According to DeepLearning.AI, Andrew Ng highlights the significance of a strong machine learning foundation, which is crucial for developing tools ranging from basic housing price predictors to sophisticated deep learning models. This underscores the necessity for traders to have a robust understanding of machine learning principles to effectively utilize AI in trading strategies and market predictions.