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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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Difference
Difference is one of the most influential critical concepts of recent decades.Mark Currie offers a comprehensive account of the history of the term and its place in some of the most influential schools of theory of the past four decades, including post-structuralism, deconstruction, new historicism, psychoanalysis, French feminism and postcolonialism.Employing literary case studies throughout, Difference provides an accessible introduction to a term at the heart of today's critical idiom.
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Transformational Professional Learning : Making a Difference in Schools
Emerging from an education world that sees professional learning as a tool to positively shape teaching practice in order to improve student learning, Transformational Professional Learning elucidates professional learning that is transformational for teachers, school leaders, and schools. Written from the unique ‘pracademic’ perspective of an author who is herself a practising teacher, school leader, and researcher, this book articulates the why and the what of professional learning.It acts as a bridge between research and practice by weaving scholarly literature together with the lived experience of the author and with the voices of those working in schools.It covers topics from conferences, coaching, and collaboration, to teacher standards and leadership of professional learning.This book questions the ways in which professional learning is often wielded in educational settings and shows where teachers, school leaders, system leaders, and researchers can best invest their time and resources in order to support and develop the individuals, teams, and cultures in schools.It will be of great interest to teachers, leaders within schools, staff responsible for professional learning in school contexts, professional learning consultants, professional learning providers, and education researchers.
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Making a Difference : Turning Teacher Learning Inside Out
In the field of teachers' professional learning, 'Making a Difference' asks what could make a difference to practice and to knowledge about that practice?In addressing this question, the book sets an agenda for future research and practice within the field of teachers' professional learning.It aims to examine what we know now, what is currently occurring in practice and what reasons might lie behind the fact that practice and policy seem to be 'stuck'.Within the field of research and practice, the authors look at what seems to make a difference and how this can be 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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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 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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What is the difference between software development and application development?
Software development is a broader term that encompasses the entire process of creating software, including planning, designing, coding, testing, and maintenance. Application development, on the other hand, specifically refers to the process of creating a specific type of software application, such as a mobile app, web app, or desktop application. In other words, application development is a subset of software development, focusing on the creation of specific types of software applications.
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Use Your Difference to Make the Difference
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Learning to Make a Difference : Value Creation in Social Learning Spaces
Today, more people want to know how to make a meaningful difference to what they care about.But for that, traditional approaches to learning often fall short.In this book, we offer a theoretical and practical way forward.We introduce the concept of social learning spaces for developing both new capabilities and a sense of agency.We provide a rich framework for focusing on the value of social learning spaces: how to generate this value, monitor it, and learn iteratively through the process.The book is a useful extension and refinement of 'communities of practice' for those familiar with the theory.For those who are not, the chapters will lay out a new way to approach learning.This volume is written to serve the needs of readers across fields, including researchers, educators, and leaders in business, government, healthcare, and international development.
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Mophead : How Your Difference Makes a Difference
At school, Selina is teased for her big, frizzy hair.Kids call her `mophead'. She ties her hair up this way and that way and tries to fit in.Until one day - Sam Hunt plays a role - Selina gives up the game.She decides to let her hair out, to embrace her difference, to be WILD!Selina takes us through special moments in her extraordinary life.She becomes one of the first Pasifika women to hold a PhD.She reads for the Queen of England and Samoan royalty.She meets Barack Obama. And then she is named the New Zealand Poet Laureate.She picks up her special tokotoko, and notices something.It has wild hair coming out the end. It looks like a mop. A kid on the Waiheke ferry teases her about it. So she tells him a story . . . This is an inspirational graphic memoir, full of wry humour, that will appeal to young readers and adults alike.Illustrated with wit and verve by the author - NZ's bestselling Poet Laureate - Mophead tells the true story of a New Zealand woman realising how her difference can make a difference.
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Use Your Difference to Make the Difference
UFO95's latest offering, "Use Your Difference To Make The Difference," is like a musical kaleidoscope that takes you on a wild journey through genres, sounds, and emotions. From the first track to the last, this album is a rollercoaster ride of sonic experimentation and boundary-pushing creativity. At times, UFO95's use of electronic beats and samples can feel overwhelming, like being caught in a glitchy matrix of sound. But just when you think you've lost your way, they reel you back in with a catchy hook or a killer bassline that hooks you in and keeps you grooving along. One standout track is "Galactic Funk Odyssey," a spacey disco-infused banger that will have you dancing like it's 1975. The infectious groove and funky bassline make this track an instant classic that is sure to get stuck in your head for days. However, not every track on the album hits the mark. Tracks like "Intergalactic Interlude" feel more like filler than substance, leaving you wanting more from a band that has shown so much promise throughout the rest of the album. Overall, "Use Your Difference To Make The Difference" is a bold and daring statement from UFO95 that showcases their willingness to push the boundaries of what is possible in music. While not every track is a home run, the sheer inventiveness and creativity on display make this album a must-listen for anyone looking to expand their musical horizons.
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What is the difference between hardware programming and software programming?
Hardware programming involves writing code that directly controls the physical components of a computer or electronic device, such as microcontrollers, sensors, and actuators. This type of programming requires a deep understanding of the underlying hardware architecture and often involves working with low-level languages like assembly or C. On the other hand, software programming involves writing code that runs on a computer's operating system and interacts with hardware through high-level programming languages like Python, Java, or C++. Software programming focuses on creating applications, games, and other software that users interact with, while hardware programming focuses on controlling the behavior of physical devices.
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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 learning and development in pedagogy?
Learning in pedagogy refers to the acquisition of knowledge or skills through instruction or study. It involves the process of gaining new information or understanding a concept. On the other hand, development in pedagogy focuses on the overall growth and maturation of an individual, including cognitive, social, emotional, and physical aspects. Development encompasses a broader range of changes and progress that occur over time, beyond just the acquisition of knowledge. In essence, learning is a component of development, but development in pedagogy encompasses a more holistic view of a learner's progress and growth.
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What is the difference between training as a specialist in application development and training as a specialist in software techniques?
Training as a specialist in application development focuses on the practical skills and knowledge needed to design, build, and maintain software applications for specific purposes or industries. This training typically includes learning programming languages, development tools, and best practices for creating user-friendly and efficient applications. On the other hand, training as a specialist in software techniques emphasizes a broader understanding of software engineering principles, methodologies, and techniques used to develop high-quality, scalable, and maintainable software systems. This training may cover topics such as software architecture, design patterns, testing strategies, and project management methodologies. In summary, while application development training is more focused on the practical aspects of building applications, software techniques training is more comprehensive and covers a wider range of software engineering concepts and practices.
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