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Tao Analyze Gaps Visual Changenet

Performs gap analysis on NVIDIA TAO VCN Classify (Visual Component Net) experiments by invoking the data-services container (`tao_toolkit.data_services` from `versions.yaml`) directly via `docker run … gap_analysis vcn_aoi …` — picks the optimal decision threshold, ranks per-sample weakness, and emits a top-K weakest parquet expanded per-lighting for downstream augmentation. Use when analyzing VCN classification failures, picking SDA augmentation targets, or auditing PASS/NO_PASS boundary cases.

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Overview

What It Does

Tao Analyze Gaps Visual Changenet packages a focused devops & cloud workflow for an AI agent. Performs gap analysis on NVIDIA TAO VCN Classify (Visual Component Net) experiments by invoking the data-services container (`tao_toolkit.data_services` from `versions.yaml`) directly via `docker run … gap_analysis vcn_aoi …` — picks the optimal decision threshold, ranks per-sample weakness, and emits a top-K weakest parquet expanded per-lighting for downstream augmentation. Use when analyzing VCN classification failures, picking SDA augmentation targets, or auditing PASS/NO_PASS boundary cases. It is best suited to users who can review the resulting actions and provide only the accounts, files, or command access needed for the task. It is not a substitute for human approval on destructive, financial, security-sensitive, or public-facing actions.

Task ideas

Popular Use Cases

  • Inspect deployment or infrastructure state
  • Automate a repeatable operations task
  • Troubleshoot configuration and runtime issues
  • Apply documented production practices

Installation

Install this Agent Skill

Claude Code

npx skills add https://github.com/NVIDIA/skills --skill tao-analyze-gaps-visual-changenet

Commands derived from the public GitHub SKILL.md record. Checked 2026-09-02. Review the source before running them.

Before you start

Requirements

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Popularity context

Why It’s Popular

Tao Analyze Gaps Visual Changenet is a verified Agent Skill from NVIDIA with a public SKILL.md, compatible with Claude Code, Codex.

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