Ai For Alpha is a solution based on the latest artificial intelligence techniques to help investment professionals in their management decisions. From our previous experiences in finance, we realised that information flows faster and faster and is sometimes contradictory. It is impossible as a human to analyse all these different signals at the same time to anticipate their impact on the markets. Our vision is that today, in an increasingly complex world, the asset manager needs the machine to outperform his process. This is augmented intelligence. In our view, the machine will not replace the manager, it is a decision-support tool.
We have developed a Deep Learning solution to help managers analyse the impact of a considerable quantity of market data (economic and financial data, changes in prices in commodities, currencies, volatility, credit spreads, etc.). Depending on market conditions, the model helps the manager to anticipate regime changes and adapt to the market environment to determine the best investment timing. The significant advantage of our solution is that the manager can see which market information explains the regime expectations at any time. Unlike other AI models that are often black boxes, the manager here understands the model's decisions and has a better understanding of the market's drivers.
The objective of our proposed work is to scale our solution and offer an online platform to help asset managers and financial professionals understand key drivers of financial markets and build resilient asset allocations.