CIO Business Intelligence
DECEMBER 19, 2023
In the 2023 State of Data Science and Machine Learning Report , only 18% of respondents said that at least half their machine learning models make it into production. Third, in the CDO Agenda: 2024: Navigating Data and Generative AI Frontiers , 57% of respondents haven’t changed their data environments to support generative AI.
CIO Business Intelligence
MARCH 24, 2023
The Business Application Research Center (BARC) warns that data governance is a highly complex, ongoing program, not a “big bang initiative,” and it runs the risk of participants losing trust and interest over time. Informatica Axon Informatica Axon is a collection hub and data marketplace for supporting programs.
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CIO Business Intelligence
MAY 15, 2024
They might come out of data science teams, or skunkworks. This should fall under the responsibility of a company’s risk management team, she says, and the person who makes sure that developers, and the business as a whole, understands there’s a process is the CIO. It’s almost a way to mitigate risk.”
O'Reilly on Data
DECEMBER 12, 2019
In addition to newer innovations, the practice borrows from model risk management, traditional model diagnostics, and software testing. There are at least four major ways for data scientists to find bugs in ML models: sensitivity analysis, residual analysis, benchmark models, and ML security audits. Sensitivity analysis.
CIO Business Intelligence
APRIL 28, 2022
Its success is one of many instances illustrating how the financial services industry is quickly recognizing the benefits of data analytics and what it can offer, especially in terms of risk management automation, customized experiences, and personalization. .
IBM Big Data Hub
AUGUST 15, 2022
Model risk management. Again, data quality should be tracked by comparing the production data distribution to the data used to train the model. Often variables are correlated and bias can sneak in through one of the correlated fields, living as a proxy replacement in the model.
CIO Business Intelligence
APRIL 29, 2022
The strategy should put formalized processes in place to quantify the value of different types of information, leveraging the skills of a chief data officer (CDO), who should form and chair a data governance committee. Data Security: Achieving authentication, access control, and encryption without negatively impacting productivity.
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