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IBM’s enduring commitment to environmental leadership

IBM Big Data Hub

Here is a snapshot of some current results: We continued making progress towards our goal of net-zero operational greenhouse gas (GHG) emissions by 2030, underscored by energy conservation; use of renewable energy; and GHG emissions reduction. As of year-end 2021, 64.2% Also through year-end 2021, we reduced operational GHG emissions by 61.6%

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Proposals for model vulnerability and security

O'Reilly on Data

Model monitoring and management explicitly for security : Serious practitioners understand most models are trained on static snapshots of reality represented by training data and that their prediction accuracy degrades in real time as present realities drift away from the past information captured in the training data. 2010): 121-148.

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