machine learning

Optimizing Vector Search: Why You Should Flatten Structured Data 

structured data right into a RAG system, engineers often default to embedding raw JSON right into a vector database. The fact, nonetheless, is that this intuitive approach results in dramatically poor performance. Modern...

I Ditched My Mouse: How I Control My Computer With Hand Gestures (In 60 Lines of Python)

of autonomous vehicles and AI language models, yet the predominant physical interface through which we connect with machines has remained unchanged for 50 years. Astonishingly, we're still using the pc mouse, a tool...

Federated Learning, Part 2: Implementation with the Flower Framework 🌼

within the federated learning series I'm doing, and should you just landed here, I might recommend going through the primary part where we discussed how federated learning works at a high level. For...

From Connections to Meaning: Why Heterogeneous Graph Transformers (HGT) Change Demand Forecasting

forecasting errors are usually not brought on by bad time-series models. They're brought on by ignoring structure. SKUs don't behave independently. They interact through shared plants, product groups, warehouses, and storage locations. A requirement shock...

Why the Sophistication of Your Prompt Correlates Almost Perfectly with the Sophistication of the Response, as Research by Anthropic Found

, the thought has circulated within the AI field that prompt engineering is dead, or not less than obsolete. This, on one side because pure language models have turn out to be more flexible...

A Case for the T-statistic

Introduction undefined, I began eager about the parallels between point-anomaly detection and trend-detection. In relation to points, it’s generally intuitive, and the z-score solves most problems. What took me some time to determine was applying...

Constructing a Self-Healing Data Pipeline That Fixes Its Own Python Errors

AM on a Tuesday (well, technically Wednesday, I suppose), when my phone buzzed with that familiar, dreaded PagerDuty notification. I didn’t even must open my laptop to know that the daily_ingest.py script had failed....

Google Trends is Misleading You: How one can Do Machine Learning with Google Trends Data

. What a present to society that is. If not for google trends, how would we've ever known that more Disney movies released within the 2000s led to fewer divorces within the UK. Or that drinking...

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