Creating business value from data is our passion. We do that through expertise in the following, and more.
Pull your stakeholders together to figure out why you're taking a data sciece approach to your goals. Identify the internal and external data sources available to you. Explore those data sets with rudimentary models to begin to understand the power different approaches may have in meeting your strategic goals.
With one or more candidate models identify, understand and apply available levers to tune the model to the data you have. Data cleansing, feature selection, parameter tuning, and adversarial techniques may be helpful here.
Deploying a model to production involves connecting real-time data sources, real-time user reporting and analytics tools, and optimizing the runtime against the costs and risks specific to the context.