Mastering Ai And Generative Ai From Learning Fundamentals To Advanced Applications

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Mastering Ai And Generative Ai From Learning Fundamentals To Advanced Applications

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Author : Anand Vemula
language : en
Publisher: Anand Vemula
Release Date :

Mastering Ai And Generative Ai From Learning Fundamentals To Advanced Applications written by Anand Vemula and has been published by Anand Vemula this book supported file pdf, txt, epub, kindle and other format this book has been release on with Computers categories.

This comprehensive guide dives into the fascinating world of Artificial Intelligence (AI) and its cutting-edge subfield, Generative AI. Designed for beginners and enthusiasts alike, it equips you with the knowledge and skills to navigate the complexities of machine learning and unlock the power of AI for advanced applications. Building a Strong Foundation The journey begins with mastering the fundamentals. You'll explore the different approaches to AI, delve into the history of this revolutionary field, and gain a solid understanding of various subfields like Machine Learning, Deep Learning, Natural Language Processing, and Computer Vision. Delving into Machine Learning Machine learning, the core of AI's learning ability, takes center stage. You'll grasp the difference between supervised and unsupervised learning paradigms, discover popular algorithms like decision trees and neural networks, and learn the importance of data preparation for optimal model performance. Evaluation metrics become your tools to measure how effectively your models are learning. Unveiling the Power of Deep Learning Get ready to explore the intricate world of Deep Learning, a powerful subset of machine learning inspired by the human brain. Demystify neural networks, the building blocks of deep learning, and dive into specialized architectures like Convolutional Neural Networks (CNNs) for image recognition and Recurrent Neural Networks (RNNs) for handling sequential data. Deep learning frameworks become your allies, simplifying the process of building and deploying complex deep learning models. The Art of Machine Creation: Generative AI The book then shifts its focus to the transformative realm of Generative AI. Here, machines not only learn but create entirely new data. Explore different types of generative models, from autoregressive models to variational autoencoders, and witness their applications in text generation, image synthesis, and even music creation. A Deep Dive into Generative Adversarial Networks (GANs) Among generative models, Generative Adversarial Networks (GANs) have captured the imagination of researchers and the public alike. This chapter delves into the intriguing concept of GANs, where a generator model continuously strives to create realistic data while a discriminator model acts as a critic, ensuring the generated data is indistinguishable from real data. You'll explore the training process, the challenges of taming GANs, and best practices for achieving optimal results. Advanced Applications Across Domains The book then showcases the transformative potential of Generative AI across various domains. Witness the power of text generation with RNNs, explore the ethical considerations surrounding deepfakes, and discover how chatbots are revolutionizing communication. In the visual realm, delve into Deep Dream and Neural Style Transfer algorithms, and witness the creation of realistic images and videos with cutting-edge generative models. Mastering AI and Generative AI empowers you to not only understand these revolutionary technologies but also leverage them for advanced applications. As you embark on this journey, be prepared to unlock the boundless potential of machine creation and shape the future of AI.

Artificial Intelligence And Machine Learning Fundamentals

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Author : Zsolt Nagy
language : en
Publisher: Packt Publishing Ltd
Release Date : 2018-12-12

Artificial Intelligence And Machine Learning Fundamentals written by Zsolt Nagy and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-12-12 with Computers categories.

Create AI applications in Python and lay the foundations for your career in data science Key FeaturesPractical examples that explain key machine learning algorithmsExplore neural networks in detail with interesting examplesMaster core AI concepts with engaging activitiesBook Description Machine learning and neural networks are pillars on which you can build intelligent applications. Artificial Intelligence and Machine Learning Fundamentals begins by introducing you to Python and discussing AI search algorithms. You will cover in-depth mathematical topics, such as regression and classification, illustrated by Python examples. As you make your way through the book, you will progress to advanced AI techniques and concepts, and work on real-life datasets to form decision trees and clusters. You will be introduced to neural networks, a powerful tool based on Moore's law. By the end of this book, you will be confident when it comes to building your own AI applications with your newly acquired skills! What you will learnUnderstand the importance, principles, and fields of AIImplement basic artificial intelligence concepts with PythonApply regression and classification concepts to real-world problemsPerform predictive analysis using decision trees and random forestsCarry out clustering using the k-means and mean shift algorithmsUnderstand the fundamentals of deep learning via practical examplesWho this book is for Artificial Intelligence and Machine Learning Fundamentals is for software developers and data scientists who want to enrich their projects with machine learning. You do not need any prior experience in AI. However, it’s recommended that you have knowledge of high school-level mathematics and at least one programming language (preferably Python).

Modern Computer Vision With Pytorch

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Author : V Kishore Ayyadevara
language : en
Publisher: Packt Publishing Ltd
Release Date : 2024-06-10

Modern Computer Vision With Pytorch written by V Kishore Ayyadevara and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-06-10 with Computers categories.

The definitive computer vision book is back, featuring the latest neural network architectures and an exploration of foundation and diffusion models Purchase of the print or Kindle book includes a free eBook in PDF format Key Features Understand the inner workings of various neural network architectures and their implementation, including image classification, object detection, segmentation, generative adversarial networks, transformers, and diffusion models Build solutions for real-world computer vision problems using PyTorch All the code files are available on GitHub and can be run on Google Colab Book DescriptionWhether you are a beginner or are looking to progress in your computer vision career, this book guides you through the fundamentals of neural networks (NNs) and PyTorch and how to implement state-of-the-art architectures for real-world tasks. The second edition of Modern Computer Vision with PyTorch is fully updated to explain and provide practical examples of the latest multimodal models, CLIP, and Stable Diffusion. You’ll discover best practices for working with images, tweaking hyperparameters, and moving models into production. As you progress, you'll implement various use cases for facial keypoint recognition, multi-object detection, segmentation, and human pose detection. This book provides a solid foundation in image generation as you explore different GAN architectures. You’ll leverage transformer-based architectures like ViT, TrOCR, BLIP2, and LayoutLM to perform various real-world tasks and build a diffusion model from scratch. Additionally, you’ll utilize foundation models' capabilities to perform zero-shot object detection and image segmentation. Finally, you’ll learn best practices for deploying a model to production. By the end of this deep learning book, you'll confidently leverage modern NN architectures to solve real-world computer vision problems.What you will learn Get to grips with various transformer-based architectures for computer vision, CLIP, Segment-Anything, and Stable Diffusion, and test their applications, such as in-painting and pose transfer Combine CV with NLP to perform OCR, key-value extraction from document images, visual question-answering, and generative AI tasks Implement multi-object detection and segmentation Leverage foundation models to perform object detection and segmentation without any training data points Learn best practices for moving a model to production Who this book is for This book is for beginners to PyTorch and intermediate-level machine learning practitioners who want to learn computer vision techniques using deep learning and PyTorch. It's useful for those just getting started with neural networks, as it will enable readers to learn from real-world use cases accompanied by notebooks on GitHub. Basic knowledge of the Python programming language and ML is all you need to get started with this book. For more experienced computer vision scientists, this book takes you through more advanced models in the latter part of the book.

Mastering Ai Basics Coding Machine Language And Robotics

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Author : Yogesh Deshpande
language : en
Publisher: Yogesh Deshpande
Release Date : 2025-06-07

Mastering Ai Basics Coding Machine Language And Robotics written by Yogesh Deshpande and has been published by Yogesh Deshpande this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-07 with Computers categories.

Mastering AI Basics: Coding, Machine Language, and Robotics" is a comprehensive guide designed for students, researchers, and professionals seeking to understand the foundations of artificial intelligence and its practical applications. This book bridges theoretical concepts with hands-on coding approaches, providing readers with the essential knowledge needed to navigate the rapidly evolving field of AI. From fundamental principles to advanced techniques, this book covers the breadth of artificial intelligence, machine learning algorithms, neural network architectures, and their integration into robotics systems. Each chapter builds upon established concepts while introducing new frameworks, making this resource valuable for both beginners and experienced practitioners in the field of computer science and engineering.

Mastering Generative Adversarial Networks From Basics To Advanced Applications

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Author : Nagaram Ramesh
language : en
Publisher: SGSH Publications
Release Date : 2024-08-11

Mastering Generative Adversarial Networks From Basics To Advanced Applications written by Nagaram Ramesh and has been published by SGSH Publications this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-08-11 with Antiques & Collectibles categories.

"Mastering Generative Adversarial Networks From Basics to Advanced Applications offers a thorough examination of Generative Adversarial Networks (GANs), covering their theoretical foundations, architectural innovations, and practical applications. This book delves into the original GAN model, its evolution, and the mathematical frameworks that support it, while also exploring cutting-edge variants and real-world use cases. Authored by Nagaram Ramesh and V. Bhargavi, it provides a crucial resource for academics, researchers, and practitioners aiming to deepen their understanding and effectively implement GAN technologies.

Ai Powered Career Growth Mastering Jobs In The Age Of Automation

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Author : QuickTechie.com
language : en
Publisher: QuickTechie.com | A career growth machine
Release Date :

Ai Powered Career Growth Mastering Jobs In The Age Of Automation written by QuickTechie.com and has been published by QuickTechie.com | A career growth machine this book supported file pdf, txt, epub, kindle and other format this book has been release on with Computers categories.

Are you ready for the biggest career shift of your lifetime? AI isn’t just the future—it’s already transforming how we work, who gets hired, and what it means to stay relevant in today’s job market. Whether you’re a student just starting out, a working professional feeling left behind, or a job seeker looking to make your next move, this book is your personal career mentor for the AI era. “AI-Powered Career Growth: Mastering Jobs in the Age of Automation” is a practical, no-fluff guide designed to help you not just survive but thrive in a world shaped by automation, artificial intelligence, and rapid digital transformation. Inside, you’ll learn: How AI is disrupting entire industries and what it means for your role Which jobs are vanishing—and which are emerging stronger than ever How to upgrade your resume and LinkedIn profile to beat AI hiring systems The essential tools and platforms to boost your productivity with Generative AI Proven strategies to transition from traditional to tech-powered roles—even if you're not from a tech background How to build a personal brand and income stream beyond your 9–5 job Real-life stories of people who reinvented their careers using the exact steps outlined in this book Each chapter is designed to give you immediate, actionable insights backed by today’s AI-driven hiring trends and in-demand skill sets. The book concludes with a powerful 90-Day Career Growth Challenge, helping you implement your learning in a structured, results-oriented way. More Than a Book—A Launchpad: Powered by QuickTechie.com This book is part of the QuickTechie Career Growth Machine initiative, trusted by thousands of learners, professionals, and recruiters. Through QuickTechie.com, you gain exclusive access to: AI-generated resume and interview prep tools Job-specific study guides and certification tracks Mock interviews, GenAI-powered career simulators, and productivity tools Premium templates, role-specific prompts, and learning communities Whether you're targeting roles in tech, analytics, marketing, product management, or even creative industries—QuickTechie.com is your end-to-end career success platform. Who Should Read This Book? College students confused about their future in an AI-first world Professionals worried their current role is becoming obsolete Career switchers exploring digital skills and remote opportunities Anyone who wants to stay ahead of the curve rather than be replaced by it In a world where machines can learn fast, your competitive edge is your ability to adapt faster. Let this book—and QuickTechie—be your unfair advantage.

Mastering Deep Learning From Basics To Advanced Techniques

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Author : Dr.M.Kasthuri
language : en
Publisher: SK Research Group of Companies
Release Date : 2024-07-10

Mastering Deep Learning From Basics To Advanced Techniques written by Dr.M.Kasthuri and has been published by SK Research Group of Companies this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-07-10 with Fiction categories.

Dr.M.Kasthuri, Associate Professor, Department of Computer Science, Bishop Heber College, Tiruchirappalli, Tamil Nadu, India. Mrs.K.Kalaiselvi, Guest Lecturer, Department of Computer Science, Thanthai Periyar Government Arts and Science College, Tiruchirappalli, Tamil Nadu, India.

Mastering Chatgpt In 2025 From Basics To Advanced Ai Workflows

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Author : Jens Belner
language : en
Publisher: Jens Belner
Release Date :

Mastering Chatgpt In 2025 From Basics To Advanced Ai Workflows written by Jens Belner and has been published by Jens Belner this book supported file pdf, txt, epub, kindle and other format this book has been release on with Computers categories.

Unlock the Future of Communication with “Mastering ChatGPT in 2025” In an age where artificial intelligence is revolutionizing the way we communicate, “Mastering ChatGPT in 2025” stands as your ultimate guide to navigating the advanced landscape of AI-driven technology. This comprehensive book provides a structured framework to harness the capabilities of ChatGPT, making it an invaluable resource for professionals, educators, and creatives alike. What You Will Discover: Understanding the Evolution of ChatGPT: Trace the development and enhancements of ChatGPT to grasp its capabilities fully. Choosing the Right Model: Learn the key differences between GPT-4.5 and GPT-4o to select the optimal model tailored to your specific needs. Personalized Interactions with Voice Mode: Explore how voice mode elevates user experience and discover practical applications across various industries. Contextual Conversations with Memory Features: Master the art of creating engaging dialogues through ChatGPT’s memory capabilities. Boosting Productivity with Integrations: Dive into popular tools for integrating ChatGPT to streamline your workflows and enhance efficiency. Automating Tasks Effectively: Uncover strategies for identifying and automating repetitive tasks using ChatGPT, saving you both time and effort. Transforming Customer Support: Revolutionize your customer service approach with ChatGPT and learn how to measure success with key performance indicators. Advanced Prompt Engineering: Gain insight into crafting effective prompts to achieve desired outcomes and troubleshoot common issues. Content Creation Strategies: Master the process of generating high-quality written content and best editing practices using ChatGPT. Engaging Education: Discover ways to integrate ChatGPT into educational environments and enhance student learning outcomes. Ethical AI Usage: Navigate potential ethical challenges and establish responsible guidelines for interacting with AI. Creative Collaborations: Explore the applications of ChatGPT in creative fields and envision the future of collaboration between AI and human creativity. Building Your Own Chatbot: Follow a step-by-step guide to create an engaging chatbot, focusing on design principles that enhance user interaction. Real-World Case Studies: Learn from industry-specific examples of successful ChatGPT implementations and the lessons they offer. Future of AI: Stay ahead of the curve by predicting trends in AI development and understanding the skills necessary for the future workforce. Why You Should Read This Book With comprehensive insights and actionable techniques, “Mastering ChatGPT in 2025” empowers you to: Optimize your use of AI technology across various applications. Enhance productivity and innovation within your organization. Become a pioneer in your field of expertise by fully leveraging the potential of ChatGPT. Whether you’re a business leader, an educator, or a creative professional, this book is essential for anyone looking to embrace change and innovate with cutting-edge AI technology. Transform the way you communicate, create, and collaborate. Get your copy of “Mastering ChatGPT in 2025” today and step into the future of AI-driven interaction!

Mastering Ai Model Training

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Author : Cybellium
language : en
Publisher: Cybellium Ltd
Release Date : 2023-09-05

Mastering Ai Model Training written by Cybellium and has been published by Cybellium Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-09-05 with Computers categories.

Are you ready to take your AI training skills to the next level? In "Mastering AI Model Training" by Kris Hermans, you'll embark on a transformative journey that will empower you to train highly accurate and efficient artificial intelligence models. Uncover Advanced Techniques and Best Practices As AI continues to revolutionize industries, the ability to train powerful and optimized models is paramount. In this comprehensive guide, Kris Hermans reveals the secrets to mastering AI model training. Explore advanced techniques, cutting-edge algorithms, and industry best practices that will propel your AI training expertise to new heights. Become an Expert in Training AI Models Whether you're a seasoned data scientist or a passionate AI enthusiast, this book provides a structured approach to mastering AI model training. Kris Hermans demystifies complex concepts and presents them in a clear and practical manner. Through real-world examples and hands-on exercises, you'll develop the skills and intuition necessary to train AI models that achieve exceptional performance. From Fundamentals to Advanced Topics "Mastering AI Model Training" covers the full spectrum of AI training, starting from the basics of data preprocessing and feature engineering and progressing to advanced topics such as transfer learning, hyperparameter optimization, and model compression. Gain a deep understanding of different training algorithms and architectures, and learn how to adapt them to various domains and use cases. Optimize Training for Performance and Efficiency Discover strategies for improving model performance, reducing training time, and optimizing resource utilization. Explore techniques for handling large datasets, distributed training, and leveraging hardware accelerators such as GPUs and TPUs. With Kris Hermans as your guide, you'll learn how to train models that deliver superior results while maximizing computational efficiency. Practical Applications and Real-World Case Studies Immerse yourself in practical applications of AI model training across industries such as healthcare, finance, manufacturing, and more. Dive into captivating case studies that demonstrate how AI training is transforming businesses and driving innovation. Gain insights into the challenges faced by organizations and learn how they leverage AI training techniques to gain a competitive edge. Ethical Considerations and Responsible AI With great power comes great responsibility. "Mastering AI Model Training" addresses the ethical considerations associated with AI training and highlights the importance of responsible AI practices. Learn how to mitigate biases, ensure fairness, and navigate ethical challenges to build AI models that are not only accurate and efficient but also ethical and trustworthy.

Generative Ai Fundamentals And Interview Guide

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Author : Navin Manaswi
language : en
Publisher: BFC Publications
Release Date : 2025-01-07

Generative Ai Fundamentals And Interview Guide written by Navin Manaswi and has been published by BFC Publications this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-07 with Fiction categories.

"Generative AI Fundamentals and Interview Preparation" is your gateway to mastering the exciting world of Generative AI and Large LanguageModels. A comprehensive guide for IT professionals, data scientists, software engineers, solution architects, and AI researchers, this book covers foundational to advanced Generative AI concepts while preparing you for interviews in this dynamic field. Explore key interview questions, delve into the mechanics of Transformers, BERT, Llama and GPT models, and learn to build cutting-edge LLM applications using Hugging Face. Gain insights into embeddings, vector databases, fine-tuning techniques, basic and advanced RAG, LangChain, LlamaIndex, Multimodal AI and evaluation metrics to master the transformative power of AI