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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 Not to Drown
“Anna Shinoda’s deeply informed story is not to be missed.” —Dr. Drew Pinsky, Celebrity Rehab and Teen Mom Family secrets cut to the bone in this mesmerizing debut novel about a teen whose drug-addicted brother is the prodigal son one time too many. There is a pecking order to every family. Seventeen-year-old Clare is the overprotected baby; Peter is the typical, rebellious middle child; and Luke is the can’t-do-wrong favorite.In their eyes, they are a normal, happy family. But sometimes it’s the people who are closest to us who are the hardest to see. Clare loves her older brother, Luke—it’s not his fault that he’s always in the wrong place at the wrong time.Life as Luke’s sister hasn’t been easy—their community hasn’t been nearly as forgiving of his transgressions as she and her parents are—but he’s done his time and is on his way home again, and she has to believe this time will be different.But when the truths behind his arrests begin to surface, everything Clare’s always known is shaken to its core. Clare has to decide if sticking up for herself and her future means selfishly turning her back on family…or if it’s the only way to keep herself from drowning along with them.
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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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Mom's Not Wipin' Your Bum: Learning Independence and Confidence through potty training
Mom's Not Wipin' Your Bum: Learning Independence and Confidence through potty training
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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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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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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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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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Business Analysis Agility : Delivering Value, Not Just Software
Understand and Solve Your Customers’ Real Problems with Agile Business Analysis To deliver real value, you must understand what your customers truly value, and solve the problems they really need solved.Business analysis can help you do this—and it’s as crucial in agile environments now as it always has been.In Business Analysis Agility, leading experts James Robertson and Suzanne Robertson show how to perform business analysis in an agile way: trying new things, adapting to changes and discoveries, staying flexible, and being quick.Drawing on their unsurpassed experience of hundreds of projects and organizations, the Robertsons help you prioritize relentlessly, focus investments on delivering value, and learn in ways that improve your results. Uncover the real customer problems hidden behind assumptions and conventional solutionsHypothesize potential solutions and quickly test them with safe-to-fail probesUnderstand how people, hardware, software, organizations, and other components come together in an optimal customer experienceWrite stories that help you find solutions that deliver more value to customers and the businessThink about problems and projects in more agile, nimble, and open-minded ways The Robertsons’ approach to analytical thinking will be valuable to anyone who wants to build better software in agile environments: analysts, developers, team leads, project managers, software architects, and other team members and stakeholders at all levels of experience.
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Modern Python Programming using ChatGPT : 10x your software development skills with Python
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Studies in Expansive Learning : Learning What Is Not Yet There
Yrjö Engeström's exciting approach sees expansive learning as the central mechanism of transformation in societal practices and institutions.For researchers and practitioners in education, this book provides a conceptual and practical toolkit for creating and analyzing expansive learning processes with the help of interventions in workplaces, schools and communities.Chapters 1-3 situate the theory of expansive learning in the field of learning science.Chapters 4-8 contain empirical studies of expansive learning in various organizational settings (such as banks, schools and hospitals).In Chapters 9-10, the author looks at new challenges and possibilities arising from rapidly spreading 'wildfire' activities (disaster relief, for example) and from the methodology of formative interventions aimed at triggering and supporting expansive learning.This book provides an integrative account of recent empirical studies and conceptual developments in the theory of expansive learning, and serves as a companion volume to Learning by Expanding.
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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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Which programming language is suitable for software development for the PC?
There are several programming languages that are suitable for software development for the PC, but some of the most popular and widely used ones include C++, Java, and C#. C++ is a powerful and versatile language that is commonly used for developing system software and applications that require high performance. Java is a popular choice for developing cross-platform applications, as it can run on any operating system that has a Java Virtual Machine. C# is commonly used for developing Windows applications and is well-integrated with the .NET framework. Ultimately, the choice of programming language depends on the specific requirements of the software being developed and the preferences of the development team.
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Who is better in programming and software development: mechatronics engineers or IT specialists?
It is difficult to determine who is better in programming and software development between mechatronics engineers and IT specialists as both have their own strengths and expertise. Mechatronics engineers have a strong foundation in mechanical, electrical, and computer engineering, allowing them to develop software for embedded systems and control systems. On the other hand, IT specialists have a deep understanding of software development and programming languages, with a focus on creating applications and managing information systems. Ultimately, the better choice depends on the specific requirements of the project and the expertise of the individual professionals involved.
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Where can one find coding programming assignments?
One can find coding programming assignments on various online platforms such as coding websites, coding bootcamps, and online learning platforms. Websites like Codecademy, LeetCode, and HackerRank offer a wide range of coding assignments and challenges for practice. Additionally, coding bootcamps often provide students with programming assignments as part of their curriculum. Online learning platforms like Coursera, Udemy, and edX also offer programming assignments as part of their courses in computer science and programming.
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