Skill · em Dados, IA e pesquisa

aeon

This skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly detection, segmentation, and similarity search. Use when working with temporal data, sequential patterns, or time-indexed observations requiring specialized…

Procedência

Antes de instalar

12 arquivos · 71,7 KB · só texto, nenhum script

Instalar na sua CLI

O comando baixa a versão fixada (commit 57f899e) direto da origem, para a pasta que a CLI lê. Precisa de curl (macOS e Linux); no Windows não há comando, porque o Rook Labs é para macOS.

Claude Code

Neste projeto: instala em .claude/skills/aeon/.

d=".claude/skills/aeon"
u="https://raw.githubusercontent.com/davila7/claude-code-templates/57f899e5394bb8ca166f38eacae8f0853cbfe033/cli-tool/components/skills/scientific/aeon"
curl -fsSL --create-dirs \
  -o "$d/SKILL.md" "$u/SKILL.md" \
  -o "$d/references/anomaly_detection.md" "$u/references/anomaly_detection.md" \
  -o "$d/references/classification.md" "$u/references/classification.md" \
  -o "$d/references/clustering.md" "$u/references/clustering.md" \
  -o "$d/references/datasets_benchmarking.md" "$u/references/datasets_benchmarking.md" \
  -o "$d/references/distances.md" "$u/references/distances.md" \
  -o "$d/references/forecasting.md" "$u/references/forecasting.md" \
  -o "$d/references/networks.md" "$u/references/networks.md" \
  -o "$d/references/regression.md" "$u/references/regression.md" \
  -o "$d/references/segmentation.md" "$u/references/segmentation.md" \
  -o "$d/references/similarity_search.md" "$u/references/similarity_search.md" \
  -o "$d/references/transformations.md" "$u/references/transformations.md" \
  -o "$d/LICENSE" "https://raw.githubusercontent.com/davila7/claude-code-templates/57f899e5394bb8ca166f38eacae8f0853cbfe033/LICENSE"

Global: instala em ~/.claude/skills/aeon/.

d="$HOME/.claude/skills/aeon"
u="https://raw.githubusercontent.com/davila7/claude-code-templates/57f899e5394bb8ca166f38eacae8f0853cbfe033/cli-tool/components/skills/scientific/aeon"
curl -fsSL --create-dirs \
  -o "$d/SKILL.md" "$u/SKILL.md" \
  -o "$d/references/anomaly_detection.md" "$u/references/anomaly_detection.md" \
  -o "$d/references/classification.md" "$u/references/classification.md" \
  -o "$d/references/clustering.md" "$u/references/clustering.md" \
  -o "$d/references/datasets_benchmarking.md" "$u/references/datasets_benchmarking.md" \
  -o "$d/references/distances.md" "$u/references/distances.md" \
  -o "$d/references/forecasting.md" "$u/references/forecasting.md" \
  -o "$d/references/networks.md" "$u/references/networks.md" \
  -o "$d/references/regression.md" "$u/references/regression.md" \
  -o "$d/references/segmentation.md" "$u/references/segmentation.md" \
  -o "$d/references/similarity_search.md" "$u/references/similarity_search.md" \
  -o "$d/references/transformations.md" "$u/references/transformations.md" \
  -o "$d/LICENSE" "https://raw.githubusercontent.com/davila7/claude-code-templates/57f899e5394bb8ca166f38eacae8f0853cbfe033/LICENSE"

Codex

Neste projeto: instala em .agents/skills/aeon/.

d=".agents/skills/aeon"
u="https://raw.githubusercontent.com/davila7/claude-code-templates/57f899e5394bb8ca166f38eacae8f0853cbfe033/cli-tool/components/skills/scientific/aeon"
curl -fsSL --create-dirs \
  -o "$d/SKILL.md" "$u/SKILL.md" \
  -o "$d/references/anomaly_detection.md" "$u/references/anomaly_detection.md" \
  -o "$d/references/classification.md" "$u/references/classification.md" \
  -o "$d/references/clustering.md" "$u/references/clustering.md" \
  -o "$d/references/datasets_benchmarking.md" "$u/references/datasets_benchmarking.md" \
  -o "$d/references/distances.md" "$u/references/distances.md" \
  -o "$d/references/forecasting.md" "$u/references/forecasting.md" \
  -o "$d/references/networks.md" "$u/references/networks.md" \
  -o "$d/references/regression.md" "$u/references/regression.md" \
  -o "$d/references/segmentation.md" "$u/references/segmentation.md" \
  -o "$d/references/similarity_search.md" "$u/references/similarity_search.md" \
  -o "$d/references/transformations.md" "$u/references/transformations.md" \
  -o "$d/LICENSE" "https://raw.githubusercontent.com/davila7/claude-code-templates/57f899e5394bb8ca166f38eacae8f0853cbfe033/LICENSE"

Global: instala em ~/.agents/skills/aeon/.

d="$HOME/.agents/skills/aeon"
u="https://raw.githubusercontent.com/davila7/claude-code-templates/57f899e5394bb8ca166f38eacae8f0853cbfe033/cli-tool/components/skills/scientific/aeon"
curl -fsSL --create-dirs \
  -o "$d/SKILL.md" "$u/SKILL.md" \
  -o "$d/references/anomaly_detection.md" "$u/references/anomaly_detection.md" \
  -o "$d/references/classification.md" "$u/references/classification.md" \
  -o "$d/references/clustering.md" "$u/references/clustering.md" \
  -o "$d/references/datasets_benchmarking.md" "$u/references/datasets_benchmarking.md" \
  -o "$d/references/distances.md" "$u/references/distances.md" \
  -o "$d/references/forecasting.md" "$u/references/forecasting.md" \
  -o "$d/references/networks.md" "$u/references/networks.md" \
  -o "$d/references/regression.md" "$u/references/regression.md" \
  -o "$d/references/segmentation.md" "$u/references/segmentation.md" \
  -o "$d/references/similarity_search.md" "$u/references/similarity_search.md" \
  -o "$d/references/transformations.md" "$u/references/transformations.md" \
  -o "$d/LICENSE" "https://raw.githubusercontent.com/davila7/claude-code-templates/57f899e5394bb8ca166f38eacae8f0853cbfe033/LICENSE"

Antigravity

Neste projeto: instala em .agents/skills/aeon/.

d=".agents/skills/aeon"
u="https://raw.githubusercontent.com/davila7/claude-code-templates/57f899e5394bb8ca166f38eacae8f0853cbfe033/cli-tool/components/skills/scientific/aeon"
curl -fsSL --create-dirs \
  -o "$d/SKILL.md" "$u/SKILL.md" \
  -o "$d/references/anomaly_detection.md" "$u/references/anomaly_detection.md" \
  -o "$d/references/classification.md" "$u/references/classification.md" \
  -o "$d/references/clustering.md" "$u/references/clustering.md" \
  -o "$d/references/datasets_benchmarking.md" "$u/references/datasets_benchmarking.md" \
  -o "$d/references/distances.md" "$u/references/distances.md" \
  -o "$d/references/forecasting.md" "$u/references/forecasting.md" \
  -o "$d/references/networks.md" "$u/references/networks.md" \
  -o "$d/references/regression.md" "$u/references/regression.md" \
  -o "$d/references/segmentation.md" "$u/references/segmentation.md" \
  -o "$d/references/similarity_search.md" "$u/references/similarity_search.md" \
  -o "$d/references/transformations.md" "$u/references/transformations.md" \
  -o "$d/LICENSE" "https://raw.githubusercontent.com/davila7/claude-code-templates/57f899e5394bb8ca166f38eacae8f0853cbfe033/LICENSE"

Global: instala em ~/.gemini/antigravity-cli/skills/aeon/.

d="$HOME/.gemini/antigravity-cli/skills/aeon"
u="https://raw.githubusercontent.com/davila7/claude-code-templates/57f899e5394bb8ca166f38eacae8f0853cbfe033/cli-tool/components/skills/scientific/aeon"
curl -fsSL --create-dirs \
  -o "$d/SKILL.md" "$u/SKILL.md" \
  -o "$d/references/anomaly_detection.md" "$u/references/anomaly_detection.md" \
  -o "$d/references/classification.md" "$u/references/classification.md" \
  -o "$d/references/clustering.md" "$u/references/clustering.md" \
  -o "$d/references/datasets_benchmarking.md" "$u/references/datasets_benchmarking.md" \
  -o "$d/references/distances.md" "$u/references/distances.md" \
  -o "$d/references/forecasting.md" "$u/references/forecasting.md" \
  -o "$d/references/networks.md" "$u/references/networks.md" \
  -o "$d/references/regression.md" "$u/references/regression.md" \
  -o "$d/references/segmentation.md" "$u/references/segmentation.md" \
  -o "$d/references/similarity_search.md" "$u/references/similarity_search.md" \
  -o "$d/references/transformations.md" "$u/references/transformations.md" \
  -o "$d/LICENSE" "https://raw.githubusercontent.com/davila7/claude-code-templates/57f899e5394bb8ca166f38eacae8f0853cbfe033/LICENSE"

Peça ao Rook

Já usa o Rook Labs? Cole no chat do Rook: instale a skill https://rooklabs.sh/marketplace/cct.aeon

Prévia do SKILL.md

---
name: aeon
description: This skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly detection, segmentation, and similarity search. Use when working with temporal data, sequential patterns, or time-indexed observations requiring specialized algorithms bey…
---

# Aeon Time Series Machine Learning

## Overview

Aeon is a scikit-learn compatible Python toolkit for time series machine learning. It provides state-of-the-art algorithms for classification, regression, clustering, forecasting, anomaly detection, segmentation, and similarity search.

## When to Use This Skill

Apply this skill when:
- Classifying or predicting from time series data
- Detecting anomalies or change points in temporal sequences
- Clustering similar time series patterns
- Forecasting future values
- Finding repeated patterns (motifs) or unusual subsequences (discords)
- Comparing time series with specialized distance metrics
- Extracting features from temporal data

## Installation

```bash
uv pip install aeon
```

## Core Capabilities

### 1. Time Series Classification

Categorize time series into predefined classes. See `references/classification.md` for complete algorithm catalog.

**Quick Start:**
```python
from aeon.classification.convolution_based import RocketClassifier
from aeon.datasets import load_classification

# Load data
…

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