Snowflake's Titian Palazzi evaluates the net climate and energy impact of artificial intelligence with Stephen Lacey.
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“So I generally think that we should proceed with the technology innovations that we're seeing. And in fact, we may not really have the full control over not doing so. And that the advances that we will get in emission reduction and energy consumption reduction will far outweigh the increased energy consumption of data centers running”
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More from Titian Palazzi
PredictionNot checkable as stated
Palazzi: LLMs could soon replace traditional time-series forecasting algorithms
“It's quite possible that in the not too distant future, you might actually do forecasting by asking an LLM, can you predict the next few weeks of data? Whereas to date, you would use very different algorithms for that.”
Titian PalazziMar 14, 2024▶ 5:18The achilles heel of AI in the power system: data
Opinion
Palazzi: California IOUs should share smart meter data with Sunrun and SunPower
“In California, the smart meter data that the three big investor on utilities have actually should be shared with a variety of different players. So for example, the distributed energy companies like Sunrun or Sunpower They can really benefit from having smart …”
Titian PalazziMar 14, 2024▶ 19:07The achilles heel of AI in the power system: data
Opinion
Palazzi: Energy companies are shifting from hard-coded models to production AI
“I think that's a big shift that has taken place, that in production by companies that are serving real customers, AI is used much more commonly. So a shift from hard-coded, pre-set-up, fully visible models into more machine learning and AI.”
Titian PalazziMar 14, 2024▶ 3:32The achilles heel of AI in the power system: data
AssertionNot checkable as stated
Palazzi: Limited Grid Visibility Restricts Renewable Energy Additions
“And the reality is that many of them don't really have visibility into their network in a way that allows them to dynamically manage both new resources being added, and then to ensure that the grid operates in a reliable manner. And then as a result, what they…”
Titian PalazziMar 14, 2024▶ 9:53The achilles heel of AI in the power system: data
AssertionNot checkable as stated
Palazzi: Relatively few utilities have live, fully productionized AI use cases
“I think the amount of utilities that have fully productionized use cases for AI live is relatively small.”
Titian PalazziMar 14, 2024▶ 15:42The achilles heel of AI in the power system: data
Insight
Palazzi: Embedding data scientists with utility line workers accelerates AI adoption
“So something specific I've seen work very well is to embed teams of data scientists and software engineers with the lines of business. So to make sure that somebody who is a data scientist is actually sitting with a trader for a week, or sitting with the grid …”
Titian PalazziMar 14, 2024▶ 17:59The achilles heel of AI in the power system: data
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