Machine Learning

Ukwakha I-agent yomuntu siqu emahoreni ambalwa

Ukwakha I-agent yomuntu siqu emahoreni ambalwa

ngimangazwe ukuthi abakhi ngabanye bangathumela ngokushesha kanjani ama-prototypes angempela futhi awusizo. Amathuluzi afana ne-Claude Code, i-Google AntiGravity, kanye ne-ecosystem ekhulayo…
Transforming 127 Million Points of Data Industry Report

Transforming 127 Million Points of Data Industry Report

This year, I published an industry report called Remediation at Scale analyzing how application security (AppSec) teams are remediating vulnerabilities…
How to Lie with Statistics with your Robot Best Friend

How to Lie with Statistics with your Robot Best Friend

traditional statistical analysis is often compared to navigating a “Garden of Forking Paths” (Gelman and Loken). It’s a term that…
Why Data Scientists Should Care About Quantum Computing

Why Data Scientists Should Care About Quantum Computing

In the Author Spotlight series, TDS Editors talk to members of our community about their work in data science and…
Explainable AI in Production: A Neuro-Symbolic Model for Real-Time Fraud Detection

Explainable AI in Production: A Neuro-Symbolic Model for Real-Time Fraud Detection

SHAP KernelExplainer takes ~30 ms per prediction (even with a small background) A neuro-symbolic model generates explanations inside the forward…
Ungaba Kanjani Unjiniyela We-AI Ngokushesha (Amakhono, Amaphrojekthi, Umholo)

Ungaba Kanjani Unjiniyela We-AI Ngokushesha (Amakhono, Amaphrojekthi, Umholo)

yindima entsha “eshisayo” endaweni yezobuchwepheshe, futhi abantu abaningi balangazelela ukuthola lo msebenzi. Ngibona okuthunyelwe okuningi ku-inthanethi okusho ukuthi ungaba kanjani…
Self-Healing Neural Networks in PyTorch: Fix Model Drift in Real Time Without Retraining

Self-Healing Neural Networks in PyTorch: Fix Model Drift in Real Time Without Retraining

has been in production two months. Accuracy is 92.9%. Then transaction patterns shift quietly. By the time your dashboard turns…
Using OpenClaw as a Force Multiplier: What One Person Can Ship with Autonomous Agents

Using OpenClaw as a Force Multiplier: What One Person Can Ship with Autonomous Agents

. I ship content across multiple domains and have too many things vying for my attention: a homelab, infrastructure monitoring,…
From NetCDF to Data: A Practical Pipeline for Urban Climate Risk Analysis

From NetCDF to Data: A Practical Pipeline for Urban Climate Risk Analysis

research has shifted to handling large data sets. Large-scale Earth System Models (ESMs) and reanalysis products such as CMIP6 and…
Building a Production-Grade Multi-Node Training Pipeline with PyTorch DDP

Building a Production-Grade Multi-Node Training Pipeline with PyTorch DDP

1. Introduction have a model. You have a single GPU. Training takes 72 hours. You requisition a second machine with…
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