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Today, stream processing platforms facilitate the real-time analysis of data flowing continuously from Internet of Things (IOT) devices, financial transactions, web applications an...
Incomplete conversions, bot traffic, drifted events, consent, and identity: five data problems we see at almost every company, and how teams fix them.
Analytics teams do not get too upset about small errors. If a product dashboard is off by half a percent on a Tuesday, nobody files a ticket. If your marketing funnel counts some w...
Five failure modes that survive constrained decoding, and why your schema validator will never catch them. The post Your JSON Is Valid but Your Data Is Wrong: Five Failure Modes LL...
Businesses invest in powerful AI models, but many overlook the foundation that determines whether those models can deliver reliable…Continue reading on Medium »
Originally published on hexisteme notes. I had an LLM telemetry report with the usual reassuring furniture: medians, interquartile ranges, sample sizes, and bootstrap intervals. T...
Why a perfectly clean dataset can still produce a dangerously misleading machine learning modelContinue reading on Medium »
Your text-to-SQL agent has a failure mode that logs nothing, alerts nothing, and returns a confidently wrong answer. I finally put a number on how often it can happen, and on a sma...
Some of the most damaging outages are the ones your monitoring never flags: a slice...
How vague rubrics, reviewer disagreement, and weak data-quality processes can distort LLM performance resultsContinue reading on Medium »
Trump has touted a recent Census report. WIRED found grave flaws in its analysis and the process behind it, and confirmed the identity of several of its authors—among them a one-ti...
Мы выложили открытый датасет по загруженности парковок, а потом увидели в нём процент занятости со значением −1000. Дальше — расследование, в котором каждая следующая гипотеза оказ...
Robust Estimation Series: Building Accurate Curves with Polynomials and Splines With Spurious Data The post Don’t Let Messy Data Bend Your Curves appeared first on Towards Data Sci...
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