LinkedIn Posts
Latest updates from NeuAlto and Katalyst Street on data, AI, and innovation.
NeuAlto
Why Nobody Can Find Their Own Data
Ask a team what data they have and they'll show you a table. Ask who owns it or if it's sensitive, and things get quiet — that gap is metadata, and it needs to be maintained, not just written once.
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NeuAlto
Anomaly Detection: Finding Signal in the Noise
AI is only as reliable as the data it learns from. From IQR and KNN to Isolation Forest and ARIMA, each technique helps tell risks apart from opportunities in building trustworthy AI.
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NeuAlto
The Silent Break Nobody Notices
A renamed column, a changed field — nothing crashes, no alert fires, and your pipeline keeps running on data it was never built for, until someone spots the damage weeks later.
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NeuAlto
The Cost of Second-Guessing
What happens when teams stop trusting their dashboards? Every decision slows down, and hidden anomalies in data carry a real, unmeasured cost.
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NeuAlto
How Confident Are You in Your Data Quality?
We asked data teams about their confidence — only a handful said "fully confident." The real question: Is the goal to collect more data, or to trust the data you already have?
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NeuAlto
How Isolation Forest Detects Anomalies
From stolen credit cards to machine failures and bot clicks — one algorithm frequently shows up across all these domains: Isolation Forest. Here's why it's a go-to method for anomaly detection.
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NeuAlto
The Power of Interquartile Range (IQR)
While many anomaly detection methods rely on mean and standard deviation, IQR measures the spread of the middle 50% of your data — making it robust against extreme values and ideal for noisy, skewed datasets.
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NeuAlto
Data Monitoring Sounds Simple — Until You Actually Do It
Modern data pipelines run across multiple clouds, tools, and teams, making things messy. DeltaMax bridges the gap by turning raw data into AI-ready pipelines on Google Cloud.
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NeuAlto
Building data culture
Fostering a data-driven culture with better literacy, ownership, and collaboration.
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Katalyststreet
What Is Data Quality?
Bad data in = Bad AI out. When data is incomplete, inconsistent, or outdated, it's more than a technical glitch — it's a business risk. Better Data → Better Decisions → Better Business.
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Katalyststreet
The Cost of Second-Guessing
What happens when teams stop trusting their dashboards? Every decision slows down, and hidden anomalies in data carry a real, unmeasured cost.
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Katalyststreet
Scaling data governance
Practical strategies for data contracts and lineage across distributed teams.
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