Machine Learning Times
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For Managing Business Uncertainty, Predictive AI Eclipses GenAI
  Originally published in Forbes The future is the ultimate...
AI Business Value Is Not an Oxymoron: How Predictive AI Delivers Real ROI for Enterprises
  Originally published in AI Realized Now “Shouldn’t a great...
How To Un-Botch Predictive AI: Business Metrics
  Originally published in Forbes Predictive AI offers tremendous potential...
2 More Ways To Hybridize Predictive AI And Generative AI
  Originally published in Forbes Predictive AI and generative AI...
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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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