Lambda Update
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Modelling And Implementation Of A Microscopic Traffic Simulation System
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Author : Johannes Brügmann
language : en
Publisher: Logos Verlag Berlin GmbH
Release Date : 2015-11-16
Modelling And Implementation Of A Microscopic Traffic Simulation System written by Johannes Brügmann and has been published by Logos Verlag Berlin GmbH this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-11-16 with Computers categories.
This thesis presents the foundations, the initial state, and the progress made in modelling and implementing a real-world and real-time online microscopic traffic simulation system for highway traffic. To successfully model and implement such a simulation system, this thesis recommends the use of a number of formal methods applied at the right places. As part of the recommendation, this thesis proposes a microscopic traffic simulation system. To explore the feasibility and the potential of the recommended methods, it observes and examines the proposed system from multiple views and under various different aspects. As part of the examination, this thesis provides a (semi-)formal specification, a model implementation, an implementation of a productive system, and the benefits that result from validating such a system. The results and any proper application of them have the potential to increase the reliability and the trustworthiness for any future implementation of the proposed simulation system. The presented results additionally motivate to apply the proposed approach to similar simulation systems. The thesis concludes the presentation of the results with some considerations for future implementations.
Sparse Estimation With Math And R
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Author : Joe Suzuki
language : en
Publisher: Springer Nature
Release Date : 2021-08-04
Sparse Estimation With Math And R written by Joe Suzuki and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-08-04 with Computers categories.
The most crucial ability for machine learning and data science is mathematical logic for grasping their essence rather than knowledge and experience. This textbook approaches the essence of sparse estimation by considering math problems and building R programs. Each chapter introduces the notion of sparsity and provides procedures followed by mathematical derivations and source programs with examples of execution. To maximize readers’ insights into sparsity, mathematical proofs are presented for almost all propositions, and programs are described without depending on any packages. The book is carefully organized to provide the solutions to the exercises in each chapter so that readers can solve the total of 100 exercises by simply following the contents of each chapter. This textbook is suitable for an undergraduate or graduate course consisting of about 15 lectures (90 mins each). Written in an easy-to-follow and self-contained style, this book will also be perfect material for independent learning by data scientists, machine learning engineers, and researchers interested in linear regression, generalized linear lasso, group lasso, fused lasso, graphical models, matrix decomposition, and multivariate analysis. This book is one of a series of textbooks in machine learning by the same author. Other titles are: - Statistical Learning with Math and R (https://www.springer.com/gp/book/9789811575679) - Statistical Learning with Math and Python (https://www.springer.com/gp/book/9789811578762) - Sparse Estimation with Math and Python
Dva C02 Practice Questions For Aws Developer Associate Certification
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Author : Dormouse Quillsby
language : en
Publisher: Dormouse Quillsby
Release Date :
Dva C02 Practice Questions For Aws Developer Associate Certification written by Dormouse Quillsby and has been published by Dormouse Quillsby this book supported file pdf, txt, epub, kindle and other format this book has been release on with Computers categories.
NotJustExam - DVA-C02 Practice Questions for AWS Developer - Associate Certification #Master the Exam #Detailed Explanations #Online Discussion Summaries #AI-Powered Insights Struggling to find quality study materials for the AWS Certified Developer - Associate (DVA-C02) exam? Our question bank offers over 550+ carefully selected practice questions with detailed explanations, insights from online discussions, and AI-enhanced reasoning to help you master the concepts and ace the certification. Say goodbye to inadequate resources and confusing online answers—we’re here to transform your exam preparation experience! Why Choose Our DVA-C02 Question Bank? Have you ever felt that official study materials for the DVA-C02 exam don’t cut it? Ever dived into a question bank only to find too few quality questions? Perhaps you’ve encountered online answers that lack clarity, reasoning, or proper citations? We understand your frustration, and our DVA-C02 certification prep is designed to change that! Our DVA-C02 question bank is more than just a brain dump—it’s a comprehensive study companion focused on deep understanding, not rote memorization. With over 550+ expertly curated practice questions, you get: 1. Question Bank Suggested Answers – Learn the rationale behind each correct choice. 2. Summary of Internet Discussions – Gain insights from online conversations that break down complex topics. 3. AI-Recommended Answers with Full Reasoning and Citations – Trust in clear, accurate explanations powered by AI, backed by reliable references. Your Path to Certification Success This isn’t just another study guide; it’s a complete learning tool designed to empower you to grasp the core concepts of Developer - Associate. Our practice questions prepare you for every aspect of the DVA-C02 exam, ensuring you’re ready to excel. Say goodbye to confusion and hello to a confident, in-depth understanding that will not only get you certified but also help you succeed long after the exam is over. Start your journey to mastering the AWS Certified: Developer - Associate certification today with our DVA-C02 question bank! Learn more: AWS Certified: Developer - Associate https://aws.amazon.com/certification/certified-developer-associate/
A Concise Introduction To Machine Learning
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Author : A.C. Faul
language : en
Publisher: CRC Press
Release Date : 2025-05-14
A Concise Introduction To Machine Learning written by A.C. Faul and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-14 with Computers categories.
A Concise Introduction to Machine Learning uses mathematics as the common language to explain a variety of machine learning concepts from basic principles and illustrates every concept using examples in both Python and MATLAB®, which are available on GitHub and can be run from there in Binder in a web browser. Each chapter concludes with exercises to explore the content. The emphasis of the book is on the question of Why—only if “why” an algorithm is successful is understood, can it be properly applied and the results trusted. Standard techniques are treated rigorously, including an introduction to the necessary probability theory. This book addresses the commonalities of methods, aims to give a thorough and in-depth treatment and develop intuition for the inner workings of algorithms, while remaining concise. This useful reference should be essential on the bookshelf of anyone employing machine learning techniques, since it is born out of strong experience in university teaching and research on algorithms, while remaining approachable and readable.
Aids Update
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Author :
language : en
Publisher:
Release Date : 1987
Aids Update written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1987 with AIDS (Disease) categories.
Scala For Machine Learning
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Author : Patrick R. Nicolas
language : en
Publisher: Packt Publishing Ltd
Release Date : 2017-09-26
Scala For Machine Learning written by Patrick R. Nicolas and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-09-26 with Computers categories.
Leverage Scala and Machine Learning to study and construct systems that can learn from data About This Book Explore a broad variety of data processing, machine learning, and genetic algorithms through diagrams, mathematical formulation, and updated source code in Scala Take your expertise in Scala programming to the next level by creating and customizing AI applications Experiment with different techniques and evaluate their benefits and limitations using real-world applications in a tutorial style Who This Book Is For If you're a data scientist or a data analyst with a fundamental knowledge of Scala who wants to learn and implement various Machine learning techniques, this book is for you. All you need is a good understanding of the Scala programming language, a basic knowledge of statistics, a keen interest in Big Data processing, and this book! What You Will Learn Build dynamic workflows for scientific computing Leverage open source libraries to extract patterns from time series Write your own classification, clustering, or evolutionary algorithm Perform relative performance tuning and evaluation of Spark Master probabilistic models for sequential data Experiment with advanced techniques such as regularization and kernelization Dive into neural networks and some deep learning architecture Apply some basic multiarm-bandit algorithms Solve big data problems with Scala parallel collections, Akka actors, and Apache Spark clusters Apply key learning strategies to a technical analysis of financial markets In Detail The discovery of information through data clustering and classification is becoming a key differentiator for competitive organizations. Machine learning applications are everywhere, from self-driving cars, engineering design, logistics, manufacturing, and trading strategies, to detection of genetic anomalies. The book is your one stop guide that introduces you to the functional capabilities of the Scala programming language that are critical to the creation of machine learning algorithms such as dependency injection and implicits. You start by learning data preprocessing and filtering techniques. Following this, you'll move on to unsupervised learning techniques such as clustering and dimension reduction, followed by probabilistic graphical models such as Naive Bayes, hidden Markov models and Monte Carlo inference. Further, it covers the discriminative algorithms such as linear, logistic regression with regularization, kernelization, support vector machines, neural networks, and deep learning. You'll move on to evolutionary computing, multibandit algorithms, and reinforcement learning. Finally, the book includes a comprehensive overview of parallel computing in Scala and Akka followed by a description of Apache Spark and its ML library. With updated codes based on the latest version of Scala and comprehensive examples, this book will ensure that you have more than just a solid fundamental knowledge in machine learning with Scala. Style and approach This book is designed as a tutorial with hands-on exercises using technical analysis of financial markets and corporate data. The approach of each chapter is such that it allows you to understand key concepts easily.
Proceedings
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Author :
language : en
Publisher:
Release Date : 1976
Proceedings written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1976 with Computer programming categories.
New Serial Titles
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Author :
language : en
Publisher:
Release Date : 1993
New Serial Titles written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993 with Periodicals categories.
A union list of serials commencing publication after Dec. 31, 1949.
Social Policy
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Author :
language : en
Publisher:
Release Date : 1989
Social Policy written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1989 with United States categories.
Courting Political Opportunity
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Author : Ellen Ann Andersen
language : en
Publisher:
Release Date : 1999
Courting Political Opportunity written by Ellen Ann Andersen and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1999 with Gay people categories.