Читать книгу Artificial Intelligence for Asset Management and Investment - Al Naqvi - Страница 16

Lessons from ALI

Оглавление

The above story of ALI illustrates a few important ideas:

 Having an AI/ML-centric apparatus is critical to working out solutions to some of the most compelling investment problems. In our case, we were able to pick risk signals from a rather rudimentary apparatus.

 Model development is not a single pony show. Many models must be developed to solve a problem. The models form a nexus of interactive capabilities that are interdependent on each other and that reinforce the solution potential.

 These models work collaboratively to solve a problem.

 These models represent different types and levels of intelligence, and various types of intelligence and automation could be essential for broad automation.

As ALI's example shows, machine learning applications in finance are no longer isolated intelligent applications. They form a nexus of intelligence that drives value not just from the insights of a single application but also from the ecosystem of interactive and interdependent applications. This is a seismic change, and it has launched a new era in investment management. That era can be termed as the age of industrial scale enterprise machine learning. It will be helpful to first observe the four eras of intelligent automation.

Artificial Intelligence for Asset Management and Investment

Подняться наверх