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Why You Should Care About Data Drift

Dataiku

Data drift is more important than ever. The COVID-19 health crisis has brutally reminded us that, to paraphrase French chemist Antoine Lavoisier: nothing is lost, nothing is created, everything is transformed. In a context marked by multiple and repetitive lockdowns around the world, online commerce has exploded faster than expected.

Data 59
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LLMs Demand Observability-Driven Development

Honeycomb

It’s important to understand this, and why. Some of these things are related to cost/benefit tradeoffs, but most are about weak telemetry, instrumentation, and tooling. It is mathematically impossible; all you can do is guess. So with software, if you ask the exact same question, you will always get the exact same answer.

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Alerts Are Fundamentally Messy

Honeycomb

The hope is that we can get our alerts to the stage where they will page us when they should, and they won’t when they shouldn’t. This post will expand on this messiness and why Honeycomb favors an iterative approach to setting our alerts. Therefore, we fully trust our alerts. 201 2 This is unavoidable.

Analysis 115
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Introducing Continuous AI

DataRobot

Why do I think this? Machine learning models trained on 2019 data didn’t know what to do. Imagine trying to forecast the demand for Clorox wipes back in January 2020 when all you have to go on is quantity sold in the last month or in the same period last year. You would need a team of thousands. Good luck with that.

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State drift

Erik Bernhardsson

I generally haven’t written much about software architecture. But here is something I thought about: how to build in self-correction into systems. I’m going to refer to it as state drift lacking a better term for it. What is state drift? State drift is when there’s two components that synchronize state.

Lambda 100
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State drift

Erik Bernhardsson

I generally haven’t written much about software architecture. But here is something I thought about: how to build in self-correction into systems. I’m going to refer to it as state drift lacking a better term for it. What is state drift? State drift is when there’s two components that synchronize state.

Lambda 100
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Using Parcers in Practice

Xebia

But how do you share the grammar of the language? And, more importantly, how do you test that all the users of the grammar can ingest the same set of programs? Deciding for your own language Before diving into the technical details, it is useful to understand why we wanted to develop our own language in the first place.

Testing 130