Has the abstract nature of linear algebra ever left you overwhelmed? Do you yearn to unlock the essence of machine learning but are bogged down by the intricacy of the mathematics? Dive into a realm where linear algebra unfolds not just as numerical operations, but as a powerful story. A story intertwined with the magic of Machine Learning, making sense of data, and unraveling algorithms that power tomorrow. I am Jorge, a mathematician with over a decade of hands-on experience in Data Science and Machine Learning. Having navigated the intricate pathways of mathematical computations and Machine Learning algorithms myself, I wrote this book that differs itself from a traditional text book. With a conversational style and humour, I will guide through what you've been seeking on your journey into the depths of linear algebra. This book isn’t just about understanding linear algebra—it’s about experiencing it. Dive into real-world applications, and grasp concepts that are foundational to Machine Learning.