Unsupervised Learning and Reinforcement Learning for dynamic asset allocation, derivatives pricing and hedging and order book algorithms.
Machine Learning, transactions, fraud detection
Network game theory applied to finance
time series analysis - stochastic calculus - macro models for developing countries
The ability to hedge, and the use of institutional knowledge to commit to such.