Mastering Algorithms For Ai
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Mastering Algorithms For Ai
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Author : Hesham Mohamed Elsherif
language : en
Publisher:
Release Date : 2024-09-15
Mastering Algorithms For Ai written by Hesham Mohamed Elsherif and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-09-15 with Computers categories.
At the heart of AI lies the concept of an algorithm. An algorithm is essentially a step-by-step procedure or formula for solving a problem. In the context of AI, algorithms are used to process data, identify patterns, learn from that data, and make decisions based on the knowledge gained. AI algorithms differ from traditional algorithms in that they often involve learning and adaptation. Traditional algorithms are rule-based, meaning that the instructions are explicitly programmed and fixed. AI algorithms, particularly in machine learning, are designed to improve over time by learning from data. They can adjust their behavior based on new information, becoming more accurate and efficient as they process more data. In this book, we aim to demystify AI algorithms and provide you with both theoretical and practical insights into how these algorithms work. Starting from the basics of what an algorithm is, we move toward more complex algorithms and their applications in AI. The book is divided into manageable sections that introduce algorithms in a step-by-step manner, with code examples and projects to reinforce learning. You'll not only understand how algorithms are structured but also how to apply them in real-world AI systems. Whether you are new to AI or seeking to deepen your expertise, this book will equip you with the tools to build, optimize, and deploy AI algorithms that drive intelligent systems. Our goal is to empower you with the knowledge and skills to navigate the world of AI algorithms, from foundational principles to cutting-edge techniques. As artificial intelligence (AI) continues to evolve and become increasingly integrated into our daily lives, understanding the underlying algorithms that power AI systems is no longer just the domain of specialists. AI algorithms have become essential tools for professionals in diverse industries, from healthcare and finance to marketing and robotics. But why is it so important to learn AI algorithms specifically? The answer lies in the profound impact these algorithms have on the effectiveness, efficiency, and intelligence of AI systems. Learning AI algorithms is about understanding how machines can solve problems, make decisions, and adapt in ways that mimic - or even surpass - human capabilities. "Mastering Algorithms for AI: From Basics to Advanced Techniques" is designed as a comprehensive guide that takes you step-by-step through the world of AI algorithms, starting from foundational concepts and progressing to advanced techniques. Whether you're a beginner looking to enter the field of artificial intelligence or an experienced professional seeking to deepen your understanding, this book provides a clear, structured learning path. The following guidelines will help you make the most of this resource as you embark on your journey to mastering AI algorithms. Mastering Algorithms for AI: From Basics to Advanced Techniques is designed to be a versatile, comprehensive guide that accommodates learners from all backgrounds. Whether you're a novice or an experienced AI professional, you can use this book to build a solid understanding of AI algorithms, develop practical coding skills, and work on real-world projects that reinforce learning. With its modular structure, hands-on projects, and in-depth theoretical insights, this book serves as both a learning resource and a reference guide, ensuring that you walk away with a deep understanding of AI algorithms and the confidence to apply them in your work or research.
Mastering Machine Learning Algorithms
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Author : Giuseppe Bonaccorso
language : en
Publisher: Packt Publishing Ltd
Release Date : 2018-05-25
Mastering Machine Learning Algorithms written by Giuseppe Bonaccorso 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 2018-05-25 with Computers categories.
Explore and master the most important algorithms for solving complex machine learning problems. Key Features Discover high-performing machine learning algorithms and understand how they work in depth. One-stop solution to mastering supervised, unsupervised, and semi-supervised machine learning algorithms and their implementation. Master concepts related to algorithm tuning, parameter optimization, and more Book Description Machine learning is a subset of AI that aims to make modern-day computer systems smarter and more intelligent. The real power of machine learning resides in its algorithms, which make even the most difficult things capable of being handled by machines. However, with the advancement in the technology and requirements of data, machines will have to be smarter than they are today to meet the overwhelming data needs; mastering these algorithms and using them optimally is the need of the hour. Mastering Machine Learning Algorithms is your complete guide to quickly getting to grips with popular machine learning algorithms. You will be introduced to the most widely used algorithms in supervised, unsupervised, and semi-supervised machine learning, and will learn how to use them in the best possible manner. Ranging from Bayesian models to the MCMC algorithm to Hidden Markov models, this book will teach you how to extract features from your dataset and perform dimensionality reduction by making use of Python-based libraries such as scikit-learn. You will also learn how to use Keras and TensorFlow to train effective neural networks. If you are looking for a single resource to study, implement, and solve end-to-end machine learning problems and use-cases, this is the book you need. What you will learn Explore how a ML model can be trained, optimized, and evaluated Understand how to create and learn static and dynamic probabilistic models Successfully cluster high-dimensional data and evaluate model accuracy Discover how artificial neural networks work and how to train, optimize, and validate them Work with Autoencoders and Generative Adversarial Networks Apply label spreading and propagation to large datasets Explore the most important Reinforcement Learning techniques Who this book is for This book is an ideal and relevant source of content for data science professionals who want to delve into complex machine learning algorithms, calibrate models, and improve the predictions of the trained model. A basic knowledge of machine learning is preferred to get the best out of this guide.
Mastering Ai
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Author : Nitin Talreja
language : en
Publisher: Independently Published
Release Date : 2024-11-18
Mastering Ai written by Nitin Talreja and has been published by Independently Published this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-11-18 with Computers categories.
Unlock the Power of Artificial Intelligence.In a world where AI is rapidly transforming industries and reshaping our daily lives, understanding the fundamentals of artificial intelligence has never been more important. Mastering AI is your essential guide to navigating the world of AI-from its foundational concepts to its cutting-edge applications. This book breaks down complex topics like machine learning, neural networks, and natural language processing into clear, accessible language. Whether you're a business leader looking to leverage AI for growth, a tech enthusiast, or a curious learner. AI has the ability to decrease costs, improve productivity, and increase revenue. These benefits do however come with certain risks. In order to understand and harness AI's full potential, this book will give you the knowledge and tools you need to make sense of the AI revolution.Inside Mastering AI, you'll explore: Core AI Concepts: From algorithms to automation, learn the science behind AI. Real-World Applications: Discover how AI is driving innovation in healthcare, finance, manufacturing, and more. Ethical Considerations: Engage with the critical debates about AI's impact on privacy, jobs, and society. The Future of AI: What's next for artificial intelligence, and how can we shape its direction? Written for readers of all backgrounds, Mastering AI is both a practical guide and a thought-provoking exploration of AI's potential. Whether you're looking to integrate AI into your work or simply understand its role in the modern world, this book will inspire and inform you. In-depth understanding of Gen AI and open LLM concepts Build your 1st AI model using Knime an AI/ML tool. Real Case studies step by step walk thru on AI Model building Do it yourself Exercise Quiz to test your knowledge Key take aways at the end of each chapter
The Master Algorithm
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Author : Pedro Domingos
language : en
Publisher: Penguin UK
Release Date : 2015-09-22
The Master Algorithm written by Pedro Domingos and has been published by Penguin UK this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-09-22 with Science categories.
A spell-binding quest for the one algorithm capable of deriving all knowledge from data, including a cure for cancer Society is changing, one learning algorithm at a time, from search engines to online dating, personalized medicine to predicting the stock market. But learning algorithms are not just about Big Data - these algorithms take raw data and make it useful by creating more algorithms. This is something new under the sun: a technology that builds itself. In The Master Algorithm, Pedro Domingos reveals how machine learning is remaking business, politics, science and war. And he takes us on an awe-inspiring quest to find 'The Master Algorithm' - a universal learner capable of deriving all knowledge from data.
From Ml Algorithms To Genai Llms
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Author : Aman Kharwal
language : en
Publisher:
Release Date : 2024-10-22
From Ml Algorithms To Genai Llms written by Aman Kharwal and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-10-22 with Computers categories.
From ML Algorithms to GenAI & LLMs, Written by Aman Kharwal, founder of Statso.io, is the second edition of the book - Machine Learning Algorithms: Handbook. This book offers a comprehensive and expanded guide through the evolving world of machine learning and generative AI. Whether you are an experienced data scientist or just starting, this edition delivers practical insights and clear explanations of essential concepts like regression, classification, clustering, deep learning, and time series forecasting. This edition introduces two new chapters: "Mastering GenAI and LLMs" and "Understanding GANs for Generative AI with a Hands-on Project", which provide deep dives into large language models and generative adversarial networks (GANs). With hands-on Python code snippets and real-world project examples, the book bridges the gap between theory and application, offering you the tools to apply machine learning techniques effectively. Additional highlights include performance evaluation methods, data preprocessing techniques, feature engineering, and a quick reference appendix for tuning machine learning models. The book equips you with the necessary skills to navigate modern machine learning and AI, which makes it an essential resource for anyone interested in the field.
Ai And Algorithms
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Author : Arnoud Engelfriet
language : en
Publisher:
Release Date : 2023
Ai And Algorithms written by Arnoud Engelfriet and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023 with categories.
The Executive S How To Guide To Automation
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Author : George E. Danner
language : en
Publisher: Springer
Release Date : 2018-12-17
The Executive S How To Guide To Automation written by George E. Danner and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-12-17 with Business & Economics categories.
From driverless cars to pilotless planes, many functions that have previously required human labor can now be performed using artificial intelligence. For businesses, this use of AI results in reduced labor costs and, even more important, creating a competitive advantage. How does one look at any organization and begin the work of automating it in sensible ways? This book provides the blueprint for automating critical business functions of all kinds. It outlines the skills and technologies that must be brought to bear on replicating human-like thinking and judgment in the form of algorithms. Many believe that algorithm design is the exclusive purview of computer scientists and experienced programmers. This book aims to dispel that notion. An algorithm is merely a set of rules, and anyone with the ability to envision how different components of a business can interact with other components already has the ability to work in algorithms. Though many fear that the use of automation in business means human labor will no longer be needed, the author argues that organizations will re-purpose humans into different roles under the banner of automation, not simply get rid of them. He also identifies parts of business that are best targeted for automation. This book will arm business people with the tools needed to automate companies, making them perform better, move faster, operate cheaper, and provide great lasting value to investors.
A Complete Tutorial
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Author : Austin Wren
language : en
Publisher: Independently Published
Release Date : 2025-03-03
A Complete Tutorial written by Austin Wren and has been published by Independently Published this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-03 with Computers categories.
Master the Art of Machine Learning with Python: From Beginner to Expert Unlock the potential of machine learning with "A Complete Tutorial: Mastering Machine Learning with Python," your comprehensive guide to the exciting world of artificial intelligence. Authored by Austin Wren, this book is designed for learners of all levels, providing an in-depth exploration of machine learning from basic concepts to advanced techniques. What You Will Learn: Python Basics: Refresh your Python skills with a complete Python crash course necessary for machine learning. Data Handling: Master the art of processing and preparing data, ensuring your models have the best foundation for success. Core Machine Learning Algorithms: Dive into a variety of algorithms, including regression, decision trees, and neural networks, and understand when and how to use them effectively. Advanced Techniques: Advance your skills with techniques like model optimization, hyperparameter tuning, and ensemble learning to improve your model's accuracy and efficiency. Practical Projects: Apply your knowledge with real-world projects that cover predicting sales, image classification, and sentiment analysis. Why This Book? Hands-On Approach: Each chapter includes practical examples and exercises to reinforce learning, making complex concepts accessible. Latest Tools and Technologies: Learn with the latest Python libraries and tools, ensuring you are up to speed with industry standards. Expert Insights: Gain insights from Austin Wren's extensive experience in machine learning, providing you with tips and tricks that go beyond the basics. Perfect for: Beginners looking to make a strong start in machine learning. Intermediate learners wanting to deepen their understanding of specific machine learning aspects. Professionals seeking to enhance their skills in practical machine learning applications. About the Author: Austin Wren is a renowned data scientist and educator in the field of machine learning, with over a decade of experience in turning data into actionable insights. Get ready to transform your understanding of machine learning and turn knowledge into action. Dive into "A Complete Tutorial: Mastering Machine Learning with Python" and begin your journey to becoming a machine learning expert today! Available exclusively on Amazon.
Ai Mastery Advanced Artificial Intelligence Concepts Book 3
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Author : Dizzy Davidson
language : en
Publisher: Pure Water Books
Release Date : 2024-09-11
Ai Mastery Advanced Artificial Intelligence Concepts Book 3 written by Dizzy Davidson and has been published by Pure Water Books this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-09-11 with Computers categories.
Are you struggling to fully understand AI and automation? You’re not alone. Many grapple with the complexities of advanced AI concepts and their practical applications. But what if you could master these topics with ease? “AI Mastery: Advanced Artificial Intelligence Concepts, Book 3” is your definitive guide to conquering advanced AI. This book demystifies complex algorithms, reinforcement learning, AI in robotics, and big data analytics, providing you with the knowledge and tools to excel. Benefits of reading this book: Deep Dive into Advanced Algorithms: Understand and implement sophisticated machine learning algorithms. Master Reinforcement Learning: Learn key concepts and see real-world applications. Integrate AI with Robotics: Explore how AI enhances robotic systems through detailed case studies. Harness Big Data: Discover the role of AI in big data analytics and the tools to leverage it. This book is an essential resource for anyone looking to advance their AI knowledge. Whether you’re a student, professional, or enthusiast, “AI Mastery” offers hands-on projects and bonus content to solidify your expertise. Why this book? Comprehensive Coverage: From advanced algorithms to big data, this book covers all critical areas. Practical Insights: Real-world examples and case studies make complex concepts accessible. Expert Guidance: Learn from detailed explanations and expert insights. Get this book now to unlock the full potential of AI and automation. Transform your understanding and become an AI expert today! Viral Bullet Points Detailed study of advanced machine learning algorithms Comprehensive guide to reinforcement learning Integration of AI and robotics with real-world case studies Role of AI in big data analytics Hands-on advanced projects for practical experience Call to Action: Don’t miss out on mastering advanced AI concepts. Get your copy of “AI Mastery: Advanced Artificial Intelligence Concepts, Book 3” today and take your AI knowledge to the next level!
Mastering Machine Learning Algorithms Second Edition
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Author : Giuseppe Bonaccorso
language : en
Publisher:
Release Date : 2020-01-31
Mastering Machine Learning Algorithms Second Edition written by Giuseppe Bonaccorso and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-01-31 with Computers categories.