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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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Practical TensorFlow.js : Deep Learning in Web App Development
Develop and deploy deep learning web apps using the TensorFlow.js library.TensorFlow.?js? is part of a bigger framework named TensorFlow, which has many tools that supplement it, such as TensorBoard?, ?ml5js?, ?tfjs-vis.This book will cover all these technologies and show they integrate with TensorFlow.?js? to create intelligent web apps. The most common and accessible platform users interact with everyday is their web browser, making it an ideal environment to deploy AI systems.TensorFlow.js is a well-known and battle-tested library for creating browser solutions.Working in JavaScript, the so-called language of the web, directly on a browser, you can develop and serve deep learning applications.You'll work with deep learning algorithms such as feedforward neural networks, convolutional neural networks (CNN), recurrent neural networks (RNN), and generative adversarial network (GAN).Through hands-on examples, apply these networks in use cases related to image classification, natural language processing, object detection, dimensionality reduction, image translation, transfer learning, and time series analysis. Also, these topics are very varied in terms of the kind of data they use, their output, and the training phase.Not everything in machine learning is deep networks, there is also what some call shallow or traditional machine learning.While TensorFlow.js is not the most common place to implement these, you'll be introduce them and review the basics of machine learning through TensorFlow.js. What You'll LearnBuild deep learning products suitable for web browsersWork with deep learning algorithms such as feedforward neural networks, convolutional neural networks (CNN), recurrent neural networks (RNN), and generative adversarial network (GAN)Develop apps using image classification, natural language processing, object detection, dimensionality reduction, image translation, transfer learning, and time series analysisWho This Book Is For Programmers developing deep learning solutions for the web and those who want to learn TensorFlow.js with at least minimal programming and software development knowledge.No prior JavaScript knowledge is required, but familiarity with it is helpful.
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Learning Object-Oriented Programming
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Learning Typescript : Enhance Your Web Development Skills Using Type-Safe JavaScript
TypeScript has conquered the world of JavaScript: it is one of the world's fastest growing and most popular languages across developer surveys, widely used in consumer and business companies alike, and frequently credited for helping massive web applications scale.But what is TypeScript? How does it work, why does it work, and how can we use it?Learning TypeScript takes beginner to intermediate JavaScript programmers from knowing nothing about "types" or a "type system" to full mastery of the fundamentals of TypeScript.It's more than a means to find bugs and typos--it's a useful system for declaring the way our JavaScript should work and helping us stick to it.You'll learn how TypeScript:interacts with JavaScriptanalyzes and understands codeaugments your existing development patternhelps you document your codeworks with IDEs to provide refactoring toolsassists local development in refactoring codehelps you develop more quickly with fewer bugs
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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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Is it worth learning web development?
Yes, learning web development can be worth it for many reasons. It is a valuable skill in today's digital age, with a high demand for web developers in the job market. It can also provide opportunities for freelance work and entrepreneurship. Additionally, web development allows you to create and customize websites and web applications, which can be a rewarding and creative endeavor.
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Should one still focus on learning traditional programming languages or specialize in web development?
It ultimately depends on an individual's career goals and interests. Traditional programming languages such as Java, C++, and Python are still widely used in various industries and can provide a strong foundation in computer science principles. On the other hand, specializing in web development can be a lucrative career path, as the demand for web developers continues to grow. It may be beneficial to have a strong understanding of traditional programming languages while also gaining expertise in web development to have a well-rounded skill set.
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What is the difference between web development and software development?
Web development primarily focuses on creating websites and web applications that are accessed through a web browser, using technologies such as HTML, CSS, and JavaScript. Software development, on the other hand, involves creating applications that can run on various platforms, including desktop computers, mobile devices, and servers. While web development is a subset of software development, software development encompasses a broader range of applications beyond just web-based ones.
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ASP.NET For Beginners : The Simple Guide to Learning ASP.NET Web Programming Fast!
ASP.NET FOR BEGINNERSAre you ready to dive into the exciting world of Asp.Net? If so, finding a guide that is easy to understand is essential. You’re in luck. This is exactly what you will find with this book. Here you can learn what the programming language is and why it is so effective. You will also learn important elements of getting started using it.Creating a great looking website does not have to be an unreachable goal. When you take the time to learn about asp.Net and the potential it has, you will see that creating a website for your business is an obtainable and affordable goal.Take your time, get to know the system and you will find that creating a website is something that is not only doable, but that can also be quite fun!This book takes you through the proper steps and information to ensure you have a solid foundation to begin using Asp.Net, and let's you hit the ground running!Here Is What You'll Learn About...What Is ASP.NET,Getting Started With ASP.NET,Website Building Basics,ASP.NET Security,Cookies & ASP.NET,Going Mobile,Much, Much More!
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UNO R4 minima/wifi edition development board For Arduino programming learning controller
UNO R4 minima/wifi edition development board For Arduino programming learning controller
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UNO R4 minima/wifi edition development board For Arduino programming learning controller
UNO R4 minima/wifi edition development board For Arduino programming learning controller
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UNO R4 minima/wifi edition development board For Arduino programming learning controller
UNO R4 minima/wifi edition development board For Arduino programming learning controller
Price: 8.80 € | Shipping*: 0 €
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How can one continue learning programming?
One can continue learning programming by taking online courses or tutorials on platforms like Coursera, Udemy, or Codecademy. Joining coding communities and forums can also help in learning from others and getting support. Additionally, working on personal projects and practicing regularly can further enhance programming skills. Finally, staying updated with the latest programming languages and technologies through blogs, podcasts, and attending workshops can also contribute to continuous learning.
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How do I start learning programming?
To start learning programming, you can begin by choosing a programming language to focus on, such as Python, Java, or JavaScript. Next, familiarize yourself with the basic concepts of programming, such as variables, data types, loops, and functions. There are many online resources available, such as tutorials, courses, and coding platforms, that can help you learn programming at your own pace. Practice coding regularly and work on small projects to apply what you have learned and improve your skills.
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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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