Machine learning development services are used when certain rules cannot be programmed, such as spam detection in an email, and when a large number of factors can influence the response. Too many such factors, overlapping many rules, and the requirement for fine-tuning are the optimal environment for applying machine learning development. Also, ML is effective when solving large-scale problems is required.