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Merge pull request #133 from smartcorelib/release-0.2.1
Release 0.2.1
2 parents 051023e + 7ea620e commit 70df9a8

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‎.circleci/config.yml

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‎.github/dependabot.yml

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version: 2
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updates:
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- package-ecosystem: cargo
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directory: "/"
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schedule:
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interval: daily
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open-pull-requests-limit: 10
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ignore:
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- dependency-name: rand_distr
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versions:
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- 0.4.0

‎.github/workflows/ci.yml

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name: CI
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on:
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push:
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branches: [ main, development ]
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pull_request:
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branches: [ development ]
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jobs:
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tests:
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runs-on: "${{ matrix.platform.os }}-latest"
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strategy:
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matrix:
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platform: [
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{ os: "windows", target: "x86_64-pc-windows-msvc" },
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{ os: "windows", target: "i686-pc-windows-msvc" },
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{ os: "ubuntu", target: "x86_64-unknown-linux-gnu" },
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{ os: "ubuntu", target: "i686-unknown-linux-gnu" },
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{ os: "ubuntu", target: "wasm32-unknown-unknown" },
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{ os: "macos", target: "aarch64-apple-darwin" },
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]
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env:
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TZ: "/usr/share/zoneinfo/your/location"
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steps:
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- uses: actions/checkout@v2
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- name: Cache .cargo and target
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uses: actions/cache@v2
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with:
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path: |
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~/.cargo
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./target
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key: ${{ runner.os }}-cargo-${{ hashFiles('**/Cargo.toml') }}
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restore-keys: ${{ runner.os }}-cargo-${{ hashFiles('**/Cargo.toml') }}
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- name: Install Rust toolchain
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uses: actions-rs/toolchain@v1
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with:
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toolchain: stable
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target: ${{ matrix.platform.target }}
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profile: minimal
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default: true
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- name: Install test runner for wasm
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if: matrix.platform.target == 'wasm32-unknown-unknown'
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run: curl https://rustwasm.github.io/wasm-pack/installer/init.sh -sSf | sh
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- name: Stable Build
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uses: actions-rs/cargo@v1
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with:
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command: build
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args: --all-features --target ${{ matrix.platform.target }}
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- name: Tests
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if: matrix.platform.target == 'x86_64-unknown-linux-gnu' || matrix.platform.target == 'x86_64-pc-windows-msvc' || matrix.platform.target == 'aarch64-apple-darwin'
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uses: actions-rs/cargo@v1
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with:
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command: test
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args: --all-features
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- name: Tests in WASM
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if: matrix.platform.target == 'wasm32-unknown-unknown'
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run: wasm-pack test --node -- --all-features

‎.github/workflows/coverage.yml

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name: Coverage
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on:
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push:
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branches: [ main, development ]
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pull_request:
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branches: [ development ]
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jobs:
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coverage:
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runs-on: ubuntu-latest
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env:
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TZ: "/usr/share/zoneinfo/your/location"
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steps:
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- uses: actions/checkout@v2
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- name: Cache .cargo
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uses: actions/cache@v2
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with:
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path: |
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~/.cargo
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./target
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key: ${{ runner.os }}-coverage-cargo-${{ hashFiles('**/Cargo.toml') }}
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restore-keys: ${{ runner.os }}-coverage-cargo-${{ hashFiles('**/Cargo.toml') }}
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- name: Install Rust toolchain
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uses: actions-rs/toolchain@v1
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with:
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toolchain: nightly
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profile: minimal
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default: true
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- name: Install cargo-tarpaulin
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uses: actions-rs/install@v0.1
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with:
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crate: cargo-tarpaulin
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version: latest
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use-tool-cache: true
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- name: Run cargo-tarpaulin
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uses: actions-rs/cargo@v1
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with:
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command: tarpaulin
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args: --out Lcov --all-features -- --test-threads 1
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- name: Upload to codecov.io
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uses: codecov/codecov-action@v1
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with:
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fail_ci_if_error: true

‎.github/workflows/lint.yml

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name: Lint checks
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on:
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push:
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branches: [ main, development ]
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pull_request:
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branches: [ development ]
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jobs:
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lint:
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runs-on: ubuntu-latest
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env:
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TZ: "/usr/share/zoneinfo/your/location"
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steps:
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- uses: actions/checkout@v2
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- name: Cache .cargo and target
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uses: actions/cache@v2
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with:
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path: |
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~/.cargo
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./target
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key: ${{ runner.os }}-lint-cargo-${{ hashFiles('**/Cargo.toml') }}
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restore-keys: ${{ runner.os }}-lint-cargo-${{ hashFiles('**/Cargo.toml') }}
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- name: Install Rust toolchain
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uses: actions-rs/toolchain@v1
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with:
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toolchain: stable
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profile: minimal
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default: true
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- run: rustup component add rustfmt
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- name: Check formt
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uses: actions-rs/cargo@v1
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with:
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command: fmt
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args: --all -- --check
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- run: rustup component add clippy
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- name: Run clippy
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uses: actions-rs/cargo@v1
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with:
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command: clippy
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args: --all-features -- -Drust-2018-idioms -Dwarnings

‎CHANGELOG.md

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# Changelog
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All notable changes to this project will be documented in this file.
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The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
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and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
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## [Unreleased]
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## Added
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- L2 regularization penalty to the Logistic Regression
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- Getters for the naive bayes structs
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- One hot encoder
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- Make moons data generator
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- Support for WASM.
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## Changed
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- Make serde optional
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## [0.2.0] - 2021-01-03
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### Added
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- DBSCAN
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- Epsilon-SVR, SVC
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- Ridge, Lasso, ElasticNet
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- Bernoulli, Gaussian, Categorical and Multinomial Naive Bayes
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- K-fold Cross Validation
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- Singular value decomposition
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- New api module
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- Integration with Clippy
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- Cholesky decomposition
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### Changed
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- ndarray upgraded to 0.14
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- smartcore::error:FailedError is now non-exhaustive
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- K-Means
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- PCA
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- Random Forest
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- Linear and Logistic Regression
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- KNN
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- Decision Tree
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## [0.1.0] - 2020-09-25
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### Added
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- First release of smartcore.
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- KNN + distance metrics (Euclidian, Minkowski, Manhattan, Hamming, Mahalanobis)
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- Linear Regression (OLS)
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- Logistic Regression
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- Random Forest Classifier
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- Decision Tree Classifier
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- PCA
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- K-Means
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- Integrated with ndarray
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- Abstract linear algebra methods
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- RandomForest Regressor
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- Decision Tree Regressor
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- Serde integration
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- Integrated with nalgebra
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- LU, QR, SVD, EVD
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- Evaluation Metrics

‎Cargo.toml

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name = "smartcore"
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description = "The most advanced machine learning library in rust."
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homepage = "https://smartcorelib.org"
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version = "0.2.0"
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version = "0.2.1"
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authors = ["SmartCore Developers"]
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edition = "2018"
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license = "Apache-2.0"
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datasets = []
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[dependencies]
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ndarray = { version = "0.14", optional = true }
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ndarray = { version = "0.15", optional = true }
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nalgebra = { version = "0.23.0", optional = true }
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num-traits = "0.2.12"
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num = "0.3.0"
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rand = "0.7.3"
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rand_distr = "0.3.0"
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serde = { version = "1.0.115", features = ["derive"] }
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serde_derive = "1.0.115"
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num = "0.4.0"
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rand = "0.8.3"
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rand_distr = "0.4.0"
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serde = { version = "1.0.115", features = ["derive"], optional = true }
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[target.'cfg(target_arch = "wasm32")'.dependencies]
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getrandom = { version = "0.2", features = ["js"] }
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[dev-dependencies]
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criterion = "0.3"
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serde_json = "1.0"
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bincode = "1.3.1"
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[target.'cfg(target_arch = "wasm32")'.dev-dependencies]
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wasm-bindgen-test = "0.3"
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[[bench]]
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name = "distance"
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harness = false

‎smartcore.svg

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‎src/algorithm/neighbour/bbd_tree.rs

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use super::*;
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use crate::linalg::naive::dense_matrix::DenseMatrix;
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#[cfg_attr(target_arch = "wasm32", wasm_bindgen_test::wasm_bindgen_test)]
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#[test]
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fn bbdtree_iris() {
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let data = DenseMatrix::from_2d_array(&[

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