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‎.gitignore

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# Generated artifacts of website (with Zola)
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docs/website/public/*
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docs/website/static/rustdocs/

‎CHANGELOG.md

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Version 0.3.1 - 2021-03-11
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========================
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In this release of Linfa the documentation is extended, new examples are added and the functionality of datasets improved. No new algorithms were added.
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The meta-issue [#82](https://github.com/rust-ml/linfa/issues/82) gives a good overview of the necessary documentation improvements and testing/documentation/examples were considerably extended in this release.
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Further new functionality was added to datasets and multi-target datasets are introduced. Bootstrapping is now possible for features and samples and you can cross-validate your model with k-folding. We polished various bits in the kernel machines and simplified the interface there.
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The trait structure of regression metrics are simplified and the silhouette score introduced for easier testing of K-Means and other algorithms.
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Changes
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-----------
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* improve documentation in all algorithms, various commits
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* add a website to the infrastructure (c8acc785b)
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* add k-folding with and without copying (b0af80546f8)
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* add feature naming and pearson's cross correlation (71989627f)
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* improve ergonomics when handling kernels (1a7982b973)
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* improve TikZ generator in `linfa-trees` (9d71f603bbe)
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* introduce multi-target datasets (b231118629)
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* simplify regression metrics and add cluster metrics (d0363a1fa8ef)
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Version 0.3.0 - 2021-01-21
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=========================
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New Algorithms
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-----------
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* Approximated DBSCAN has been added to `linfa-clustering` by [@Sauro98]
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* Gaussian Naive Bayes has been added to `linfa-bayes` by [@VasanthakumarV]
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* Elastic Net linear regression has been added to `linfa-elasticnet` by [@paulkoerbitz] and [@bytesnake]
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Changes
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----------
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* Added benchmark to gaussian mixture models (a3eede55)
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* Fixed bugs in linear decision trees, added generator for TiKZ trees (bfa5aebe7)
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* Implemented serde for all crates behind feature flag (4f0b63bb)
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* Implemented new backend features (7296c9ec4)
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* Introduced `linfa-datasets` for easier testing (3cec12b4f)
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* Rename `Dataset` to `DatasetBase` and introduce `Dataset` and `DatasetView` (21dd579cf)
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* Improve kernel tests and documentation (8e81a6d)
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Version 0.2.0 - 2020-11-26
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==========================
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‎Cargo.toml

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[package]
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name = "linfa"
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version = "0.3.0"
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version = "0.3.1"
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authors = [
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"Luca Palmieri <[email protected]>",
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"Lorenz Schmidt <[email protected]>",
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ndarray-rand = "0.11"
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approx = { version = "0.3", default-features = false, features = ["std"] }
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linfa-datasets = { version = "0.3.0", path = "datasets", features = ["winequality", "iris", "diabetes", "linnerud"] }
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linfa-datasets = { path = "datasets", features = ["winequality", "iris", "diabetes"] }
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[workspace]
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members = [

‎algorithms/linfa-bayes/Cargo.toml

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[package]
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name = "linfa-bayes"
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version = "0.3.0"
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version = "0.3.1"
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authors = ["VasanthakumarV <[email protected]>"]
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description = "Collection of Naive Bayes Algorithms"
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edition = "2018"
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linfa = { version = "0.3.0", path = "../.." }
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linfa = { version = "0.3.1", path = "../.." }
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approx = "0.3"
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linfa-datasets = { version = "0.3.0", path = "../../datasets", features = ["winequality"] }
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linfa-datasets = { version = "0.3.1", path = "../../datasets", features = ["winequality"] }

‎algorithms/linfa-clustering/Cargo.toml

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[package]
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name = "linfa-clustering"
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version = "0.3.0"
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version = "0.3.1"
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edition = "2018"
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authors = [
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linfa = { version = "0.3.0", path = "../.." }
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linfa = { version = "0.3.1", path = "../.." }
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‎algorithms/linfa-elasticnet/Cargo.toml

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name = "linfa-elasticnet"
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version = "0.3.1"
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authors = [
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linfa = { version = "0.3.1", path = "../.." }
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linfa-datasets = { version = "0.3.0", path = "../../datasets", features = ["diabetes"] }
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linfa-datasets = { version = "0.3.1", path = "../../datasets", features = ["diabetes"] }
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‎algorithms/linfa-hierarchical/Cargo.toml

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name = "linfa-hierarchical"
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version = "0.3.0"
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version = "0.3.1"
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authors = ["Lorenz Schmidt <[email protected]>"]
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linfa = { version = "0.3.0", path = "../.." }
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linfa-kernel = { version = "0.3.0", path = "../linfa-kernel" }
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linfa = { version = "0.3.1", path = "../.." }
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linfa-kernel = { version = "0.3.1", path = "../linfa-kernel" }
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linfa-datasets = { version = "0.3.0", path = "../../datasets", features = ["iris"] }
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linfa-datasets = { version = "0.3.1", path = "../../datasets", features = ["iris"] }

‎algorithms/linfa-ica/Cargo.toml

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name = "linfa-ica"
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version = "0.3.1"
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authors = ["VasanthakumarV <[email protected]>"]
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linfa = { version = "0.3.1", path = "../.." }
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‎algorithms/linfa-kernel/Cargo.toml

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version = "0.3.1"
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linfa = { version = "0.3.1", path = "../.." }

‎algorithms/linfa-linear/Cargo.toml

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version = "0.3.1"
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linfa-datasets = { version = "0.3.1", path = "../../datasets", features = ["diabetes"] }
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