Deep learning has revolutionized various fields, from natural language processing to self-driving cars. However, its nuances can often seem intimidating to those new to the field. This comprehensive manual aims to clarify deep learning, making it comprehensible to a wider audience. We will explore the fundamental building blocks of deep learning,