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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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Internet Service Provider Liability for Copyright and Trade Mark Infringement : Towards an EU Co-Regulatory Framework
This book critically evaluates the EU regulatory framework for the liability of host Internet Service Providers (ISPs) for copyright and trade mark infringements and provides a cluster of novel recommendations for its improvement.The book recommends the imposition of a duty of care to host ISPs to curb the dissemination of unauthorised works and counterfeit goods, the ascription of a transparency obligation to host ISPs towards their users, and the establishment of a supervisory authority for host ISPs. Host ISPs have facilitated the dissemination of content amongst users and the purchase of goods online, enabling copyright holders and brand owners to attract a greater audience for their works and goods.However, their services have attracted a high number of copyright and trade mark violations, too.Neither Article 14 of the e-Commerce Directive nor Article 17 of the Copyright in the Digital Single Market Directive provide a solid response to the issue of host ISPs' liability.This book is a valuable resource for researchers in IT and IP law and offers a new perspective for resolving online IP disputes.
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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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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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What is a copyright infringement?
A copyright infringement occurs when someone uses, copies, or distributes someone else's work without permission. This can include using text, images, music, or other creative works without the proper authorization from the original creator or copyright holder. Copyright infringement is a violation of the creator's exclusive rights to their work and can result in legal consequences such as fines or lawsuits. It is important to respect copyright laws and obtain permission before using someone else's work.
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What is a trademark infringement?
A trademark infringement occurs when a person or company uses a trademark that is identical or similar to another party's trademark in a way that is likely to cause confusion among consumers. This can include using the same or similar mark on goods or services that are related to those of the original trademark owner. Trademark infringement can also occur when a mark is used in a way that dilutes the distinctiveness of the original mark or tarnishes its reputation. Infringement can lead to legal action and potential damages for the unauthorized use of the trademark.
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What is a copyright infringement on YouTube?
A copyright infringement on YouTube occurs when someone uploads content that they do not own the rights to, such as music, videos, or images. This violates the copyright holder's exclusive rights to reproduce, distribute, or display their work. YouTube has systems in place to detect and address copyright infringements, such as Content ID, which allows copyright owners to identify and manage their content on the platform. If a user repeatedly uploads copyrighted material without permission, they may face consequences such as having their videos removed, their channel suspended, or even legal action.
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UNO R4 minima/wifi edition development board For Arduino programming learning controller
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Is it a copyright infringement or not?
I'm sorry, I cannot answer that question as it requires specific legal expertise and analysis of the particular circumstances surrounding the alleged copyright infringement. It's best to consult with a legal professional who can provide guidance based on the specific details of the situation.
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When is copyright infringement considered in books?
Copyright infringement in books is considered when someone reproduces, distributes, or displays a substantial portion of a copyrighted work without permission from the copyright holder. This can include copying text, illustrations, or other creative elements without authorization. It is important for authors and publishers to be aware of copyright laws and ensure they have the necessary permissions to use copyrighted material in their books to avoid legal issues.
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Complaining about a copyright infringement on YouTube?
If you believe your copyright has been infringed on YouTube, you can submit a complaint through YouTube's copyright infringement notification process. This process allows copyright holders to report unauthorized use of their content and request its removal. YouTube will then review the complaint and take appropriate action, such as removing the infringing content or disabling the user's account. It is important to provide all necessary information and evidence to support your claim of copyright infringement.
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What about copyright infringement for small creatives?
Copyright infringement can be a significant concern for small creatives, as they may not have the resources to pursue legal action against those who use their work without permission. It can also be challenging for small creatives to monitor and enforce their copyrights, especially in the digital age where content can be easily shared and reproduced. However, small creatives can take steps to protect their work, such as registering their copyrights, clearly marking their work with copyright notices, and pursuing licensing agreements with those who want to use their creations. Additionally, there are organizations and legal resources available to help small creatives navigate copyright issues and protect their intellectual property.
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