California wildfires are increasingly intense. Understanding how these wildfires impact everything from air quality to solar irradiance is crucial. In January 2020, California mandated solar panel usage in new construction. Even before 2020, and certainly since, solar panel adoption increased year after year. But at the same time, California experienced...
Time-series forecasting with a deep learning model
Perform probabilistic time series forecast from a deep learning model and perform what-if analysis on the forecast. We shall be doing a probabilistic time-series forecast of the sales for a salad manufacturer and then use atoti for inventory management and find the optimum number of refrigerators to store the salad...
A novel approach to inventory management
In this article, we will explore a method to tackle the issue of optimizing inventory management thanks to quantile based time-series predictions and leveraging atoti — a data visualization platform with an aggregation engine and native multidimensional and what-if analysis support. Inventory management is one of the most critical components...
SA-CCR with python and atoti
Counterparty credit risk analytics and what-if In this post, I will show how you can implement an interactive analytical app for SA-CCR analytics in python using Jupyter Notebook and atoti. You can take this example as a starter, and adapt it to your data model or adjust the calculation logic,...
Rapid collateral modelling and simulation with atoti
You walk into a pawnshop with a precious Patek Philippe watch you inherited from your father that is worth around $80,000. The pawnbroker looks at the watch and makes an offer of $64,000 with a 1.5% interest rate. You take up the offer and the pawnbroker takes over your watch....