v0.2

.devcontainer/devcontainer.json

@@ -24,7 +24,8 @@
 			"extensions": 
 			[
 				"vscjava.vscode-java-pack",
-				"betterthantomorrow.calva"
+				"betterthantomorrow.calva",
+				"djblue.portal"
 			]
 		}
 	},

CHANGELOG.md

@@ -1,4 +1,7 @@
 unreleased
+
+
+0.2
 * fixes #30 - dummy classifier does not predict by majority #30
 * added dummy regression model
 * improved design-matrix feature . Breaking !  columns need to be refered know by "precise name" (string, symbol, keyword)

build.clj

@@ -13,7 +13,7 @@
 (def lib 'org.scicloj/metamorph.ml)
 ; alternatively, use MAJOR.MINOR.COMMITS:
 ;; (def version (format "6.2.%s" (b/git-count-revs nil)))
-(def version "0.11.1")
+(def version "0.2")
 (def class-dir "target/classes")
 (def basis (b/create-basis {:project "deps.edn"}))
 (def jar-file (format "target/%s-%s.jar" (name lib) version))

src/scicloj/metamorph/ml/regression.clj

@@ -10,9 +10,7 @@
    [fastmath.vector :as v]
 
    [tech.v3.dataset.column-filters :as cf]
-   [tablecloth.column.api :as tcc]
-   [tech.v3.dataset.modelling :as ds-mod]
-   [fastmath.ml.regression :as regression])
+   [tablecloth.column.api :as tcc])
   (:import [org.apache.commons.math3.stat.regression OLSMultipleLinearRegression]
            [fastmath.java Array]))
 
@@ -34,9 +32,6 @@
 
 
 
-
-
-
 (defn- augment-fm-fn [model data]
   (let [residuals (-> model :model-data :residuals)]
     (-> data