Machine Learning Times
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You Must Address These 4 Concerns To Deploy Predictive AI
 Originally published in Forbes Most predictive AI projects fail to launch into production. The...
Hybrid AI: Industry Event Signals Emerging Hot Trend
 Originally published in Forbes After decades chairing and keynoting myriad...
Predictive AI Thrives, Despite GenAI Stealing The Spotlight
 Originally published in Forbes Generative AI and predictive AI ought...
For Managing Business Uncertainty, Predictive AI Eclipses GenAI
  Originally published in Forbes The future is the ultimate...
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6 years ago
Sampling For Your Analysis

 So you have a mailing campaign you are about to conduct. Your goal is to secure both increased response rates and sales volume. And a customer targeting methodology is crafted. Nothing elaborate-but response and sales models will be developed. You have results from a previous program, and are prepared to aggregate the data so that it can be mined. We have 974,232 individuals tagged as mailed, and 11,418 flagged as responders. Response models can be developed in the standard way. We may use a sample of mailed households, with associated responders, and a model can be constructed. Similarly,

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