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    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
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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.

  • What is the misconception about fuel consumption?

    One common misconception about fuel consumption is that idling uses less fuel than restarting the engine. In reality, idling for more than 10 seconds uses more fuel than restarting the engine. Another misconception is that driving at higher speeds is more fuel efficient. However, driving at higher speeds increases air resistance and requires more fuel to maintain speed, leading to higher fuel consumption. Additionally, some people believe that a larger vehicle always consumes more fuel than a smaller vehicle, but this is not always the case as fuel efficiency depends on various factors such as engine size, weight, and aerodynamics.

  • Is workplace bullying real or just a misconception?

    Workplace bullying is a real issue that can have serious consequences for individuals and organizations. It involves repeated mistreatment, verbal abuse, intimidation, or sabotage that creates a hostile work environment. Research has shown that workplace bullying can lead to decreased productivity, increased absenteeism, and negative impacts on mental health. It is important for organizations to take proactive measures to prevent and address workplace bullying to ensure a safe and respectful work environment for all employees.

  • What is the first misconception about series and movies?

    One common misconception about series and movies is that they always accurately represent reality. In reality, many series and movies are fictional and may exaggerate or distort real-life events for entertainment purposes. It's important for viewers to remember that what they see on screen is often a creative interpretation rather than a reflection of actual events.

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  • Agile Software Development
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    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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  • Coding Club Python: Programming Art Supplement 1
    Coding Club Python: Programming Art Supplement 1

    Create artistic applications to explore your creative side!Reinforce your programming knowledge from Python Basics and learn a few more tricks with this fun level 1 book.Activities include extending your Etch-a-Sketch and building your own drawing app. The code is suitable for Mac, Windows and Linux users and therefore compatible with the Raspberry Pi.

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  • Software Development in Practice
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    Software development is becoming recognised more and more as an essential skill and profession in today's increasingly digital world.This book is a pragmatic guide to software development in practice.It explores the inner workings of software development in the context of the industry, covering good practice for software developers and providing you with tools and practical understanding you'll need to advance within the software development world.

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  • Real-World Software Development
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    Explore the latest Java-based software development techniques and methodologies through the project-based approach in this practical guide.Unlike books that use abstract examples and lots of theory, Real-World Software Development shows you how to develop several relevant projects while learning best practices along the way. With this engaging approach, junior developers capable of writing basic Java code will learn about state-of-the-art software development practices for building modern, robust and maintainable Java software.You'll work with many different software development topics that are often excluded from software develop how-to references. Featuring real-world examples, this book teaches you techniques and methodologies for functional programming, automated testing, security, architecture, and distributed systems.

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  • What is the misconception about the most poisonous spider?

    The most common misconception about the most poisonous spider, the Brazilian wandering spider (Phoneutria), is that it is aggressive and actively seeks out humans to attack. In reality, these spiders are shy and prefer to avoid confrontation with humans. They will only bite in self-defense if they feel threatened. Additionally, while their venom is highly toxic, they inject only a small amount when they bite, and fatalities from their bites are extremely rare.

  • 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.

  • What are the reasons for the misconception of free fall?

    The misconception of free fall often arises due to the common belief that objects fall at a constant speed. In reality, objects in free fall accelerate due to gravity at a rate of 9.81 m/s^2 near the Earth's surface. This misconception may also be fueled by the lack of understanding of the difference between weight and mass, leading to confusion about how gravity affects objects. Additionally, the absence of air resistance in idealized free fall scenarios can contribute to the misunderstanding of the true nature of falling objects.

  • What are the reasons for the misconception about free fall?

    The misconception about free fall often arises due to the common belief that objects fall at a constant speed. In reality, objects in free fall accelerate due to gravity at a rate of 9.8 m/s^2 near the Earth's surface. This misconception may also be fueled by the lack of understanding of the difference between weight and mass, leading to confusion about how gravity affects objects. Additionally, the absence of air resistance in idealized free fall scenarios can contribute to the misunderstanding of the true nature of falling objects.

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