According to DeepLearning.AI, logistic regression, originally developed for poison control, is now a key tool in predictions across various fields including financial markets. It assists traders in making data-driven decisions by analyzing market trends and predicting stock movements with high accuracy. This evolution underscores its significance in algorithmic trading and financial forecasting (DeepLearning.AI, 2025).