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Importance of Model Calibration: Techniques & Benefits
Learn the importance of model calibration. Discover techniques like Platt scaling & Isotonic regression for aligning predicted scores with true…
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Alan Krumholz
1
Accurately Forecasting Sales Months in Advance with ML
Learn how we utilized AutoML to accurately forecast clothing sales months in advance, resulting in millions of dollars in revenue and fewer leftovers.
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Alan Krumholz
The Next Frontier for AutoML: Learning Custom Embeddings
Learn how custom embeddings can transform machine learning for businesses. Explore the Two Tower model and Graph Neural Networks for creating potent…
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Alan Krumholz
February 2023
Computer Vision: Frictionless Mobile Document Digitization
Discover our solution to streamline the document digitization process. Learn how we utilized GCP AutoML vision and NLP to develop a scalable API for…
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Alan Krumholz
Navigate A/B Testing Pitfalls: Avoid False Positives
Learn how to avoid false positives in A/B testing by carefully selecting key variables and utilizing the appropriate p-value threshold.
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Alan Krumholz
2
January 2023
Optimal Pricing for Revenue Maximization
Learn how our optimal pricing strategy, using a binary classification model and neural network ensemble, helped increase company revenue by millions.
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Alan Krumholz
2
Online Ad Experiment: Comparing Ad Channels
Learn the results of a recent online ad experiment, comparing different ad channels for increasing subscribers to my publication.
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Alan Krumholz
December 2022
Combating Ad Fraud with Advanced Bot Detection Solutions
Learn how our team improved a service to detect bots engaging in online ad fraud, discover our approach and the impact of our solution.
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Alan Krumholz
Analyzing Customer Conversations with NLP
Discover how we leveraged NLP models to analyze thousands of customer service calls, identify common issues, and improve client satisfaction.
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Alan Krumholz
November 2022
AutoML Stops Fraudulent Merchants
Learn how we identified online merchants selling prohibited products and shut them down to protect acquiring banks from fraudulent transactions.
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Alan Krumholz
How AI tools helped me create this data science post
Reveal how AI tools streamlined creating this data science post. Generate original images, write Python code, and overcome writer's block quickly.
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Alan Krumholz
3
October 2022
Efficient Elevator Repairs Using Machine Learning
Discover how our ML system reduced elevator servicing costs and downtime by predicting the most likely failures.
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Alan Krumholz
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