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Proposals for model vulnerability and security

O'Reilly on Data

Apply fair and private models, white-hat and forensic model debugging, and common sense to protect machine learning models from malicious actors. Like many others, I’ve known for some time that machine learning models themselves could pose security risks. This is like a denial-of-service (DOS) attack on your model itself.

Modeling 278
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7 risk management rules every CIO should follow

CIO Business Intelligence

Rule 1: Start with an acceptable risk appetite level Once a CIO understands their organizations risk appetite, everything else strategy, innovation, technology selection can align smoothly, says Paola Saibene, principal consultant at enterprise advisory firm Resultant. Cybersecurity is now a multi-front war, Selby says.

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CIO metrics are failing digital transformation; it’s time to radically rethink success

CIO Business Intelligence

As digital transformation becomes a critical driver of business success, many organizations still measure CIO performance based on traditional IT values rather than transformative outcomes. This creates a disconnect between the strategic role that CIOs are increasingly expected to play and how their success is measured.

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External Data Supports More Accurate Planning

David Menninger's Analyst Perspectives

ISG Research asserts that by 2027, one-third of enterprises will incorporate comprehensive external measures to enable ML to support AI and predictive analytics and achieve more consistently performative planning models. At the end of the season, the vendor brings in a consultant to advise on pricing for the coming year.

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What is data architecture? A framework to manage data

CIO Business Intelligence

Its an offshoot of enterprise architecture that comprises the models, policies, rules, and standards that govern the collection, storage, arrangement, integration, and use of data in organizations. AI and machine learning models. An organizations data architecture is the purview of data architects. Curate the data. Cloud storage.

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The Quality of Auto-Generated Code

O'Reilly on Data

Kevlin Henney and I were riffing on some ideas about GitHub Copilot , the tool for automatically generating code base on GPT-3’s language model, trained on the body of code that’s in GitHub. The model will certainly need to be re-trained from time to time. Thomas Johnson said, “Perhaps what you measure is what you get.

Testing 363
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Web Analytics Consulting: A Simple Framework For Smarter Decisions

Occam's Razor

and in this post I want to share a really, really simple framework for structuring web analytics consulting contracts. The Web Analytics Consultant Quandary. BB sent this query: If I take on a consulting project then what could be expectations out of me? The Optimal Web Analytics Consulting Framework: DC – DR – DA.