1. Capturing complicated relationships
Conventional fashions like linear regression make easy assumptions, whereas deep studying fashions seize complicated non-linear relationships and join dots that people and conventional fashions may miss.
2. Working with unstructured knowledge
Markets are influenced by textual content (information headlines, social media, earnings experiences), speech (convention calls), and even photos. Deep studying fashions are suited to deal with all this messy knowledge, whereas conventional fashions want clear, structured numbers.
3. Studying hierarchies
Deep studying can acknowledge patterns at totally different “ranges”, for instance, understanding the which means of particular person phrases, phrases, and whole sentences in a monetary report, or patterns in value charts at varied time scales.
