A foundational aspect of initiating an AI project is the precise articulation of the challenge to be addressed. This critical phase necessitates a thorough comprehension of the overarching business aim, the establishment of measurable objectives, and the recognition of any limitations. A lack of a well-defined problem statement renders it infeasible to ascertain the requisite data or the metrics for model assessment. Following the definitive establishment of the problem, subsequent phases, including data acquisition, model development, and operationalization, are undertaken sequentially. Consequently, the unequivocal initial stage of any AI project lifecycle is dedicated to Problem definition.