Building machine learning solutions can be challenging due to the complexity of the algorithms involved, the need for large amounts of high-quality data, and the difficulty of interpreting and explaining the results. Additionally, machine learning solutions can be limited by biases in the data used to train them, and may not always be accurate or reliable.