Author: S. M. Mujahid Sourov
Publisher: Skillworldhub
ISBN:
Category : Computers
Languages : en
Pages : 64
Book Description
Are you ready to explore the vast and ever-evolving landscape of computer programming? “The Programmer's Odyssey: A Journey Through Modern Computing” is your gateway to mastering the skills and concepts essential for success in the world of technology. This unique guide takes you on an immersive journey from the very basics of programming to the advanced realms of web development, data science, and machine learning. Each chapter is meticulously crafted to offer clear explanations, practical examples, and hands-on exercises that make complex topics accessible and engaging. Inside “The Programmer's Odyssey” You Will Discover: Foundations of Programming: Learn the core concepts of coding with languages like Python, JavaScript, and C++. Understand variables, control structures, and algorithms that form the backbone of programming. Web Development Essentials: Dive into both front-end and back-end technologies. Explore HTML, CSS, JavaScript, and frameworks like React and Angular to build stunning, interactive websites and applications. Data Science and Machine Learning: Uncover the mysteries of data analysis and predictive modeling. From data cleaning and exploratory analysis to advanced machine learning algorithms, this chapter equips you with the tools to turn data into actionable insights. Advanced Topics: Expand your knowledge with deep dives into web security, performance optimization, and the latest advancements in artificial intelligence and deep learning. Each chapter features real-world examples, practical projects, and a range of resources for further learning. Whether you are a beginner eager to start your programming journey or an experienced developer looking to expand your skill set, “The Programmer's Odyssey” is the perfect companion for your educational and professional growth. Start your programming odyssey today and transform your passion for technology into mastery of the digital realm!
Mastering Code: A Deep Dive into Modern Computer Programming
Mastering Swift 5
Author: Jon Hoffman
Publisher: Packt Publishing Ltd
ISBN: 1789132738
Category : Computers
Languages : en
Pages : 358
Book Description
Harness the power of the latest edition with this in-depth and comprehensive guide to the Swift language Key FeaturesFifth edition of this bestselling book, improved and updated to cover the latest version of the Swift 5 programming languageGet to grips with popular and modern design techniques to write easy-to-manage Swift codeLearn how to use core Swift features such as concurrency, generics, and copy-on-write in your codeBook Description Over the years, the Mastering Swift book has established itself amongst developers as a popular choice as an in-depth and practical guide to the Swift programming language. The latest edition is fully updated and revised to cover the new version: Swift 5. Inside this book, you'll find the key features of Swift 5 easily explained with complete sets of examples. From the basics of the language to popular features such as concurrency, generics, and memory management, this definitive guide will help you develop your expertise and mastery of the Swift language. Mastering Swift 5, Fifth Edition will give you an in-depth knowledge of some of the most sophisticated elements in Swift development, including protocol extensions, error handling, and closures. It will guide you on how to use and apply them in your own projects. Later, you'll see how to leverage the power of protocol-oriented programming to write flexible and easier-to-manage code. You will also see how to add the copy-on-write feature to your custom value types and how to avoid memory management issues caused by strong reference cycles. What you will learnUnderstand core Swift components, including operators, collections, control flows, and functionsLearn how and when to use classes, structures, and enumerationsUnderstand how to use protocol-oriented design with extensions to write easier-to-manage codeUse design patterns with Swift, to solve commonly occurring design problemsImplement copy-on-write for you custom value types to improve performanceAdd concurrency to your applications using Grand Central Dispatch and Operation QueuesImplement generics to write flexible and reusable codeWho this book is for This book is for developers who want to delve into the newest version of Swift. If you are a developer and learn best by looking at and working with code, then this book is for you. A basic understanding of Apple's tools would be beneficial but not mandatory. All examples should work on the Linux platform as well.
Publisher: Packt Publishing Ltd
ISBN: 1789132738
Category : Computers
Languages : en
Pages : 358
Book Description
Harness the power of the latest edition with this in-depth and comprehensive guide to the Swift language Key FeaturesFifth edition of this bestselling book, improved and updated to cover the latest version of the Swift 5 programming languageGet to grips with popular and modern design techniques to write easy-to-manage Swift codeLearn how to use core Swift features such as concurrency, generics, and copy-on-write in your codeBook Description Over the years, the Mastering Swift book has established itself amongst developers as a popular choice as an in-depth and practical guide to the Swift programming language. The latest edition is fully updated and revised to cover the new version: Swift 5. Inside this book, you'll find the key features of Swift 5 easily explained with complete sets of examples. From the basics of the language to popular features such as concurrency, generics, and memory management, this definitive guide will help you develop your expertise and mastery of the Swift language. Mastering Swift 5, Fifth Edition will give you an in-depth knowledge of some of the most sophisticated elements in Swift development, including protocol extensions, error handling, and closures. It will guide you on how to use and apply them in your own projects. Later, you'll see how to leverage the power of protocol-oriented programming to write flexible and easier-to-manage code. You will also see how to add the copy-on-write feature to your custom value types and how to avoid memory management issues caused by strong reference cycles. What you will learnUnderstand core Swift components, including operators, collections, control flows, and functionsLearn how and when to use classes, structures, and enumerationsUnderstand how to use protocol-oriented design with extensions to write easier-to-manage codeUse design patterns with Swift, to solve commonly occurring design problemsImplement copy-on-write for you custom value types to improve performanceAdd concurrency to your applications using Grand Central Dispatch and Operation QueuesImplement generics to write flexible and reusable codeWho this book is for This book is for developers who want to delve into the newest version of Swift. If you are a developer and learn best by looking at and working with code, then this book is for you. A basic understanding of Apple's tools would be beneficial but not mandatory. All examples should work on the Linux platform as well.
Powerful Python
Author: Aaron Maxwell
Publisher: "O'Reilly Media, Inc."
ISBN: 1098175670
Category :
Languages : en
Pages : 200
Book Description
Once you've mastered the basics of Python, how do you skill up to the top 1%? How do you focus your learning time on topics that yield the most benefit for production engineering and data teams—without getting distracted by info of little real-world use? This book answers these questions and more. Based on author Aaron Maxwell's software engineering career in Silicon Valley, this unique book focuses on the Python first principles that act to accelerate everything else: the 5% of programming knowledge that makes the remaining 95% fall like dominos. It's also this knowledge that helps you become an exceptional Python programmer, fast. Learn how to think like a Pythonista: explore advanced Pythonic thinking Create lists, dicts, and other data structures using a high-level, readable, and maintainable syntax Explore higher-order function abstractions that form the basis of Python libraries Examine Python's metaprogramming tool for priceless patterns of code reuse Master Python's error model and learn how to leverage it in your own code Learn the more potent and advanced tools of Python's object system Take a deep dive into Python's automated testing and TDD Learn how Python logging helps you troubleshoot and debug more quickly
Publisher: "O'Reilly Media, Inc."
ISBN: 1098175670
Category :
Languages : en
Pages : 200
Book Description
Once you've mastered the basics of Python, how do you skill up to the top 1%? How do you focus your learning time on topics that yield the most benefit for production engineering and data teams—without getting distracted by info of little real-world use? This book answers these questions and more. Based on author Aaron Maxwell's software engineering career in Silicon Valley, this unique book focuses on the Python first principles that act to accelerate everything else: the 5% of programming knowledge that makes the remaining 95% fall like dominos. It's also this knowledge that helps you become an exceptional Python programmer, fast. Learn how to think like a Pythonista: explore advanced Pythonic thinking Create lists, dicts, and other data structures using a high-level, readable, and maintainable syntax Explore higher-order function abstractions that form the basis of Python libraries Examine Python's metaprogramming tool for priceless patterns of code reuse Master Python's error model and learn how to leverage it in your own code Learn the more potent and advanced tools of Python's object system Take a deep dive into Python's automated testing and TDD Learn how Python logging helps you troubleshoot and debug more quickly
Mastering PLC Sequential Function Chart (SFC) Programming
Author: Cybellium Ltd
Publisher: Cybellium Ltd
ISBN:
Category : Computers
Languages : en
Pages : 149
Book Description
Discover the Proficiency of Advanced PLC Sequential Function Chart (SFC) Programming with "Mastering PLC Sequential Function Chart Programming" In the realm of industrial automation, the ability to craft efficient and advanced Sequential Function Chart (SFC) programs is paramount for driving efficiency and control. "Mastering PLC Sequential Function Chart Programming" is your ultimate guide to mastering the art of creating sophisticated and optimized SFC programs. Whether you're a seasoned automation engineer or new to PLC programming, this book equips you with the knowledge and skills needed to navigate the intricacies of SFC programming. About the Book: "Mastering PLC Sequential Function Chart Programming" takes you on an enlightening journey through the complexities of PLC programming, from foundational concepts to advanced techniques. From steps and transitions to real-world applications, this book covers it all. Each chapter is meticulously designed to provide both a deep understanding of the concepts and practical applications in real-world scenarios. Key Features: · Foundational Principles: Build a solid foundation by understanding the core principles of PLCs, Sequential Function Charts, and industrial automation systems. · SFC Elements: Explore a range of SFC elements, including steps, transitions, states, and sequences, understanding how to create sophisticated control logic. · Programming Techniques: Master advanced programming techniques such as parallelism, exception handling, and state synchronization, ensuring optimal program structure. · Advanced Control Strategies: Dive into complex control strategies for batch processing, complex workflows, and system coordination, enabling you to solve intricate automation challenges. · Human-Machine Interface (HMI) Integration: Learn how to integrate PLC SFC programs with HMIs for seamless operator interaction and system visualization. · Real-World Applications: Gain insights from real-world examples spanning industries, from manufacturing and process control to pharmaceuticals and beyond. · Validation and Testing: Understand strategies for testing SFC programs, simulating behavior, and ensuring reliable automation solutions. · Safety and Reliability: Explore best practices for ensuring safety and reliability in PLC SFC programming, including error handling and fail-safe mechanisms. Who This Book Is For: "Mastering PLC Sequential Function Chart Programming" is designed for automation engineers, programmers, developers, and anyone involved in industrial control systems. Whether you're aiming to enhance your skills or embark on a journey toward becoming an SFC programming expert, this book provides the insights and tools to navigate the complexities of sequential function chart programming. © 2023 Cybellium Ltd. All rights reserved. www.cybellium.com
Publisher: Cybellium Ltd
ISBN:
Category : Computers
Languages : en
Pages : 149
Book Description
Discover the Proficiency of Advanced PLC Sequential Function Chart (SFC) Programming with "Mastering PLC Sequential Function Chart Programming" In the realm of industrial automation, the ability to craft efficient and advanced Sequential Function Chart (SFC) programs is paramount for driving efficiency and control. "Mastering PLC Sequential Function Chart Programming" is your ultimate guide to mastering the art of creating sophisticated and optimized SFC programs. Whether you're a seasoned automation engineer or new to PLC programming, this book equips you with the knowledge and skills needed to navigate the intricacies of SFC programming. About the Book: "Mastering PLC Sequential Function Chart Programming" takes you on an enlightening journey through the complexities of PLC programming, from foundational concepts to advanced techniques. From steps and transitions to real-world applications, this book covers it all. Each chapter is meticulously designed to provide both a deep understanding of the concepts and practical applications in real-world scenarios. Key Features: · Foundational Principles: Build a solid foundation by understanding the core principles of PLCs, Sequential Function Charts, and industrial automation systems. · SFC Elements: Explore a range of SFC elements, including steps, transitions, states, and sequences, understanding how to create sophisticated control logic. · Programming Techniques: Master advanced programming techniques such as parallelism, exception handling, and state synchronization, ensuring optimal program structure. · Advanced Control Strategies: Dive into complex control strategies for batch processing, complex workflows, and system coordination, enabling you to solve intricate automation challenges. · Human-Machine Interface (HMI) Integration: Learn how to integrate PLC SFC programs with HMIs for seamless operator interaction and system visualization. · Real-World Applications: Gain insights from real-world examples spanning industries, from manufacturing and process control to pharmaceuticals and beyond. · Validation and Testing: Understand strategies for testing SFC programs, simulating behavior, and ensuring reliable automation solutions. · Safety and Reliability: Explore best practices for ensuring safety and reliability in PLC SFC programming, including error handling and fail-safe mechanisms. Who This Book Is For: "Mastering PLC Sequential Function Chart Programming" is designed for automation engineers, programmers, developers, and anyone involved in industrial control systems. Whether you're aiming to enhance your skills or embark on a journey toward becoming an SFC programming expert, this book provides the insights and tools to navigate the complexities of sequential function chart programming. © 2023 Cybellium Ltd. All rights reserved. www.cybellium.com
Practical Modern JavaScript
Author: Nicolas Bevacqua
Publisher: "O'Reilly Media, Inc."
ISBN: 1491943548
Category : Computers
Languages : en
Pages : 267
Book Description
To get the most out of modern JavaScript, you need learn the latest features of its parent specification, ECMAScript 6 (ES6). This book provides a highly practical look at ES6, without getting lost in the specification or its implementation details. Armed with practical examples, author Nicolas Bevacqua shows you new ways to deal with asynchronous flow control, declare objects or functions, and create proxies or unique sets, among many other features. The first title in Bevacqua’s Modular JavaScript series, Practical Modern JavaScript prepares JavaScript and Node.js developers for applied lessons in modular design, testing, and deployment in subsequent books. This book explains: How JavaScript and its standards development process have evolved Essential ES6 changes, including arrow functions, destructuring, let and const Class syntax for declaring object prototypes, and the new Symbol primitive How to handle flow control with Promises, iterators, generators, and async functions ES6 collection built-in types for creating object maps and unique sets How and when to use the new Proxy and Reflect built-ins Changes to Array, Math, numbers, strings, Unicode, and regular expressions, and other improvements since ES5
Publisher: "O'Reilly Media, Inc."
ISBN: 1491943548
Category : Computers
Languages : en
Pages : 267
Book Description
To get the most out of modern JavaScript, you need learn the latest features of its parent specification, ECMAScript 6 (ES6). This book provides a highly practical look at ES6, without getting lost in the specification or its implementation details. Armed with practical examples, author Nicolas Bevacqua shows you new ways to deal with asynchronous flow control, declare objects or functions, and create proxies or unique sets, among many other features. The first title in Bevacqua’s Modular JavaScript series, Practical Modern JavaScript prepares JavaScript and Node.js developers for applied lessons in modular design, testing, and deployment in subsequent books. This book explains: How JavaScript and its standards development process have evolved Essential ES6 changes, including arrow functions, destructuring, let and const Class syntax for declaring object prototypes, and the new Symbol primitive How to handle flow control with Promises, iterators, generators, and async functions ES6 collection built-in types for creating object maps and unique sets How and when to use the new Proxy and Reflect built-ins Changes to Array, Math, numbers, strings, Unicode, and regular expressions, and other improvements since ES5
Python in Practice
Author: Mark Summerfield
Publisher: Pearson Education
ISBN: 0321905636
Category : Computers
Languages : en
Pages : 326
Book Description
Winner of the 2014 Jolt Award for "Best Book" "Whether you are an experienced programmer or are starting your career, Python in Practice is full of valuable advice and example to help you improve your craft by thinking about problems from different perspectives, introducing tools, and detailing techniques to create more effective solutions." --Doug Hellmann, Senior Developer, DreamHost If you're an experienced Python programmer, Python in Practice will help you improve the quality, reliability, speed, maintainability, and usability of all your Python programs. Mark Summerfield focuses on four key themes: design patterns for coding elegance, faster processing through concurrency and compiled Python (Cython), high-level networking, and graphics. He identifies well-proven design patterns that are useful in Python, illuminates them with expert-quality code, and explains why some object-oriented design patterns are irrelevant to Python. He also explodes several counterproductive myths about Python programming--showing, for example, how Python can take full advantage of multicore hardware. All examples, including three complete case studies, have been tested with Python 3.3 (and, where possible, Python 3.2 and 3.1) and crafted to maintain compatibility with future Python 3.x versions. All code has been tested on Linux, and most code has also been tested on OS X and Windows. All code may be downloaded at www.qtrac.eu/pipbook.html. Coverage includes Leveraging Python's most effective creational, structural, and behavioral design patterns Supporting concurrency with Python's multiprocessing, threading, and concurrent.futures modules Avoiding concurrency problems using thread-safe queues and futures rather than fragile locks Simplifying networking with high-level modules, including xmlrpclib and RPyC Accelerating Python code with Cython, C-based Python modules, profiling, and other techniques Creating modern-looking GUI applications with Tkinter Leveraging today's powerful graphics hardware via the OpenGL API using pyglet and PyOpenGL
Publisher: Pearson Education
ISBN: 0321905636
Category : Computers
Languages : en
Pages : 326
Book Description
Winner of the 2014 Jolt Award for "Best Book" "Whether you are an experienced programmer or are starting your career, Python in Practice is full of valuable advice and example to help you improve your craft by thinking about problems from different perspectives, introducing tools, and detailing techniques to create more effective solutions." --Doug Hellmann, Senior Developer, DreamHost If you're an experienced Python programmer, Python in Practice will help you improve the quality, reliability, speed, maintainability, and usability of all your Python programs. Mark Summerfield focuses on four key themes: design patterns for coding elegance, faster processing through concurrency and compiled Python (Cython), high-level networking, and graphics. He identifies well-proven design patterns that are useful in Python, illuminates them with expert-quality code, and explains why some object-oriented design patterns are irrelevant to Python. He also explodes several counterproductive myths about Python programming--showing, for example, how Python can take full advantage of multicore hardware. All examples, including three complete case studies, have been tested with Python 3.3 (and, where possible, Python 3.2 and 3.1) and crafted to maintain compatibility with future Python 3.x versions. All code has been tested on Linux, and most code has also been tested on OS X and Windows. All code may be downloaded at www.qtrac.eu/pipbook.html. Coverage includes Leveraging Python's most effective creational, structural, and behavioral design patterns Supporting concurrency with Python's multiprocessing, threading, and concurrent.futures modules Avoiding concurrency problems using thread-safe queues and futures rather than fragile locks Simplifying networking with high-level modules, including xmlrpclib and RPyC Accelerating Python code with Cython, C-based Python modules, profiling, and other techniques Creating modern-looking GUI applications with Tkinter Leveraging today's powerful graphics hardware via the OpenGL API using pyglet and PyOpenGL
Mastering IT support
Author: Cybellium Ltd
Publisher: Cybellium Ltd
ISBN:
Category : Computers
Languages : en
Pages : 167
Book Description
Elevate Your IT Support Career with "Mastering IT Support" In a world increasingly reliant on technology, the role of IT support has never been more critical. Organizations across the globe depend on skilled IT support professionals to keep their systems running smoothly. "Mastering IT Support" is your comprehensive guide to excelling in the world of IT support, providing you with the knowledge, skills, and strategies to become a trusted expert in the field. Your Path to IT Support Excellence IT support is more than just fixing technical issues; it's about empowering users, maintaining infrastructure, and ensuring seamless operations. Whether you're new to IT support or a seasoned professional looking to enhance your skills, this book will empower you to master the art of IT support. What You Will Uncover IT Support Essentials: Explore the fundamentals of IT support, including hardware and software troubleshooting, network basics, and user support. Customer-Centric Approach: Learn how to provide exceptional customer service, communicate effectively, and manage user expectations. Technical Skills: Develop hands-on technical skills to diagnose and resolve a wide range of IT issues, from software glitches to network connectivity problems. Problem-Solving Strategies: Discover effective problem-solving techniques and best practices for quickly and efficiently resolving IT incidents. IT Support Tools: Familiarize yourself with the tools and technologies used in IT support, including remote support software and diagnostic utilities. Career Advancement: Explore pathways for career growth within the IT support field and discover how mastering IT support can lead to exciting opportunities. Why "Mastering IT Support" Is Essential Comprehensive Coverage: This book covers a wide range of IT support topics, ensuring that you have a solid foundation in all aspects of the field. Expert Guidance: Benefit from insights and advice from experienced IT support professionals who share their knowledge and industry expertise. Career Enhancement: IT support is a dynamic field with numerous opportunities for career advancement, and this book will help you unlock your full potential. Stay Relevant: In an ever-evolving technology landscape, mastering IT support is vital for staying competitive and adapting to emerging technologies. Your Journey to IT Support Mastery Begins Here "Mastering IT Support" is your roadmap to excelling in the field of IT support and advancing your career. Whether you aspire to provide technical assistance, maintain IT infrastructure, or lead support teams, this guide will equip you with the skills and knowledge to achieve your goals. Don't miss the opportunity to become a trusted IT support professional. Start your journey to IT support mastery today and join the ranks of professionals who are shaping the future of technology support. "Mastering IT Support" is the ultimate resource for individuals seeking to excel in the field of IT support. Whether you are new to IT support or looking to enhance your skills, this book will provide you with the knowledge and strategies to become a trusted expert in the field. Don't wait; begin your journey to IT support mastery today! © 2023 Cybellium Ltd. All rights reserved. www.cybellium.com
Publisher: Cybellium Ltd
ISBN:
Category : Computers
Languages : en
Pages : 167
Book Description
Elevate Your IT Support Career with "Mastering IT Support" In a world increasingly reliant on technology, the role of IT support has never been more critical. Organizations across the globe depend on skilled IT support professionals to keep their systems running smoothly. "Mastering IT Support" is your comprehensive guide to excelling in the world of IT support, providing you with the knowledge, skills, and strategies to become a trusted expert in the field. Your Path to IT Support Excellence IT support is more than just fixing technical issues; it's about empowering users, maintaining infrastructure, and ensuring seamless operations. Whether you're new to IT support or a seasoned professional looking to enhance your skills, this book will empower you to master the art of IT support. What You Will Uncover IT Support Essentials: Explore the fundamentals of IT support, including hardware and software troubleshooting, network basics, and user support. Customer-Centric Approach: Learn how to provide exceptional customer service, communicate effectively, and manage user expectations. Technical Skills: Develop hands-on technical skills to diagnose and resolve a wide range of IT issues, from software glitches to network connectivity problems. Problem-Solving Strategies: Discover effective problem-solving techniques and best practices for quickly and efficiently resolving IT incidents. IT Support Tools: Familiarize yourself with the tools and technologies used in IT support, including remote support software and diagnostic utilities. Career Advancement: Explore pathways for career growth within the IT support field and discover how mastering IT support can lead to exciting opportunities. Why "Mastering IT Support" Is Essential Comprehensive Coverage: This book covers a wide range of IT support topics, ensuring that you have a solid foundation in all aspects of the field. Expert Guidance: Benefit from insights and advice from experienced IT support professionals who share their knowledge and industry expertise. Career Enhancement: IT support is a dynamic field with numerous opportunities for career advancement, and this book will help you unlock your full potential. Stay Relevant: In an ever-evolving technology landscape, mastering IT support is vital for staying competitive and adapting to emerging technologies. Your Journey to IT Support Mastery Begins Here "Mastering IT Support" is your roadmap to excelling in the field of IT support and advancing your career. Whether you aspire to provide technical assistance, maintain IT infrastructure, or lead support teams, this guide will equip you with the skills and knowledge to achieve your goals. Don't miss the opportunity to become a trusted IT support professional. Start your journey to IT support mastery today and join the ranks of professionals who are shaping the future of technology support. "Mastering IT Support" is the ultimate resource for individuals seeking to excel in the field of IT support. Whether you are new to IT support or looking to enhance your skills, this book will provide you with the knowledge and strategies to become a trusted expert in the field. Don't wait; begin your journey to IT support mastery today! © 2023 Cybellium Ltd. All rights reserved. www.cybellium.com
Modern Computer Vision with PyTorch
Author: V Kishore Ayyadevara
Publisher: Packt Publishing Ltd
ISBN: 1839216530
Category : Computers
Languages : en
Pages : 805
Book Description
Get to grips with deep learning techniques for building image processing applications using PyTorch with the help of code notebooks and test questions Key FeaturesImplement solutions to 50 real-world computer vision applications using PyTorchUnderstand the theory and working mechanisms of neural network architectures and their implementationDiscover best practices using a custom library created especially for this bookBook Description Deep learning is the driving force behind many recent advances in various computer vision (CV) applications. This book takes a hands-on approach to help you to solve over 50 CV problems using PyTorch1.x on real-world datasets. You’ll start by building a neural network (NN) from scratch using NumPy and PyTorch and discover best practices for tweaking its hyperparameters. You’ll then perform image classification using convolutional neural networks and transfer learning and understand how they work. As you progress, you’ll implement multiple use cases of 2D and 3D multi-object detection, segmentation, human-pose-estimation by learning about the R-CNN family, SSD, YOLO, U-Net architectures, and the Detectron2 platform. The book will also guide you in performing facial expression swapping, generating new faces, and manipulating facial expressions as you explore autoencoders and modern generative adversarial networks. You’ll learn how to combine CV with NLP techniques, such as LSTM and transformer, and RL techniques, such as Deep Q-learning, to implement OCR, image captioning, object detection, and a self-driving car agent. Finally, you'll move your NN model to production on the AWS Cloud. By the end of this book, you’ll be able to leverage modern NN architectures to solve over 50 real-world CV problems confidently. What you will learnTrain a NN from scratch with NumPy and PyTorchImplement 2D and 3D multi-object detection and segmentationGenerate digits and DeepFakes with autoencoders and advanced GANsManipulate images using CycleGAN, Pix2PixGAN, StyleGAN2, and SRGANCombine CV with NLP to perform OCR, image captioning, and object detectionCombine CV with reinforcement learning to build agents that play pong and self-drive a carDeploy a deep learning model on the AWS server using FastAPI and DockerImplement over 35 NN architectures and common OpenCV utilitiesWho this book is for This book is for beginners to PyTorch and intermediate-level machine learning practitioners who are looking to get well-versed with computer vision techniques using deep learning and PyTorch. If you are just getting started with neural networks, you’ll find the use cases accompanied by notebooks in GitHub present in this book useful. Basic knowledge of the Python programming language and machine learning is all you need to get started with this book.
Publisher: Packt Publishing Ltd
ISBN: 1839216530
Category : Computers
Languages : en
Pages : 805
Book Description
Get to grips with deep learning techniques for building image processing applications using PyTorch with the help of code notebooks and test questions Key FeaturesImplement solutions to 50 real-world computer vision applications using PyTorchUnderstand the theory and working mechanisms of neural network architectures and their implementationDiscover best practices using a custom library created especially for this bookBook Description Deep learning is the driving force behind many recent advances in various computer vision (CV) applications. This book takes a hands-on approach to help you to solve over 50 CV problems using PyTorch1.x on real-world datasets. You’ll start by building a neural network (NN) from scratch using NumPy and PyTorch and discover best practices for tweaking its hyperparameters. You’ll then perform image classification using convolutional neural networks and transfer learning and understand how they work. As you progress, you’ll implement multiple use cases of 2D and 3D multi-object detection, segmentation, human-pose-estimation by learning about the R-CNN family, SSD, YOLO, U-Net architectures, and the Detectron2 platform. The book will also guide you in performing facial expression swapping, generating new faces, and manipulating facial expressions as you explore autoencoders and modern generative adversarial networks. You’ll learn how to combine CV with NLP techniques, such as LSTM and transformer, and RL techniques, such as Deep Q-learning, to implement OCR, image captioning, object detection, and a self-driving car agent. Finally, you'll move your NN model to production on the AWS Cloud. By the end of this book, you’ll be able to leverage modern NN architectures to solve over 50 real-world CV problems confidently. What you will learnTrain a NN from scratch with NumPy and PyTorchImplement 2D and 3D multi-object detection and segmentationGenerate digits and DeepFakes with autoencoders and advanced GANsManipulate images using CycleGAN, Pix2PixGAN, StyleGAN2, and SRGANCombine CV with NLP to perform OCR, image captioning, and object detectionCombine CV with reinforcement learning to build agents that play pong and self-drive a carDeploy a deep learning model on the AWS server using FastAPI and DockerImplement over 35 NN architectures and common OpenCV utilitiesWho this book is for This book is for beginners to PyTorch and intermediate-level machine learning practitioners who are looking to get well-versed with computer vision techniques using deep learning and PyTorch. If you are just getting started with neural networks, you’ll find the use cases accompanied by notebooks in GitHub present in this book useful. Basic knowledge of the Python programming language and machine learning is all you need to get started with this book.
Mastering .NET Machine Learning
Author: Jamie Dixon
Publisher: Packt Publishing Ltd
ISBN: 1785881191
Category : Computers
Languages : en
Pages : 358
Book Description
Master the art of machine learning with .NET and gain insight into real-world applications About This Book Based on .NET framework 4.6.1, includes examples on ASP.NET Core 1.0 Set up your business application to start using machine learning techniques Familiarize the user with some of the more common .NET libraries for machine learning Implement several common machine learning techniques Evaluate, optimize and adjust machine learning models Who This Book Is For This book is targeted at .Net developers who want to build complex machine learning systems. Some basic understanding of data science is required. What You Will Learn Write your own machine learning applications and experiments using the latest .NET framework, including .NET Core 1.0 Set up your business application to start using machine learning. Accurately predict the future using regressions. Discover hidden patterns using decision trees. Acquire, prepare, and combine datasets to drive insights. Optimize business throughput using Bayes Classifier. Discover (more) hidden patterns using KNN and Naive Bayes. Discover (even more) hidden patterns using K-Means and PCA. Use Neural Networks to improve business decision making while using the latest ASP.NET technologies. Explore “Big Data”, distributed computing, and how to deploy machine learning models to IoT devices – making machines self-learning and adapting Along the way, learn about Open Data, Bing maps, and MBrace In Detail .Net is one of the widely used platforms for developing applications. With the meteoric rise of Machine learning, developers are now keen on finding out how can they make their .Net applications smarter. Also, .NET developers are interested into moving into the world of devices and how to apply machine learning techniques to, well, machines. This book is packed with real-world examples to easily use machine learning techniques in your business applications. You will begin with introduction to F# and prepare yourselves for machine learning using .NET framework. You will be writing a simple linear regression model using an example which predicts sales of a product. Forming a base with the regression model, you will start using machine learning libraries available in .NET framework such as Math.NET, Numl.NET and Accord.NET with the help of a sample application. You will then move on to writing multiple linear regressions and logistic regressions. You will learn what is open data and the awesomeness of type providers. Next, you are going to address some of the issues that we have been glossing over so far and take a deep dive into obtaining, cleaning, and organizing our data. You will compare the utility of building a KNN and Naive Bayes model to achieve best possible results. Implementation of Kmeans and PCA using Accord.NET and Numl.NET libraries is covered with the help of an example application. We will then look at many of issues confronting creating real-world machine learning models like overfitting and how to combat them using confusion matrixes, scaling, normalization, and feature selection. You will now enter into the world of Neural Networks and move your line of business application to a hybrid scientific application. After you have covered all the above machine learning models, you will see how to deal with very large datasets using MBrace and how to deploy machine learning models to Internet of Thing (IoT) devices so that the machine can learn and adapt on the fly Style and approach This book will guide you in learning everything about how to tackle the flood of data being encountered these days in your .NET applications with the help of popular machine learning libraries offered by the .NET framework.
Publisher: Packt Publishing Ltd
ISBN: 1785881191
Category : Computers
Languages : en
Pages : 358
Book Description
Master the art of machine learning with .NET and gain insight into real-world applications About This Book Based on .NET framework 4.6.1, includes examples on ASP.NET Core 1.0 Set up your business application to start using machine learning techniques Familiarize the user with some of the more common .NET libraries for machine learning Implement several common machine learning techniques Evaluate, optimize and adjust machine learning models Who This Book Is For This book is targeted at .Net developers who want to build complex machine learning systems. Some basic understanding of data science is required. What You Will Learn Write your own machine learning applications and experiments using the latest .NET framework, including .NET Core 1.0 Set up your business application to start using machine learning. Accurately predict the future using regressions. Discover hidden patterns using decision trees. Acquire, prepare, and combine datasets to drive insights. Optimize business throughput using Bayes Classifier. Discover (more) hidden patterns using KNN and Naive Bayes. Discover (even more) hidden patterns using K-Means and PCA. Use Neural Networks to improve business decision making while using the latest ASP.NET technologies. Explore “Big Data”, distributed computing, and how to deploy machine learning models to IoT devices – making machines self-learning and adapting Along the way, learn about Open Data, Bing maps, and MBrace In Detail .Net is one of the widely used platforms for developing applications. With the meteoric rise of Machine learning, developers are now keen on finding out how can they make their .Net applications smarter. Also, .NET developers are interested into moving into the world of devices and how to apply machine learning techniques to, well, machines. This book is packed with real-world examples to easily use machine learning techniques in your business applications. You will begin with introduction to F# and prepare yourselves for machine learning using .NET framework. You will be writing a simple linear regression model using an example which predicts sales of a product. Forming a base with the regression model, you will start using machine learning libraries available in .NET framework such as Math.NET, Numl.NET and Accord.NET with the help of a sample application. You will then move on to writing multiple linear regressions and logistic regressions. You will learn what is open data and the awesomeness of type providers. Next, you are going to address some of the issues that we have been glossing over so far and take a deep dive into obtaining, cleaning, and organizing our data. You will compare the utility of building a KNN and Naive Bayes model to achieve best possible results. Implementation of Kmeans and PCA using Accord.NET and Numl.NET libraries is covered with the help of an example application. We will then look at many of issues confronting creating real-world machine learning models like overfitting and how to combat them using confusion matrixes, scaling, normalization, and feature selection. You will now enter into the world of Neural Networks and move your line of business application to a hybrid scientific application. After you have covered all the above machine learning models, you will see how to deal with very large datasets using MBrace and how to deploy machine learning models to Internet of Thing (IoT) devices so that the machine can learn and adapt on the fly Style and approach This book will guide you in learning everything about how to tackle the flood of data being encountered these days in your .NET applications with the help of popular machine learning libraries offered by the .NET framework.
Mastering Python
Author: Rick van Hattem
Publisher: Packt Publishing Ltd
ISBN: 1785289136
Category : Computers
Languages : en
Pages : 486
Book Description
Master the art of writing beautiful and powerful Python by using all of the features that Python 3.5 offers About This Book Become familiar with the most important and advanced parts of the Python code style Learn the trickier aspects of Python and put it in a structured context for deeper understanding of the language Offers an expert's-eye overview of how these advanced tasks fit together in Python as a whole along with practical examples Who This Book Is For Almost anyone can learn to write working script and create high quality code but they might lack a structured understanding of what it means to be 'Pythonic'. If you are a Python programmer who wants to code efficiently by getting the syntax and usage of a few intricate Python techniques exactly right, this book is for you. What You Will Learn Create a virtualenv and start a new project Understand how and when to use the functional programming paradigm Get familiar with the different ways the decorators can be written in Understand the power of generators and coroutines without digressing into lambda calculus Create metaclasses and how it makes working with Python far easier Generate HTML documentation out of documents and code using Sphinx Learn how to track and optimize application performance, both memory and cpu Use the multiprocessing library, not just locally but also across multiple machines Get a basic understanding of packaging and creating your own libraries/applications In Detail Python is a dynamic programming language. It is known for its high readability and hence it is often the first language learned by new programmers. Python being multi-paradigm, it can be used to achieve the same thing in different ways and it is compatible across different platforms. Even if you find writing Python code easy, writing code that is efficient, easy to maintain, and reuse is not so straightforward. This book is an authoritative guide that will help you learn new advanced methods in a clear and contextualised way. It starts off by creating a project-specific environment using venv, introducing you to different Pythonic syntax and common pitfalls before moving on to cover the functional features in Python. It covers how to create different decorators, generators, and metaclasses. It also introduces you to functools.wraps and coroutines and how they work. Later on you will learn to use asyncio module for asynchronous clients and servers. You will also get familiar with different testing systems such as py.test, doctest, and unittest, and debugging tools such as Python debugger and faulthandler. You will learn to optimize application performance so that it works efficiently across multiple machines and Python versions. Finally, it will teach you how to access C functions with a simple Python call. By the end of the book, you will be able to write more advanced scripts and take on bigger challenges. Style and Approach This book is a comprehensive guide that covers advanced features of the Python language, and communicate them with an authoritative understanding of the underlying rationale for how, when, and why to use them.
Publisher: Packt Publishing Ltd
ISBN: 1785289136
Category : Computers
Languages : en
Pages : 486
Book Description
Master the art of writing beautiful and powerful Python by using all of the features that Python 3.5 offers About This Book Become familiar with the most important and advanced parts of the Python code style Learn the trickier aspects of Python and put it in a structured context for deeper understanding of the language Offers an expert's-eye overview of how these advanced tasks fit together in Python as a whole along with practical examples Who This Book Is For Almost anyone can learn to write working script and create high quality code but they might lack a structured understanding of what it means to be 'Pythonic'. If you are a Python programmer who wants to code efficiently by getting the syntax and usage of a few intricate Python techniques exactly right, this book is for you. What You Will Learn Create a virtualenv and start a new project Understand how and when to use the functional programming paradigm Get familiar with the different ways the decorators can be written in Understand the power of generators and coroutines without digressing into lambda calculus Create metaclasses and how it makes working with Python far easier Generate HTML documentation out of documents and code using Sphinx Learn how to track and optimize application performance, both memory and cpu Use the multiprocessing library, not just locally but also across multiple machines Get a basic understanding of packaging and creating your own libraries/applications In Detail Python is a dynamic programming language. It is known for its high readability and hence it is often the first language learned by new programmers. Python being multi-paradigm, it can be used to achieve the same thing in different ways and it is compatible across different platforms. Even if you find writing Python code easy, writing code that is efficient, easy to maintain, and reuse is not so straightforward. This book is an authoritative guide that will help you learn new advanced methods in a clear and contextualised way. It starts off by creating a project-specific environment using venv, introducing you to different Pythonic syntax and common pitfalls before moving on to cover the functional features in Python. It covers how to create different decorators, generators, and metaclasses. It also introduces you to functools.wraps and coroutines and how they work. Later on you will learn to use asyncio module for asynchronous clients and servers. You will also get familiar with different testing systems such as py.test, doctest, and unittest, and debugging tools such as Python debugger and faulthandler. You will learn to optimize application performance so that it works efficiently across multiple machines and Python versions. Finally, it will teach you how to access C functions with a simple Python call. By the end of the book, you will be able to write more advanced scripts and take on bigger challenges. Style and Approach This book is a comprehensive guide that covers advanced features of the Python language, and communicate them with an authoritative understanding of the underlying rationale for how, when, and why to use them.