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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

Distributed systems and models : For better or worse, we live in the age of big data. Many organizations are now using distributed data processing and machine learning systems. 2010): 121-148. I’d recommend them for further reading, too. Barreno, Marco, et al. The Security of Machine Learning.” Machine Learning 81.2

Modeling 222
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7 Data Presentation Tips: Think, Focus, Simplify, Calibrate, Visualize++

Occam's Razor

There are three elements to our "big data" efforts, or unhyped normal data efforts: Data Collection, Data Reporting, and Data Analysis. And because all data in aggregate is crap , segmented trends are even better! The big rise in digital consumption vs. 2010 is much more obvious now.