Commit Graph

9 Commits

Author SHA1 Message Date
Lorenzo
52eb6ce023 Merge potential next release v0.4 (#187) Breaking Changes
* First draft of the new n-dimensional arrays + NB use case
* Improves default implementation of multiple Array methods
* Refactors tree methods
* Adds matrix decomposition routines
* Adds matrix decomposition methods to ndarray and nalgebra bindings
* Refactoring + linear regression now uses array2
* Ridge & Linear regression
* LBFGS optimizer & logistic regression
* LBFGS optimizer & logistic regression
* Changes linear methods, metrics and model selection methods to new n-dimensional arrays
* Switches KNN and clustering algorithms to new n-d array layer
* Refactors distance metrics
* Optimizes knn and clustering methods
* Refactors metrics module
* Switches decomposition methods to n-dimensional arrays
* Linalg refactoring - cleanup rng merge (#172)
* Remove legacy DenseMatrix and BaseMatrix implementation. Port the new Number, FloatNumber and Array implementation into module structure.
* Exclude AUC metrics. Needs reimplementation
* Improve developers walkthrough

New traits system in place at `src/numbers` and `src/linalg`
Co-authored-by: Lorenzo <tunedconsulting@gmail.com>

* Provide SupervisedEstimator with a constructor to avoid explicit dynamical box allocation in 'cross_validate' and 'cross_validate_predict' as required by the use of 'dyn' as per Rust 2021
* Implement getters to use as_ref() in src/neighbors
* Implement getters to use as_ref() in src/naive_bayes
* Implement getters to use as_ref() in src/linear
* Add Clone to src/naive_bayes
* Change signature for cross_validate and other model_selection functions to abide to use of dyn in Rust 2021
* Implement ndarray-bindings. Remove FloatNumber from implementations
* Drop nalgebra-bindings support (as decided in conf-call to go for ndarray)
* Remove benches. Benches will have their own repo at smartcore-benches
* Implement SVC
* Implement SVC serialization. Move search parameters in dedicated module
* Implement SVR. Definitely too slow
* Fix compilation issues for wasm (#202)

Co-authored-by: Luis Moreno <morenol@users.noreply.github.com>
* Fix tests (#203)

* Port linalg/traits/stats.rs
* Improve methods naming
* Improve Display for DenseMatrix

Co-authored-by: Montana Low <montanalow@users.noreply.github.com>
Co-authored-by: VolodymyrOrlov <volodymyr.orlov@gmail.com>
2022-10-31 10:44:57 +00:00
Volodymyr Orlov
cceb2f046d feat: lasso documentation 2020-12-13 13:35:14 -08:00
Volodymyr Orlov
78673b597f feat: adds elastic net 2020-12-11 18:55:07 -08:00
Volodymyr Orlov
583284e66f feat: adds LASSO 2020-11-24 19:12:53 -08:00
Volodymyr Orlov
ab7f46603c feat: + ridge regression 2020-11-06 10:48:00 -08:00
Volodymyr Orlov
ecfbaac167 feat: documents ensemble models 2020-09-04 10:04:22 -07:00
Volodymyr Orlov
32081852ad feat: documents linear models 2020-09-02 15:35:16 -07:00
Volodymyr Orlov
a2784d6345 fix: cargo fmt 2020-06-05 17:52:03 -07:00
Volodymyr Orlov
87b6fab795 feat: refactors packages layout 2020-03-13 14:30:45 -07:00