Machine Learning Techniques

This textbook, "Statistical Techniques for Machine Learning," is born from a desire to bridge this gap. It is crafted specifically for the next generation of technologists—the B.Tech and M.Tech students who will build the future. Our philosophy is simple: to demystify the statistical principles that are the lifeblood of machine learning. We eschew overly dense mathematical notation in favor of intuitive explanations, practical examples, and a clear line of sight from statistical theory to real-world ML application. Key Features of This Book: 1. NEP 2020 & AICTE Compliant: The structure ...

Through a recent series of breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This bestselling book uses concrete...

Machine learning systems are both complex and unique. Complex because they consist of many different components and involve many different stakeholders. Unique because they're data dependent, with data varying wildly from one use case to the next. In this book, you'll learn a holistic approach to designing ML systems that are reliable, scalable, maintainable, and adaptive to changing environments and business requirements. Author Chip Huyen, cofounder of Claypot AI, considers each design decision in the context of how it can help your system as a whole achieve its objectives.

The Neuroscience of Learning: How Brain Science and AI Can Elevate Your Learning What if you could learn faster, retain information more effectively, and unlock hidden potential within your mind? In The Neuroscience of Learning, discover the groundbreaking science behind how we learn and the practical applications that can make us all better learners. Blending leading-edge neuroscience with everyday insights, this book offers a transmutative look at how our brains function during learning, the influence of emotions and motivation, and the remarkable ways our brains’ neuroplasticity allows...

If you're looking to make a career move from programmer to AI specialist, this is the ideal place to start. Based on Laurence Moroney's extremely successful AI courses, this introductory book provides a hands-on, code-first approach to help you build confidence while you learn key topics.

If you need a go-to guide with numerous examples and coded programs, Python Machine Learning will be the answer. If you want to train your own models and enhance them to achieve your demand, Python Machine Learning is the exact tool. Do you want to train the machines and model to carry out complex jobs with accurate date and predictions in a more efficient way? Do you want to have a quick start in the right direction to enter into the Python world?

Machine Learning for Absolute Beginners Third Edition has been written and designed for absolute beginners. This means plain-English explanations and no coding experience required.

In this audiobook, machine learning expert Ethem Alpaydin offers a concise overview of the subject for the general listener, describing its evolution, explaining important learning algorithms, and presenting example applications. Alpaydin offers an account of how digital technology advanced from number-crunching mainframes to mobile devices, putting today's machine learning boom in context.

Artificial Intelligence is everywhere— Learn by Doing. This book takes a proven approach by walking you through 60 days of detailed Activities, Prompts, and Reflections in plain English. Inside this book, readers will learn how to: • Understand what artificial intelligence really is and how it works without needing a computer science degree or any technical background • Recognize the AI tools you are already using every day in your email, banking, navigation, health tracking, and online shopping • Evaluate when to trust AI outputs and when to question its recommendations using a ...

Are you interested in finding out strategies to become a successful trader buying and selling options? If yes, keep reading. An option is a contract that allows the holder to either buy or sell an asset at a predetermined price on or before a specific date. With futures, you have to buy that date on the contract. With an option, you have a choice. If the underlying asset doesn't do what you would like it to, you can walk away without purchasing or selling. You will lose the premium you paid at the beginning, but this can be a lot less expensive than exercising the whole contract. The buyer ...

Explore the intersection of SQL, NoSQL, and AI to create intelligent business applications that drive innovation and success. This book takes you on a journey through advanced database concepts, AI integration, and practical use cases, empowering you to design and implement high-performing and intelligent data solutions. Curated Content from Artificial Intelligence.

Ned discovers a hard truth about his past but will it also endanger the future of the universe? After reconnecting with an old acquaintance, Hank’s AI companion is on the hunt for more information and it just might bring them closer than ever to Twain. But the old Enemy AI has a few tricks up his sleeve. And while they pursue the villain, the crew also find themselves in the crosshairs. Having angered a shadowy sect, the hunters become the hunted.

A primer on Machine Learning tailored for individuals interested in exploring the field before advancing to more complex literature by the author, including 'Data Science' and other works. ('Data Science' achieved the #1 spot in Mathematical Analysis on Amazon).

Are you looking for an options trading crash course to become a skillful trader? If yes, this is the right book for you. An option is a contract that permits an investor to purchase or sell a fundamental instrument. Buying and selling options are done on the options market, which trades contracts dependent on protections. Options trading is a speculative trade. However, since your investment is small, your risks are low. When you enter into an options trade, the highest amount of money you can lose is the invested capital. In options trading, this capital is small as compared to the ...

Given the large amounts of data we use everyday; whether it is in the web, supermarkets, social media etc., analysis of data has become integral to our daily life. The ability to do so effectively can propel your career or business to great heights. Machine learning is the most effective data analysis tool. While it is a complex topic, it can be broken down into simpler steps, as show in this audiobook. We are using Python, which is a great programming language for beginners. Python is a great language that is commonly used with machine learning.

Dataset shift in machine learning is one of the most critical and underappreciated challenges in deploying ML models to production. Are your models silently failing? Whether you're working in healthcare, finance, NLP, or computer vision, distribution shifts in real-world data are inevitable. They erode performance, break assumptions, and destroy user trust. This book shows you how to detect, diagnose, and adapt. Dataset Shift in Machine Learning: Theory, Detection, Correction & Deployment Practices is a graduate-level technical guide designed for data scientists, ML engineers, and AI ...

Mastering Vector Databases: An Artificial Intelligence Lens delves into the sophisticated world of vector databases, offering a comprehensive guide for developers, architects, and system administrators. This book covers the evolution, architecture, and key features of vector databases, alongside advanced indexing, search techniques, and real-time data processing. With a special focus on integrating machine learning and AI, it provides practical insights into cloud deployment, performance optimization, and security practices. Curated with expert insights, this book is an essential resource ...

Immerse yourself in the extraordinary world of anomalies with the ground-breaking eBook, "Uncovering the Unusual." Step into the fascinating realm of data-teeming with intriguing patterns and peculiar outliers in this enlightening journey that bares the basics of Anomaly Detection. Be guided through this underlying foundation of analytics, uncovering its riveting importance as you grapple with real-world applications. This eBook stands unique as it unveils different classifications of anomalies, dissecting them into point, contextual, and collective anomalies, and offering an enriching ...

In a world rapidly evolving through artificial intelligence, secure your understanding with RAG Systems Guide. Transform your skills with insights on AI Integration and Retrieval Techniques. Learn how to harness Vector Databases for groundbreaking solutions in Knowledge Systems, enhancing your capabilities in AI Search. This comprehensive guide empowers professionals from beginners to experts. Master core concepts of retrieval, and implement strategies that keep you ahead. With real-world examples, practical applications, and industry-leading strategies, you'll gain transformational ...

The #1 Open-Source Prompt Engineering Resource — Now in Book Form Trusted by 7,100+ developers on GitHub and a 50,000+ AI community Stop guessing what to type into ChatGPT. Start engineering prompts that deliver consistent, powerful results — every single time. Prompt Engineering takes you from absolute beginner to advanced practitioner with 22 battle-tested techniques, real-world examples, and hands-on exercises that actually work with today's AI models. What You'll Master: Write prompts that work first time — no more trial-and-error with ChatGPT, Claude, Gemini, or Copilot Build AI-...