O'Reilly on Data

MARCH 20, 2019

The objective here is to brainstorm on potential security vulnerabilities and defenses in the context of popular, traditional predictive modeling systems, such as linear and tree-based models trained on static data sets. If an attacker can receive many predictions from your model API or other endpoint (website, app, etc.),

Modeling 219

Modeling Machine Learning Predictive Modeling Consulting 219

O'Reilly on Data

DECEMBER 12, 2019

Residual analysis is another well-known family of model debugging techniques. Residuals are a numeric measurement of model errors, essentially the difference between the model’s prediction and the known true outcome. Interpretable ML models and explainable ML. Residual analysis.

Machine Learning 187

Machine Learning Modeling Testing Risk Management 187

Cloudera

SEPTEMBER 7, 2023

But these measures alone may not be sufficient to protect proprietary information. Even when backed by robust security measures, an external AI service is a tempting, outsized target for potential security breaches: each integration point, data transfer, or externally exposed API becomes a target for malicious actors.

Insurance 81

Insurance Risk Data-driven Finance 81

Domino Data Lab

AUGUST 1, 2021

Skater uses different techniques depending on the type of the model (e.g. but it generally relies on measuring the entropy in the change of predictions given a perturbation of a feature. PDPs for the bicycle count prediction model (Molnar, 2009). Creating a PDP for our model is fairly straightforward.

Modeling 139

Modeling Deep Learning Machine Learning Knowledge Discovery 139

Depict Data Studio

SEPTEMBER 17, 2019

You’ll also learn about the finer points of decluttering that I never have time to cover during workshops, like decluttering visuals for scientific journals. . Isaac has over 20 years of performance management, evaluation, and outcome measurement experience. You’ll learn how to read your existing style guide.

Visualization 40

Visualization Consulting Dashboards Reporting 40