Black book of machine learning is a practical oriented book intended to guide anyone, who is interested to explore the field of machine learning and dive in the field of artificial neural network and computer vision. This book aims to provide a practical aspect with reference to real world problems by taking you on journey from types of learning to data modelling to the evaluation of predictive models by giving an insight of various machine learning models and techniques. It also provides an intuition of neural networks and elucidate the application of deep learning with respect to computer vision by exploring famous deep learning models.