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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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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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The Photographer's Portfolio Development Workshop
Learn to edit, organize, and present your best work and become a better photographer in the process! Once a photographer has learned the fundamental techniques of photography the basics of exposure, composition, and focus their work often improves over the course of a few months or years.The world is full of wonders to photograph, and photographers can be pulled in many directions, excitedly chasing the light and the moment.This approach can certainly yield wonderful photographs, but over time the photographer s progress often begins to slow, and eventually, it can stop altogether. The reason for this is simple: creativity begins with image-making, but true progress comes with learning to edit and organize your work in ways that reflect your unique style and perspective, ways that offer you insight into how you can improve your work moving forward.In short, the key to becoming the best photographer you can be is to create an ongoing portfolio (or multiple portfolios) of your work. Based on an eight-week course taught by renowned photographer and author William Neill, The Photographer s Portfolio Development Workshop provides the tools and skills you need in order to create a methodology that allows you to create a tightly edited portfolio of work, no matter your end goal: a box of prints, a book, an online presentation or website, or even a gallery exhibit. A portfolio is simply a collection of photographs with a consistent theme and consistent quality.In developing such a body of work, you will learn what your specific passions are, find focus for your work, and begin the iterative process of creating better and better photographs over time.By constantly working within a feedback loop where you carefully assess and edit your images, note and learn from mistakes, then go out and create more photographs you ll develop a portfolio that is constantly gaining in strength, quality, and impact.It s no surprise that you ll also become a much better photographer.
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The Nature of Software Development
You need to get value from your software project. You need it "free, now, and perfect." We can't get you there, but we can help you get to "cheaper, sooner, and better." This book leads you from the desire for value down to the specific activities that help good Agile projects deliver better software sooner, and at a lower cost.Using simple sketches and a few words, the author invites you to follow his path of learning and understanding from a half century of software development and from his engagement with Agile methods from their very beginning. The book describes software development, starting from our natural desire to get something of value.Each topic is described with a picture and a few paragraphs.You're invited to think about each topic; to take it in.You'll think about how each step into the process leads to the next.You'll begin to see why Agile methods ask for what they do, and you'll learn why a shallow implementation of Agile can lead to only limited improvement.This is not a detailed map, nor a step-by-step set of instructions for building the perfect project.There is no map or instructions that will do that for you. You need to build your own project, making it a bit more perfect every day.To do that effectively, you need to build up an understanding of the whole process.This book points out the milestones on your journey of understanding the nature of software development done well.It takes you to a location, describes it briefly, and leaves you to explore and fill in your own understanding.What You Need: You'll need your Standard Issue Brain, a bit of curiosity, and a desire to build your own understanding rather than have someone else's detailed ideas poured into your head.
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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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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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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 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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Coding with the micro:bit : Create Cool Programming Projects
A new title in the QuestKids(R) children's series that was launched by In Easy Steps in 2018, designed to make learning fun for childrenFirst, Coding with BBC micro: bit introduces you to the hardware and software features of the micro: bit, including the built-in microphone, speaker, and touch sensor added in micro: bit version 2.You'll learn new skills such as how to code your micro: bit to play music, send messages, display pictures, and detect light.- Getting started: This section gives you a tour of the micro: bit and gets you started with coding your first program.- Basics: Here, you'll learn to display images and text on the micro: bit's LED grid.- Inputs: This section shows you how to work with the input systems on the micro: bit, like the buttons, the accelerometer, and the light sensor.Once you've mastered these skills, the book guides you through 10 exciting projects, including a temperature sensor, simple interactive games, and even an alarm system!1.The 99 game2. Heads or tails3. Steady hand game4. Temperature display5. LED control6. Trespasser alarm7. Fortune teller8. Compass9. Radio communication10. Bag alarm Each project has been designed to work with both versions of the micro: bit.You'll find "Try This" sections that suggest other ways for you to try out your new knowledge.These ideas will inspire you to build your own projects with the micro: bit.
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Programming Challenges : The Programming Contest Training Manual
There are many distinct pleasures associated with computer programming.Craftsmanship has its quiet rewards, the satisfaction that comes from building a useful object and making it work.Excitement arrives with the flash of insight that cracks a previously intractable problem.The spiritual quest for elegance can turn the hacker into an artist.There are pleasures in parsimony, in squeezing the last drop of performance out of clever algorithms and tight coding. The games, puzzles, and challenges of problems from international programming competitions are a great way to experience these pleasures while improving your algorithmic and coding skills.This book contains over 100 problems that have appeared in previous programming contests, along with discussions of the theory and ideas necessary to attack them.Instant onlinegrading for all of these problems is available from two WWW robot judging sites.Combining this book with a judge gives an exciting new way to challenge and improve your programming skills. This book can be used for self-study, for teaching innovative courses in algorithms and programming, and in training for international competition. The problems in this book have been selected from over 1,000 programming problems at the Universidad de Valladolid online judge.The judge has ruled on well over one million submissions from 27,000 registered users around the world to date.We have taken only the best of the best, the most fun, exciting, and interesting problems available.
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Programming Interviews Exposed : Coding Your Way Through the Interview
Ace technical interviews with smart preparation Programming Interviews Exposed is the programmer’s ideal first choice for technical interview preparation.Updated to reflect changing techniques and trends, this new fourth edition provides insider guidance on the unique interview process that today's programmers face.Online coding contests are being used to screen candidate pools of thousands, take-home projects have become commonplace, and employers are even evaluating a candidate's public code repositories at GitHub—and with competition becoming increasingly fierce, programmers need to shape themselves into the ideal candidate well in advance of the interview.This book doesn't just give you a collection of questions and answers, it walks you through the process of coming up with the solution so you learn the skills and techniques to shine on whatever problems you’re given. This edition combines a thoroughly revised basis in classic questions involving fundamental data structures and algorithms with problems and step-by-step procedures for new topics including probability, data science, statistics, and machine learning which will help you fully prepare for whatever comes your way. Learn what the interviewer needs to hear to move you forward in the processAdopt an effective approach to phone screens with non-technical recruitersExamine common interview problems and tests with expert explanationsBe ready to demonstrate your skills verbally, in contests, on GitHub, and more Technical jobs require the skillset, but you won’t get hired unless you are able to effectively and efficiently demonstrate that skillset under pressure, in competition with hundreds of others with the same background.Programming Interviews Exposed teaches you the interview skills you need to stand out as the best applicant to help you get the job you want.
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The Economics of Open Source Software Development
Open Source Software (OSS) development appears to present a stark contrast to traditional production and innovation methods and an unlikely contestant in the marketplace.Some of the most striking features are that OSS development is based on contributions of volunteer programmers, that these programmers only associated with each other through informal communities, that the resulting software products are made available for free, and that this unconventional development method is able to produce software of high complexity and extraordinary quality.Obviously, the emergence of software has fundamentally changed the software business.The simple facts that production is carried out by voluntary private programmers and that the marketable outcomes are supplied to consumers for free, have resulted in far-reaching effects on market structures, business models, and innovation processes in the software industry.While incumbents had to adapt their strategies to this newly emerging competition, OSS-based firms had to develop viable business models enabling them to generate profits.These fundamental changes in the software industry have subsequently attracted the interest of analysts, business people and research in economics and management science.This book fills a substantial gap in this field. It serves as an invaluable reference for all those interested in OSS, and provides information that is broad in scope.
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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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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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