• Covers key algorithms and techniques
• Ideal for students and professionals
• Hands-on implementation included

Master the fundamentals of ML and take the first step towards a career in AI!

In today’s rapidly evolving world, machine learning (ML) is no longer just for researchers or data scientists. From personalized recommendations on streaming platforms to fraud detection in banking, ML powers many aspects of our daily lives. As industries increasingly adopt AI-driven solutions, learning machine learning has become a valuable skill. Yet, many find the subject overwhelming, often intimidated by its mathematical complexity. That’s where Machine Learning Essentials You Always Wanted to Know (Machine Learning Essentials) comes in. This beginner-friendly guide offers a structured, step-by-step approach to understanding machine learning concepts without unnecessary jargon. Whether you are a student, a professional looking to transition into AI, or simply curious about how machines learn, this book provides a clear and practical roadmap to mastering ML.

Authored by Dhairya Parikh, an experienced data engineer who returned to academia to refine his expertise, this book bridges the gap between theory and real-world application. It simplifies the core concepts of ML, breaking them down into digestible explanations paired with hands-on coding exercises to help you apply what you learn.

What You’ll Learn:

• The fundamentals of machine learning and how it powers modern technology
• The three key types of ML—Supervised, Unsupervised, and Reinforcement Learning
• How to combine algorithms, data, and models to develop AI-driven solutions
• Practical coding techniques to build and implement machine learning models

Part of Vibrant Publishers’ Self-Learning Management Series, this book serves as a valuable guide for building machine learning skills, enhancing your expertise, and advancing your career in AI and data science.

Learn the concepts of macroeconomics and the logic behind various economic policies adopted at national and global levels.


Macroeconomics Essentials You Always Wanted To Know is an introduction to the requisites of macroeconomics, for beginners and veterans alike.

Macroeconomics Essentials You Always Wanted To Know sheds light on the essential concepts of macroeconomics and how they affect the performance and decision-making of economies. It is imperative for entrepreneurs to understand macroeconomic basics to follow policy matters. This book will fulfill this particular need of entrepreneurs and business professionals. It will also help students of the subject brush up on the fundamentals and have a more comprehensive grasp of the advanced topics, and it will help students new to the subject get a headstart and be at par with their peers. It will help the readers by

• Providing them with an understanding of the basic concepts of macroeconomics
• Enlightening them about topics like savings, consumption and investment
• Explaining to them the concepts of money and modern banking
• Shedding light on how macroeconomic policies are formed and how they impact the world

The book also covers topics like external trade, foreign exchange markets, multilateralism in macroeconomics, business policies, and the measurement of national income. It describes the usage of essential formulas for calculations, and provides a summary at the end of every chapter, along with questions to help readers test and enhance their knowledge.

The book is authored to make it easier for people from various walks of life to get a firm grip on macroeconomics and how significantly it impacts our lives and the world we live in.

The author, Dr. Amlan Ray has 27 years of experience working in corporate, consulting, training, and educational institutions (including A.V. Birla and the TATA group).