AI/ML Glossary – Basic Ebook: 150 Essential Terms (Definition & Overview)
Overview:
Unlock a comprehensive reference guide for AI/ML! This ebook provides a curated list of 150 carefully selected terms, each explained with two key sections:
• Definition: A concise explanation of the term.
• Overview: A contextual background that covers the importance, basic concepts, and practical implications.
What You’ll Get:
• 150 Essential Terms: The ebook is organized into eight thematic categories for clarity and ease of navigation:
• Fundamentals & Core Concepts – Basic building blocks (e.g., Artificial Intelligence, Machine Learning, Neural Networks).
• Search & Optimization – Key algorithms and techniques (e.g., A* Search, Gradient Boosting, Genetic Algorithms).
• Neural Network Architectures – Structure and design (e.g., Residual Networks, Autoencoders, Capsule Networks).
• Transformers & Attention Mechanisms – Modern NLP and computer vision methods (e.g., Transformer Models, BERT, GPT).
• Generative & Adversarial Models – Creative and adversarial learning approaches (e.g., GANs, Variational Inference, StyleGAN).
• Reinforcement Learning – Decision-making and policy methods (e.g., Q-Learning, DQN, Policy Gradient Methods).
• Intermediate & Emerging Topics – Advanced methods and trends (e.g., Transfer Learning, Meta-Learning, Self-Supervised Learning).
• Additional Selected Topics – A mix of applied techniques (e.g., A/B Testing, Data Imputation, LIME, SHAP Values).
Key Benefits:
• Concise Yet Comprehensive: Only the “Definition” and “Overview” are included for each term, giving you a fast reference guide without unnecessary clutter.
• Beginner to Intermediate Focus: Ideal for students, professionals entering the field, or anyone who wants to solidify their foundational knowledge.
• Organized Structure: Clearly segregated topics help you quickly locate the subject matter that interests you.
• High Value for Your Investment: Priced at just $29 for a deep yet accessible learning tool—gain instant access to a premium, ready-to-use reference.
Who Is This For?
• Students and New Practitioners: Building a core vocabulary in AI/ML.
• Professionals: Quickly brushing up on essential terms and concepts.
• Educators & Self-Learners: A reliable resource to reference in courses, projects, or self-study.
Format & Delivery:
• Digital Download: Immediately receive a high-quality PDF (or ebook format of your choice) upon purchase.
• Easy-to-Navigate Layout: Each term is formatted consistently with dedicated sections for its definition and overview.
Why Choose This Ebook?
• Curated Content: Not every term in AI/ML makes the cut—150 essential, impactful topics have been selected to provide maximum learning value.
• Quick Reference: Use it as a study guide, a refresher, or a lookup resource when you need a quick explanation of a key concept.
• Future-Proof: The foundational content serves as the basis for more advanced explorations in later editions or companion interactive courses.
A curated collection of 150 essential AI/ML terms—complete with clear definitions and overviews—designed to give beginners and intermediate learners a solid foundation in artificial intelligence and machine learning.