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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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Are Theories of Learning Necessary
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How Entrepreneurs are Driving Sustainable Development
Sustainable development aspires to reduce current societal challenges by creating wealth for everyone within the limit of the planet productive capacity, in this way, ensuring that future generations can meet their own needs.This is largely because sustainable development refers to the “development that meets the needs of the present without compromising the ability of future generations to meet their own needs”.Activists, corporations, non-governmental organizations, entrepreneurs and politicians must all be involved in achieving sustainable development. Academics and policymakers have also recognized the potential of entrepreneurs for tackling current societal challenges with their businesses because entrepreneurs are able to fill the voids left by the other individuals and organizations.However, who are these entrepreneurs? How can they provide solutions and tackle current societal challenges with their business?Exploring the transformative powers of sustainable entrepreneurs, How Entrepreneurs are Driving Sustainable Development also demonstrates how family, women and immigrant entrepreneurs can tackle current societal challenges, break inequalities and bring about change.
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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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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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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 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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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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Coding Democracy : How Hackers Are Disrupting Power, Surveillance, and Authoritarianism
Hackers have a bad reputation, as shady deployers of bots and destroyers of infrastructure.In Coding Democracy, Maureen Webb offers another view.Hackers, she argues, can be vital disruptors. Hacking is becoming a practice, an ethos, and a metaphor for a new wave of activism in which ordinary citizens are inventing new forms of distributed, decentralized democracy for a digital era.Confronted with concentrations of power, mass surveillance, and authoritarianism enabled by new technology, the hacking movement is trying to "build out" democracy into cyberspace.
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Becoming Who We Are : Temperament and Personality in Development
What are the basic dimensions of temperament? How does temperament influence children's relationships to their physical and social worlds--and their behavior and adjustment across the lifespan?What are its biological underpinnings? From preeminent researcher Mary Rothbart, this work comprehensively examines the role of temperament in the development of personality and psychopathology.In a direct and readable style, Rothbart combines theory and research with everyday observations and clinical examples.She offers new insights on "difficult" children and reviews intervention programs that address temperamental factors in childhood problems. Winner--Eleanor Maccoby Book Award, American Psychological Association Division 7 (Developmental Psychology)
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Private Parts are Private : Learning private parts are private and what to do if touched inappropriately
Private Parts are Private reinforces the correct anatomical names children and adults should use for the private parts; and teaches children what they should do if they are touched inappropriately. Discussion questions for parents, caregivers and educators included. Suitable for ages 2 to 6. This book is part of the Little BIG Chats series.The Little BIG Chats series has been written to assist parents, caregivers and educators to have open and age-appropriate conversations with early learners around crucial, and yet at times, 'tough' topics. And what better way than using children's picture books! Some pages will have questions for your child to interact with and discuss. Feel free to use these questions and the Discussion Questions provided on the inside back cover of each book to help you assist your child with the topic being explored. Stop at any time to unpack the text together; and try to follow your child's lead wherever that conversation may take you!Suitable for ages 2 to 6.There are 12 books in the Little BIG Chats series:Empathy: Exploring the meaning of empathy and kindness,I Always Try: Developing a growth mindset of resilience and persistence,Feelings: Understanding different feelings and emotions,Everyone is Equal: Introducing the importance of gender equality and diversity,Around the World: Celebrating the importance of racial equality and diversity,Mindfulness: Exploring the importance of mindfulness and learning calming skills,Families: Celebrating diversity in families,Consent: Introducing consent and body boundaries,My Safety Network: Introducing a Safety Network (3 to 5 trusted adults a child can go to if they feel unsafe),My Early Warning Signs: Exploring Early Warning Signs and what to do if a child experiences these signs,Private Parts are Private: Learning private parts are private and what to do if touched inappropriately,Secrets and Surprises: Learning the difference between secrets and surprises,The Body Safety titles should ideally be read in the following order:Consent, My Safety Network, My Early Warning Signs,Private Parts are Private, and Secrets and Surprises.The remaining titles can be read in any order.
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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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What tips are there for learning programming?
Some tips for learning programming include starting with the basics and building a strong foundation, practicing regularly to reinforce your skills, breaking down complex problems into smaller, manageable tasks, seeking help and resources online or from experienced programmers, and working on real-world projects to apply your knowledge in practical scenarios. Additionally, staying patient and persistent, being open to learning from mistakes, and staying curious and exploring new technologies can also help in mastering programming.
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What are some tips for learning programming?
1. Start with the basics: Begin by learning the fundamental concepts of programming such as variables, data types, loops, and conditional statements. 2. Practice regularly: Programming is a skill that requires consistent practice. Set aside dedicated time each day to work on coding exercises and projects. 3. Break down problems: When faced with a coding challenge, break it down into smaller, manageable parts. This will make it easier to tackle and solve the problem. 4. Seek help and resources: Utilize online tutorials, forums, and communities to seek help and learn from others. There are plenty of resources available for free or at a low cost. 5. Build projects: Apply your learning by building real-world projects. This will help you solidify your understanding and showcase your skills to potential employers.
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What are the difficulties in learning programming?
Learning programming can be challenging due to its abstract and logical nature, which may be difficult for some individuals to grasp. Additionally, the vast amount of programming languages and concepts can be overwhelming for beginners. Debugging and troubleshooting errors can also be frustrating and time-consuming. Finally, staying motivated and persistent in the face of complex problems and setbacks can be a challenge for some learners.
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