Predictive

Model Predictive Control Basics

Quick In this text we'll: 1. Introduction Model predictive control (MPC) is a preferred feedback control methodology where a finite-horizon optimal control problem (OCP) is iteratively solved with an updated measured state on each iteration. Within the...

From Reactive to Predictive: Forecasting Network Congestion with Machine Learning and INT

Context centers, network slowdowns can appear out of nowhere. A sudden burst of traffic from distributed systems, microservices, or AI training jobs can overwhelm switch buffers in seconds. The issue shouldn't be just knowing...

Unlocking $100M+ in Predictive Maintenance Value Through Edge Infrastructure

Industrial corporations are sitting on a predictive maintenance goldmine value tons of of hundreds of thousands in potential savings, yet most struggle to expand beyond successful pilots. The pattern is distressingly familiar: A team implements...

FormulaFeatures: A Tool to Generate Highly Predictive Features for Interpretable Models

Create more interpretable models through the use of concise, highly predictive features, mechanically engineered based on arithmetic combos of numeric featuresIn this text, we examine a tool called FormulaFeatures. This is meant to be...

XPER: Unveiling the Driving Forces of Predictive Performance

A latest method for decomposing your favorite performance metricsCo-authored with S. Hué, C. Hurlin, and C. Pérignon.Trustability and acceptability of sensitive AI systems largely rely on the capability of the users to grasp the...

Unleashing the Power of Predictive Modeling: Overcoming Challenges in Forecasting Annual Revenue Intro Challenges Approaches Model Strategy Mid — Summary

“Prediction could be very difficult, especially if it’s in regards to the future” — Yogi Berra , NY YankeesIn this text, we'll explore the rationale and execution of constructing a predictive time series model...

Sensitivity in Predictive Modeling: A Guide to Buying Paying Customers with Less Traffic Introduction Understanding Confusion Matrix for Predictive Modeling in Business Talk Python To Me Here is...

Discover a cheap ad campaign strategy by defining and evaluating model sensitivity, with step-by-step guidance and Python implementationOn this post, we’ve seen tips on how to evaluate the performance of a machine-learning model using...

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