Foundations of AI & ML

Basic Course on Artificial Intelligence and Machine Learning

Welcome to Foundations of AI & ML: Creating a Basic Course on Artificial Intelligence and Machine Learning.

Understanding Artificial Intelligence and Machine Learning

Artificial Intelligence (AI) refers to the simulation of human intelligence processes by machines, especially computer systems. These processes include learning (acquiring information and rules for using that information), reasoning (using rules to reach approximate or definite conclusions), and self-correction. AI is often divided into two broad categories:

AI and ML algorithms rely heavily on mathematical concepts. While high-level libraries (e.g., Scikit-learn, TensorFlow) allow you to implement models without deriving equations manually, understanding the underlying math empowers you to

We delve into data acquisition, cleaning, and preprocessing, teaching you how to gather raw information, handle missing values, normalize features, and engineer new ones. Real-world datasets are rarely perfect; learning to prepare data effectively is critical for any successful AI/ML project.

Supervised learning refers to algorithms trained on labeled datasets, where each example includes input features x\mathbf{x} and a corresponding target label yy. The algorithm learns a mapping f:x→yf : \mathbf{x} \rightarrow y that generalizes to unseen data. Supervised learning problems can be categorized as:

Foundations of AI & ML(Hindi)

इस पुस्तक में, हमारा लक्ष्य एक संरचित, शुरुआती-अनुकूल मार्गदर्शिका प्रदान करके आर्टिफिशियल इंटेलिजेंस (AI) और मशीन लर्निंग (ML) के तेज़ी से विकसित हो रहे क्षेत्रों को समझना है। चाहे आप एक छात्र हों, एक पेशेवर जो अपस्किल करना चाहता हो, या बस एक उत्साही व्यक्ति जो यह जानने के लिए उत्सुक हो कि मशीनें कैसे सीखती हैं और निर्णय लेती हैं, यह कोर्स-जैसी ईबुक आपको बुनियादी बातों से परिचित कराने, आपको आवश्यक उपकरणों से लैस करने और आपको अपनी खुद की परियोजनाएँ बनाने के लिए प्रेरित करने के लिए डिज़ाइन की गई है।

Foundations of AI & ML(Bengali)

এই বইটিতে, আমাদের লক্ষ্য হল কৃত্রিম বুদ্ধিমত্তা (AI) এবং মেশিন লার্নিং (ML) এর দ্রুত বিকশিত ক্ষেত্রগুলিকে একটি কাঠামোগত, নতুনদের জন্য উপযুক্ত নির্দেশিকা প্রদানের মাধ্যমে রহস্য উন্মোচন করা। আপনি একজন ছাত্র, দক্ষতা বৃদ্ধির জন্য আগ্রহী পেশাদার, অথবা মেশিন কীভাবে শেখে এবং সিদ্ধান্ত নেয় সে সম্পর্কে আগ্রহী একজন উৎসাহী হোন না কেন, এই কোর্স-সদৃশ ই-বুকটি আপনাকে মৌলিক বিষয়গুলি বোঝানোর জন্য, প্রয়োজনীয় সরঞ্জাম দিয়ে সজ্জিত করার জন্য এবং আপনার নিজস্ব প্রকল্প তৈরি করতে অনুপ্রাণিত করার জন্য ডিজাইন করা হয়েছে।

Foundations of AI & ML(English)

In this book, our goal is to demystify the rapidly evolving fields of Artificial Intelligence (AI) and Machine Learning (ML) by providing a structured, beginner-friendly guide. Whether you are a student, a professional seeking to upskill, or simply an enthusiast curious about how machines learn and make decisions, this course-like eBook is designed to walk you through the fundamentals, equip you with essential tools, and inspire you to build your own projects.

3 Language

In this book, our goal is to demystify the rapidly evolving fields of Artificial Intelligence (AI) and Machine Learning (ML) by providing a structured, beginner-friendly guide.

Real-World Applications, Ethics, and Future Trends

Whether you are a student, a professional seeking to upskill, or simply an enthusiast curious about how machines learn and make decisions, this course-like eBook is designed to walk you through the fundamentals, equip you with essential tools, and inspire you to build your own projects.

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Foundations of AI & ML

Welcome to Foundations of AI & ML: Creating a Basic Course on Artificial Intelligence and Machine Learning.