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Programming Machine Learning : From Coding to Deep Learning
You've decided to tackle machine learning - because you're job hunting, embarking on a new project, or just think self-driving cars are cool.But where to start? It's easy to be intimidated, even as a software developer.The good news is that it doesn't have to be that hard.Master machine learning by writing code one line at a time, from simple learning programs all the way to a true deep learning system.Tackle the hard topics by breaking them down so they're easier to understand, and build your confidence by getting your hands dirty.Peel away the obscurities of machine learning, starting from scratch and going all the way to deep learning.Machine learning can be intimidating, with its reliance on math and algorithms that most programmers don't encounter in their regular work.Take a hands-on approach, writing the Python code yourself, without any libraries to obscure what's really going on.Iterate on your design, and add layers of complexity as you go.Build an image recognition application from scratch with supervised learning.Predict the future with linear regression. Dive into gradient descent, a fundamental algorithm that drives most of machine learning.Create perceptrons to classify data. Build neural networks to tackle more complex and sophisticated data sets.Train and refine those networks with backpropagation and batching.Layer the neural networks, eliminate overfitting, and add convolution to transform your neural network into a true deep learning system.Start from the beginning and code your way to machine learning mastery.What You Need: The examples in this book are written in Python, but don't worry if you don't know this language: you'll pick up all the Python you need very quickly.Apart from that, you'll only need your computer, and your code-adept brain.
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Learning, Training, and Development in Organizations
This scholarly book in SIOP’s Organizational Frontier series looks at research on enhancing knowledge acquisition and its application in organizations.It concentrates on training, design and delivery given the changing nature of work and organizations.Now that work is increasingly complex, there is greater emphasis on expertise and cognitive skills.Advances in technology such as computer simulations and web-based training are necessitating a more active role for the learner in the training process.In the broad context of the organization systems, this book promotes learning and development as a continuous lifelong endeavor.
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Land-Use Planning for Sustainable Development
Thirteen years ago, the first edition of Land-Use Planning for Sustainable Development examined the question: is the environmental doomsday scenario inevitable?It then presented the underlying concepts of sustainable land-use planning and an array of alternatives for modifying conventional planning for and regulation of the development of land.This second edition captures current success stories, showcasing creative, resilient strategies for fundamentally changing the way we alter our landscape. See What’s New in the Second Edition: Explains the relationship between innovative land-use planning and nature’s impartial, inviolate biophysical principles that govern the outcome of all planningFocuses on how decision making that flows from and aligns with nature’s biophysical principles benefits all generations by consciously protecting and maintaining social-environmental sustainabilityProposes an alternative framework for municipal comprehensive plans framing the community as a living system Written by two experienced professionals in sustainable development planning, the second edition revisits the successes as well as barriers to progress associated with establishing new community development models, such as EcoMunicipalities.The authors emphasize the necessity and potency of citizen involvement and initiatives.They provide proposals for alternative approaches that rest on lessons from history as well as the research, wisdom, and vision of many individuals and communities whose work they have studied.The book supplies a sturdy platform on which to continually build and innovate progress in sustainable land use planning.
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Effective Software Development for the Enterprise : Beyond Domain Driven Design, Software Architecture, and Extreme Programming
It’s a jungle out there. Delivering software solutions with predictable costs, time, scope, and quality has become more complicated than ever.Developers need to account for multiple moving targets, including often avoided but always relevant factors such as culture, people, and leadership.To effectively deal with these challenges, it’s necessary to rethink the entire delivery chain of modern software development.This book addresses all these topics, putting everything in perspective, from the potential awkwardness created by cultural differences to connecting code with business outcomes to make delivering quality solutions possible.As a software engineer who strives to be his best and challenge the status quo when building IT systems, author Tengiz Tutisani always wanted a book that would cover all of these elements from a developer’s perspective — so he wrote one.Effective Software Development for the Enterprise builds on advanced disciplines, methodologies, and techniques derived from domain-driven design, software architecture, and extreme programming.Its objective is to aid modern software engineers and solution architects in building and delivering high-quality solutions for an enterprise while meeting ambitious criteria:Meet users' expectationsDeliver solutions on time with no defectsCreate products that can scale-out horizontallySolutions should not require a dedicated production support teamAccelerate development paceDouble ROI per developer, team, and softwareYou will learn how to achieve these objectives in any engineering environment by developing solid strategies based on the industry's well-known, recognized, and proven patterns and principles.After reading this book, you will be ready to effectively deal with any and all challenges posed by today’s hyper-competitive, globally-diverse, fast-moving enterprise environment. Who This Book Is ForProfessional software engineers and solution architects, as well as those aspiring to become one.Additionally, software engineering leaders will benefit from reading it, as it will help them maximize their impact via successful software project deliveries.
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Is learning programming and software development very challenging?
Learning programming and software development can be challenging for some people, as it requires logical thinking, problem-solving skills, and attention to detail. However, with dedication, practice, and the right resources, it is definitely achievable. Breaking down complex concepts into smaller, more manageable parts and seeking help from online tutorials, courses, and communities can make the learning process easier and more enjoyable. Ultimately, the level of challenge will vary depending on the individual's background, experience, and learning style.
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Which programming languages are used in software development?
There are many programming languages used in software development, including popular languages such as Java, Python, C++, JavaScript, and Ruby. Each language has its own strengths and is used for different purposes in software development. For example, Java is commonly used for building enterprise-level applications, while Python is known for its simplicity and versatility. C++ is often used for system software and game development, while JavaScript is essential for web development. Overall, the choice of programming language depends on the specific requirements of the software being developed.
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Which programming language do IT specialists use for application development?
IT specialists use a variety of programming languages for application development, depending on the specific requirements of the project. Some commonly used languages include Java, Python, C++, and JavaScript. These languages are popular for their versatility, performance, and wide range of libraries and frameworks available for developers to use. Ultimately, the choice of programming language depends on factors such as the project's goals, team expertise, and scalability requirements.
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What is the difference between software development and programming?
Software development is a broader term that encompasses the entire process of creating software, including planning, designing, testing, and maintaining software applications. Programming, on the other hand, refers specifically to the act of writing code to instruct a computer to perform certain tasks. While programming is a key component of software development, software development involves a more comprehensive approach that includes various stages beyond just writing code.
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Modern Python Programming using ChatGPT : 10x your software development skills with Python
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Fluency in L2 Learning and Use
This book brings together theoretical and empirical approaches to second language (L2) fluency and provides a state-of-the-art overview of current research on the topic.The strength of the volume lies in its interdisciplinarity: the chapters approach fluency from non-traditional starting points and go beyond disciplinary boundaries in their contributions.The volume includes chapters investigating fluency from an L2 perspective and integrates perspectives from related fields, such as psycholinguistics, sign language studies and L2 assessment.The book extends the common foci and approaches of fluency studies and offers new perspectives that enable readers to evaluate critically existing paradigms and models.This encourages the development of more comprehensive frameworks and directs future L2 fluency research into new areas of L2 learning and use.
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Simulation : The Practice of Model Development and Use
The new edition of this successful textbook provides a comprehensive introduction to simulation, foregrounding the topic as an applied problem-solving tool.Guiding readers through the key stages in a simulation project in terms of both the technical requirements and the project management issues surrounding it, the book will enable students to develop appropriate valid conceptual models, perform simulation experiments, analyse the results and draw insightful conclusions.The author’s engaging style and authoritative knowledge of the subject make the book as accessible as it is essential, drawing on case studies and complementary online content to encourage a critical engagement with the topic. This is an ideal textbook for those studying on upper level undergraduate and postgraduate degree courses in business and management and MBA programmes, and is a core text for those specialising in operations management.In addition, it is an important text for students taking Simulation modules on engineering, computer science or mathematics degree programmes. New to this Edition:- A practical step-by-step guide to preparing a simple model- Improved cross referencing, navigation and design- Updated referencing and the inclusion of select new case studies- New material available via the companion website- Key concepts, on-page glossary terms and relevant further reading lists for each chapterAccompanying online resources for this title can be found at bloomsburyonlineresources.com/simulation.These resources are designed to support teaching and learning when using this textbook and are available at no extra cost.
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Agile Software Development
Agile Software Development is an introduction to agile software development methods.Agile methods try to diminish complexity, increase transparency, and reach a deployable product in a shorter time frame.Agile methods use an iterative and incremental approach to minimize risks and to avoid maldevelopment.The book gives a short introduction to agile methods and agile software development principles.It serves as a study book and as a reference manual.Based on the official Scrum Guide, the book also covers other topics such as best practices for agile software development and agile testing.It targets practitioners who want to start with agile software development, as well as developers or project managers who already use agile methodologies.The book can be read from the beginning, but each chapter has been written in a way so it can be read individually.
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Which programming language do computer scientists specializing in application development use?
Computer scientists specializing in application development often use programming languages such as Java, Python, C#, and JavaScript. These languages are commonly used for developing various types of applications, including web applications, mobile apps, and desktop software. Each language has its own strengths and weaknesses, and the choice of language depends on the specific requirements of the application being developed.
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Which programming language should one use for web development, Python or JavaScript?
Both Python and JavaScript are popular choices for web development, but they serve different purposes. Python is known for its simplicity and readability, making it a great choice for backend development and data manipulation. On the other hand, JavaScript is essential for frontend development, as it is the language of the web and allows for dynamic and interactive user experiences. Ultimately, the choice between Python and JavaScript depends on the specific requirements of the project and the developer's familiarity with each language.
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What training opportunities are available for IT specialists to specialize in web development and general programming, such as software development?
There are various training opportunities available for IT specialists looking to specialize in web development and general programming. Online platforms like Coursera, Udemy, and Codecademy offer courses and certifications in programming languages such as Python, Java, and JavaScript. Additionally, coding bootcamps like General Assembly and Flatiron School provide intensive, hands-on training in software development. IT specialists can also pursue advanced degrees in computer science or related fields to deepen their knowledge and skills in web development and programming.
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What training options are available for IT specialists to specialize in web development and general programming, such as software development?
IT specialists looking to specialize in web development and general programming have a variety of training options available to them. They can pursue formal education through degree programs in computer science or related fields, attend coding bootcamps that offer intensive training in programming languages and frameworks, or take online courses and tutorials to learn specific skills. Additionally, IT specialists can participate in workshops, seminars, and conferences to stay updated on the latest trends and technologies in web development and software development. Continuous learning and practice are essential for IT specialists to excel in these specialized areas.
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