NIAAML-OPTIMIZE(1)

💅 NIAAML-OPTIMIZE 💅

okay bestie, welcome to niaaml-optimize, a User Commands girlie from section 1 of the manual. she's here to do one thing and one thing only: 🔮 optimize a NiaAML pipeline on a given dataset. that's it. that's the whole personality. and she ate, no cap.

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✨ NAME ✨

niaaml-optimize — 🔮 optimizes a NiaAML pipeline on a given dataset

like. she takes your pipeline and she makes it better. main character energy fr fr.

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🦋 SYNOPSIS 🦋

niaaml optimize [OPTIONS] DATA_CSV_FILE

so the vibe is: you call niaaml optimize, you hand her some [OPTIONS], and then you absolutely must hand her a DATA_CSV_FILE. no data, no pipeline, no slay. 🎀

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🌸 OPTIONS 🌸

🍓 POSITIONAL ARGUMENTS

• data_csv_file — the file path, bestie. it's a PATH, its default is None, and it is required. you cannot skip this one. she will simply not run without it. periodt. 💀

🌈 OPTIONAL ARGUMENTS

• --has-header, --no-has-header — do your CSV's first row have column names in it or not? default is has-header (so, yes, assuming headers by default, iconic). ✨
• --ignore-columns — an INTEGER. let her know which columns to just… not look at. we love a selective queen. 🙈
• --classifiers — TEXT. default: AdaBoost, Bagging, MultiLayerPerceptron, RandomForest, ExtremelyRandomizedTrees, LinearSVC. that's the whole squad showing up by default. 💖
• --feature-selection-algorithms — TEXT. default: SelectKBest, SelectPercentile, ParticleSwarmOptimization, VarianceThreshold. picking the best features like she's picking outfits. 👑
• --feature-transform-algorithms — TEXT. default: Normalizer, StandardScaler. glow-up for your features, literally. 🧚
• --categorical-features-encoder — TEXT. default: OneHotEncoder. your categories get encoded, your pipeline gets fed. 💅
• --imputer — TEXT. default: None. filling in the gaps? optional. only if you want it, bestie. 🌸
• --fitness-name — TEXT. default: Accuracy. this is the metric she's out here optimizing for. the vibe check, if you will. ⭐
• --pipeline-population-size — INTEGER. default: 15. how many pipelines are in the outer population. fifteen little pipeline babies. 🎀
• --inner-population-size — INTEGER. default: 15. same energy but for the inner population. fifteen again. symmetrical queen. ✨
• --number-of-pipeline-evaluations — INTEGER. default: 100. how many times the outer thing gets evaluated. one hundred. she's committed. 🔥
• --number-of-inner-evaluations — INTEGER. default: 100. one hundred inner evaluations. she's so committed. 😭
• --optimization-algorithm — TEXT. default: ParticleSwarmAlgorithm. the outer optimization algorithm doing the heavy lifting. 🐝
• --inner-optimization-algorithm — TEXT. default: None. the inner one. also optional. she can fly solo. 💜
• --result-file — TEXT. default: pipeline.ppln. where your freshly optimized pipeline gets saved. pipeline.ppln unless you say otherwise. 🫶
• -h, --help — show a help message and exit. classic. always there for you. 💖

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🔥 SEE ALSO 🔥

• niaaml(1)
• niaaml-infer(1)

go read those too, iykyk. 📚

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and that's the whole page, bestie 💜 this one's from September 2024, and it's the NIAAML-OPTIMIZE(1) page — section 1, user commands, the whole shebang. go optimize something iconic. mwah. 💅✨