Advance volatility models (Local and Stochastic Vol) for smile/skew and term structure of volatility
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