maneuvers such as a double lane change or with your own custom scenarios.
Название: Coding Activities for Developing Games in Unity Автор: Joshua Romphf Издательство: Rosen Publishing Серия: Code Creator Год: 2022 Страниц: 79 Язык: английский Формат: pdf, epub (true) Размер: 10.2 MB
Used by blockbuster game studios, indie developers, and computer science educators, the Unity Game Engine is one of the world's most popular tools for creating real-time interactive graphics. This volume provides an accessible introduction to the expansive Unity ecosystem through a series of unique activities that illustrate some of the important concepts of game development and real-time graphics programming. In a computer-driven world, these coding skills are useful for not just game development, but also contribute to core computer literacy. It would be impossible to cover everything Unity has to offer—let alone make a fleshed out game—in a few activities. However, these projects will give you all of the pieces you need to begin building interactive experiences of your own. Since Unity has excellent documentation and a very active community, it is possible to find a tremendous amount of resources. In other words, this book will be a great stepping stone for you to develop your programming skills in general and your Unity skills in particular.
Название: Coding Activities for Developing Music with Sonic Pi Автор: Cathleen Small Издательство: Rosen Publishing Серия: Code Creator Год: 2022 Страниц: 68 Язык: английский Формат: pdf, epub (true) Размер: 10.2 MB
Sonic Pi is free to use. The idea behind the software is that it uses music development to teach basic computing concepts. Not only does this allow users to combine musical creativity with some simple instruction on coding, but it also introduces aspiring coders to an easy-to-use language that will provide a solid foundation of knowledge if they go on to learn more complex coding languages. Sonic Pi touts itself as being powerful enough for professional musicians, but simple enough for new coders to learn. The programming language used is Ruby, but Sonic Pi is the integrated development environment (IDE) that uses Ruby syntax to produce music. Ruby is an object-oriented programming language that was first developed in the 1990s.
Название: Raspberry Pi Cookbook: Software and Hardware Problems and Solutions, 4th Edition (Fourth Early Release) Автор: Dr. Simon Monk Издательство: O’Reilly Media, Inc. Год: 2022-10-03 Страниц: 610 Язык: английский Формат: epub Размер: 43.5 MB
If you've started to work with Raspberry Pi, you know that Raspberry Pi's capabilities are continually expanding. The fourth edition of this popular cookbook provides more than 200 hands-on recipes (complete with code) that show you how to run this tiny low-cost computer with Linux, program it with Python, hook it up to sensors and motors, and use it with the internet of things (IoT). This new edition includes new chapters on the Raspberry Pi Pico and machine learning with the Raspberry Pi. Although many languages can be used to program the Raspberry Pi, Python is the most popular. In fact, the Pi in Raspberry Pi is inspired by the word python. Although Python’s most recent version, Python 3, has been around for years, you’ll find that a lot of people still use Python 2. Python 3 (the default for Raspberry Pi OS) is run by using either of the commands python or Python 3. The examples in this book are written for Python 3 unless otherwise stated.
Название: Object Oriented Modeling and Design Using UML, 2nd Edition Автор: Ajit Singh, Anamika Издательство: Independently published Год: 2022 Страниц: 220 Язык: английский Формат: epub Размер: 10.2 MB
This book starts with requirements gathering & ends with implementation. In the process, you'll learn how to analyze and design classes, their relationships to each other in order to build a model of the problem domain. You'll also use common UML diagrams throughout this process, such as use-case, class, activity & other diagrams. This book is also suitable for use in postgraduate and graduate courses as well as in professional seminars and individual study. Because it deals primarily with a method of software development, it is most appropriate for courses in software engineering and as a supplement to courses involving specific object-oriented programming languages. The Unified Modeling Language™ (UML) is inherently object-oriented modeling language and was designed for use in object-oriented software applications. The applications could be based on the object-oriented technologies recommended by the Object Management Group (OMG), which owns the UML.
Название: Federated Learning Over Wireless Edge Networks Автор: Wei Yang Bryan Lim, Jer Shyuan Ng, Zehui Xiong Издательство: Springer Год: 2022 Страниц: 175 Язык: английский Формат: pdf Размер: 10.1 MB
This book first presents a tutorial on Federated Learning (FL) and its role in enabling Edge Intelligence over wireless edge networks. This provides readers with a concise introduction to the challenges and state-of-the-art approaches towards implementing FL over the wireless edge network. Then, in consideration of resource heterogeneity at the network edge, the authors provide multifaceted solutions at the intersection of network economics, game theory, and Machine Learning towards improving the efficiency of resource allocation for FL over the wireless edge networks. The confluence of edge computing and Artificial Intelligence (AI) has driven the rise of edge intelligence, which leverages the storage, communication, and computation capabilities of end devices and edge servers to empower AI implementation at scale closer to where data is generated. An enabling technology of edge intelligence is the privacy-preserving Machine Learning (ML) paradigm known as Federated Learning (FL).
Название: Improving Classifier Generalization: Real-Time Machine Learning based Applications Автор: Rahul Kumar Sevakula, Nishchal K. Verma Издательство: Springer Серия: Studies in Computational Intelligence Год: 2023 Страниц: 181 Язык: английский Формат: pdf Размер: 10.1 MB
This book elaborately discusses techniques commonly used to improve generalization performance in classification approaches. The contents highlight methods to improve classification performance in numerous case studies. The book specifically provides a detailed tutorial on how to approach time-series classification problems and discusses two real time case studies on condition monitoring. In addition to describing the various aspects a data scientist must consider before finalizing their approach to a classification problem and reviewing the state of the art for improving classification generalization performance, it also discusses in detail the authors own contributions to the field, including MVPC - a classifier with very low VC dimension, a graphical indices based framework for reliable predictive maintenance and a novel general-purpose membership functions for Fuzzy Support Vector Machine which provides state of the art performance with noisy datasets, and a novel scheme to introduce Deep Learning (DL) in Fuzzy Rule based classifiers (FRCs). This monograph begins with the fundamentals of classifiers, bias-variance tradeoff, statistical learning theory (SLT), probably approximate correct (PAC) framework, maximum margin classifiers, and popular methods which improve generalization like regularization, boosting, transfer learning, dropout in Deep Learning, etc. Furthermore, the monograph solves four independent problems that have great relevance for certain real-time applications.