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Anomaly Detection Belongs in Your Database — built SIMD-accelerated isolation fo

BACKGROUND
2 SIGNALSFIRST DETECTED 5 May 2026
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9 Apr
Built an automated quality scoring system for AI training datasets — here's how it works and what we learned

<!-- SC_OFF --><div class="md"><p>Disclosure: I built LabelSets (labelsets.ai). Sharing the technical approach behind how we score dataset quality.</p> <p>THE PROBLEM</p> <p>Most

OPINION · HOW · ArtificialInteligenceOPEN STORY
23 Apr
Isolation Forest + eBPF events to create a Linux based endpoint detection system [P]

<!-- SC_OFF --><div class="md"><p><a href="https://www.reddit.com/r/MachineLearning/?f=flair_name%3A%22Project%22"></a>Hey everyone. I’ve been working on a machine learning

OPINION · HOW · MachineLearningOPEN STORY
30 Sept
Isolation Forest performs best with 1.0 as max_samples [R]

<!-- SC_OFF --><div class="md"><p>I am currently using the dataset CICIDS2017 to train an Isolation Forest model for anomaly detection, I am currently using a split that consists

OPINION · HOW · MachineLearningOPEN STORY
23 Mar
[R] Is this paper Nonsense ? [DCdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection]

<!-- SC_OFF --><div class="md"><p>what the title says. this is a pretty big paper in the deep learning anomaly detection space, accepted at the International Conference on

OPINION · WHO · MachineLearningOPEN STORY
27 Aug
py-evoFE: Automated Evolutionary Feature Engineering for Tabular ML in Python (Genetic Algorithms + Scikit-Learn + Polars) [P]

<!-- SC_OFF --><div class="md"><p>Hey everyone!</p> <p>I’m excited to announce the release of <strong><code>py-evoFE</code></strong> (v0.3.0) — an open-source Python library that

OPINION · WHAT · MachineLearningOPEN STORY
20 Aug
Model Behaviour Change Detection for LLM black-box like outputs : Advice needed

<!-- SC_OFF --><div class="md"><p>Just a Student trying to build some projects and this one caught my attention.</p> <p>An automated system for detecting statistically significant

OPINION · WHAT · ArtificialInteligenceOPEN STORY
24 Mar
Built an open-source LLM router for consumer GPUs — routes queries to domain specialists (code/math/medical/legal) using a 1.5B router model [GitHub]

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1s2e0d5/built_an_opensource_llm_router_for_consumer_gpus/"> <img alt="Built an open-source LLM router for

OPINION · HOW · LocalLLaMAOPEN STORY
19 Aug
Pandas API for DuckDB, PostgreSQL & ClickHouse — keeping computation inside the database[P]

<!-- SC_OFF --><div class="md"><p>I've been building memFrame — an open-source dataframe API that compiles operations to SQL.</p> <p>The idea:</p> <p>**Python/DataFrame API → SQL

OPINION · WHAT · MachineLearningOPEN STORY
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