According to DeepLearning.AI, linear regression remains a fundamental tool in machine learning, influencing various sectors including trading. Its ability to model relationships between variables makes it an essential algorithm for predicting market trends and price movements. By understanding these relationships, traders can leverage linear regression to enhance their decision-making processes and develop more accurate trading strategies.