With the integration of natural language processing, machine learning and multimodal data, sentiment analysis now provides a more nuanced understanding of customer emotions across various touchpoints.

· Deep Learning Approach: Deep neural networks like CNNs and transformer-based architectures e.g BERT and GPT perform well in sentiment analysis · Machine Learning Approach: Support Vector ...