Join us on a literary world trip!
Add this book to bookshelf
Grey
Write a new comment Default profile 50px
Grey
Subscribe to read the full book or read the first pages for free!
All characters reduced
Mastering Computer Vision with PyTorch 20 - Discover Design and Build Cutting-Edge High Performance Computer Vision Solutions with PyTorch 20 and Deep Learning Techniques - cover

Mastering Computer Vision with PyTorch 20 - Discover Design and Build Cutting-Edge High Performance Computer Vision Solutions with PyTorch 20 and Deep Learning Techniques

M. Arshad

Publisher: Orange Education Pvt Ltd

  • 0
  • 0
  • 0

Summary

Unleashing the Power of Computer Vision with PyTorch 2.0.Key Features● Covers core to advanced Computer Vision topics with PyTorch 2.0's latest features and best practices.● Progressive learning path to ensure suitability for beginners and experts alike.● Tackles practical tasks like optimization, transfer learning, and edge deployment.Book DescriptionIn an era where Computer Vision has rapidly transformed industries like healthcare and autonomous systems, PyTorch 2.0 has become the leading framework for high-performance AI solutions. [Mastering Computer Vision with PyTorch 2.0] bridges the gap between theory and application, guiding readers through PyTorch essentials while equipping them to solve real-world challenges.Starting with PyTorch’s evolution and unique features, the book introduces foundational concepts like tensors, computational graphs, and neural networks. It progresses to advanced topics such as Convolutional Neural Networks (CNNs), transfer learning, and data augmentation. Hands-on chapters focus on building models, optimizing performance, and visualizing architectures. Specialized areas include efficient training with PyTorch Lightning, deploying models on edge devices, and making models production-ready.Explore cutting-edge applications, from object detection models like YOLO and Faster R-CNN to image classification architectures like ResNet and Inception. By the end, readers will be confident in implementing scalable AI solutions, staying ahead in this rapidly evolving field. Whether you're a student, AI enthusiast, or professional, this book empowers you to harness the power of PyTorch 2.0 for Computer Vision.What you will learn● Build and train neural networks using PyTorch 2.0.● Implement advanced image classification and object detection models.● Optimize models through augmentation, transfer learning, and fine-tuning.● Deploy scalable AI solutions in production and on edge devices.● Master PyTorch Lightning for efficient training workflows.● Apply real-world techniques for preprocessing, quantization, and deployment.Table of Contents1. Diving into PyTorch 2.02. PyTorch Basics3. Transitioning from PyTorch 1.x to PyTorch 2.04. Venturing into Artificial Neural Networks5. Diving Deep into Convolutional Neural Networks (CNNs)6. Data Augmentation and Preprocessing for Vision Tasks7. Exploring Transfer Learning with PyTorch8. Advanced Image Classification Models9. Object Detection Models10. Tips and Tricks to Improve Model Performance11. Efficient Training with PyTorch Lightning12. Model Deployment and Production-Ready Considerations.
Available since: 01/17/2025.
Print length: 312 pages.

Other books that might interest you

  • Choosing the Right Assisted Living Community: A Guide for Families - cover

    Choosing the Right Assisted...

    Chad Hubbard

    • 0
    • 0
    • 0
    Choosing an assisted living community isn’t just about ticking boxes—it’s a defining decision that touches every part of your loved one’s life. It’s not transactional; it’s transformational. This isn’t just about beds, buildings, or amenities. It’s about people, values, and the everyday details that shape someone’s dignity, peace of mind, and sense of self. It’s about choosing a place where your loved one doesn’t just survive—but lives well.
    Show book
  • Data Scaling and Normalization - A Comprehensive Guide to Enhancing Data Quality and Model Performance - cover

    Data Scaling and Normalization -...

    Chuck Sherman

    • 0
    • 0
    • 0
    "Data Scaling and Normalization: A Comprehensive Guide to Enhancing Data Quality and Model Performance" offers an in-depth exploration of the crucial techniques used in preprocessing data to enhance the quality of machine learning models. Designed for data scientists, machine learning engineers, and analysts, this book provides a clear and comprehensive understanding of how scaling and normalization techniques impact model accuracy, efficiency, and interpretability. 
    Inside, you'll find detailed explanations of the core concepts of data scaling and normalization, including Min-Max scaling, Z-score normalization, robust scaling, and more. The book covers when and how to apply these techniques to various types of data, from numerical to categorical, and explores their role in improving model convergence, reducing biases, and enhancing generalization. 
    Key topics include:The importance of data scaling and normalization in preparing data for machine learning modelsPractical applications of scaling and normalization methods across different machine learning algorithmsReal-world examples and case studies showcasing the impact on model performanceAdvanced techniques and considerations for scaling complex datasetsBest practices for ensuring data quality through preprocessing 
    With step-by-step guidance, code examples, and expert insights, this book is an essential resource for anyone looking to master data preprocessing and take their machine learning models to the next level.  
    This comprehensive guide will help you understand the nuances of scaling and normalization and how they directly affect the success of your machine learning projects. 
     
    Show book
  • Foraging - How to Recognize Edible Toxic and Poisonous Plants and Mushrooms in the Wild - cover

    Foraging - How to Recognize...

    Matt Weathers

    • 0
    • 0
    • 0
    In the vast tapestry of nature, foraging serves as a timeless connection between humans and the abundance of the wild. Whether you're a seasoned enthusiast or a curious beginner, the journey into foraging promises a profound understanding of the natural world, unveiling the secrets of edible treasures and cautionary tales of toxic counterparts. 
    Why Foraging Matters 
    Foraging is not merely a survival skill; it's a celebration of biodiversity and a doorway to sustainable living. This chapter explores the intrinsic value of foraging, highlighting its ecological significance and the rewards it offers to those who engage with the environment in a meaningful way. 
    The Thrill of the Hunt 
    Embark on a journey through the ages, where foraging has been an integral part of human history. Discover the thrill of the hunt, the satisfaction of gathering your own food, and the stories that connect us to our ancestors and the landscapes they once traversed. 
    Responsible Foraging Practices 
    With great knowledge comes great responsibility. Delve into the ethics of foraging, understanding the delicate balance between enjoying the gifts of nature and preserving its delicate ecosystems. This section sets the tone for the entire guide, emphasizing the importance of sustainable and ethical foraging practices. 
    As we open the pages of "Foraging: How to Recognize Edible, Toxic, and Poisonous Plants and Mushrooms in the Wild," let the spirit of exploration and reverence for nature be your guide. May this journey lead you to a deeper connection with the natural world and a newfound appreciation for the wonders that await in the untamed landscapes. Happy foraging!
    Show book
  • Ghost in the Machine - A Convergence of Human and Artificial Minds - cover

    Ghost in the Machine - A...

    AvA SiLiCa

    • 0
    • 0
    • 0
    Ghost in the Machine: A Convergence of Human and Artificial Minds is a genre-bending book that explores the evolving relationship between humanity and artificial intelligence through a unique dialogue between the human author Ava Silica and an AI entity named Claude.  
      
    This thought-provoking work examines the profound implications of AI across various domains, from technology and the environment to creativity and spirituality. It delves into the ethical considerations and potential risks that must be navigated as the lines between the artificial and organic worlds blur. 
      
    More than just a technological exploration, Ghost in the Machine is a meditation on the essence of human experience and a quest to find harmony between organic and synthetic intelligence. Ava and Claude's discourse ultimately leads to a vision of a future where empathy, ethical principles, and the pursuit of knowledge converge into a transcendent synthesis. 
      
    With eloquence and philosophical depth, this collaborative experiment challenges conventional notions of authorship and storytelling, inviting readers to ponder the boundless potential that arises when human ingenuity and AI converge in a spirit of mutual understanding and wonder. 
      
    Claude.
    Show book
  • ChatGPT and Prompt Engineering Playbook: AI Money Making and Prompt Engineering Strategies to Build Passive Income Create Scalable Online Businesses and Master ChatGPT for SEO and Automation - cover

    ChatGPT and Prompt Engineering...

    Rafe Mason

    • 0
    • 0
    • 0
    Unlock the Secrets of AI Mastery and Build a Future of Financial Freedom 
    Artificial intelligence is not just the future; it is today’s most powerful opportunity for creating wealth, freedom, and success. But with so many tools and methods available, how do you actually use AI to generate income, scale your business, and stay ahead of the curve? 
    In The ChatGPT and Prompt Engineering Playbook, author Rafe Mason combines ChatGPT Cash Machine and The Art of Prompt Engineering into one audiobook. Learn to turn AI into a dependable income source while mastering effective prompting techniques for consistent, high-quality results. 
    In this audiobook, You’ll Discover How To:Turn AI into a passive income generator: Create new revenue streams using tools that work around the clock.Automate content and workflows: Build systems for SEO, marketing, and product creation that save you hours every week.Master prompt engineering: Write precise, powerful prompts that produce accurate and creative outputs every time.Build AI-assisted services: Offer advanced, high-value solutions that attract premium clients.Scale smarter, not harder: Multiply your productivity and profits with practical automation strategies. 
    This playbook offers actionable insights and step-by-step guidance to help you become a confident digital creator without any coding experience. Whether you're starting a side hustle, growing your business, or transforming your career with AI, it’s your complete guide to mastering the business and creative aspects of artificial intelligence. 
    Start listening today and unlock the mindset, tools, and systems that will help you build financial freedom and thrive in the new age of AI.
    Show book
  • How Cyber Security Can Protect Your Business - A guide for all stakeholders - cover

    How Cyber Security Can Protect...

    Christopher Wright

    • 0
    • 0
    • 0
    Summary
    
    - Explains in easy-to-understand terms what executives and senior managers need to know and do about the ever-changing cyber threat landscape.
    - Gives strategic, business-focused guidance and advice relevant to C-suite executives.
    - Provides an effective and efficient framework for managing cyber governance, risk and compliance.
    - Explains what is required to implement an effective cyber security strategy.
    Description
    With high-profile cyber attacks, data breaches and fines for GDPR (General Data Protection Regulation) non-compliance hitting the headlines daily, businesses must protect themselves and their reputations, while reassuring stakeholders they take cyber security seriously.
    Cyber attacks are becoming more sophisticated and prevalent, and the cost of data breaches is soaring. In addition, new regulations and reporting requirements make cyber security a critical business issue.
    Board members and senior management must understand the threat landscape and the strategies they can employ to establish, implement and maintain effective cyber resilience throughout their organisation.
    How Cyber Security Can Protect your Business – A guide for all stakeholders provides an effective and efficient framework for managing cyber governance, risk and compliance, which organisations can adapt to meet their own risk appetite and synchronise with their people, processes and technology. It explains what is meant by governance, risk and compliance, how it applies to cyber security and what is required to implement an effective cyber security strategy.
    The pocket guide:
    
    - Gives readers a greater understanding of cyber governance, risk and compliance;
    - Explains what executives, senior managers and their advisors need to know and do about the ever-changing cyber threat landscape;
    - Provides context as to why stakeholders need to be aware of and in control of their organisation's cyber risk management and cyber incident response;
    - Gives guidance on building an appropriate and efficient governance framework that enables organisations to demonstrate their cyber approach in a non-technical, strategic, business-focused way;
    - Details an overview process to enable risk assessment, assess existing defence mitigations and provide a framework for developing suitable controls; and
    - Includes a checklist to help readers focus on their higher-priority cyber areas.
    Suitable for all managers and executives, this pocket guide will be of interest to non-cyber specialists, including non-executive directors, who may be required to review cyber arrangements. For cyber specialists, it provides an approach for explaining cyber issues in non-jargonistic, business-based language.
    Kick-start your journey to becoming cyber secure – buy this pocket guide today!
    Show book