Continuation of #149 (#151)

* ongoing update of tutorials

* regenerate new Manifest from Project using julia 1.5

* minor stylistic changes

* instantiate models in A-stacking  before insertion in network

* rm redundant Literate.notebook call

* fix bug due to old @load syntax

Co-authored-by: tlienart <[email protected]>

Author: ablaom

Diff for: Manifest.toml

@@ -1,6 +1,6 @@
 name = "DataScienceTutorials"
 uuid = "b22f6415-6e67-485c-b34d-7995e604d9c9"
-version = "0.4.1"
+version = "0.5.0"
 
 [deps]
 CSV = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
@@ -22,14 +22,22 @@ LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
 LossFunctions = "30fc2ffe-d236-52d8-8643-a9d8f7c094a7"
 MLJ = "add582a8-e3ab-11e8-2d5e-e98b27df1bc7"
 MLJBase = "a7f614a8-145f-11e9-1d2a-a57a1082229d"
+MLJClusteringInterface = "d354fa79-ed1c-40d4-88ef-b8c7bd1568af"
+MLJDecisionTreeInterface = "c6f25543-311c-4c74-83dc-3ea6d1015661"
 MLJFlux = "094fc8d1-fd35-5302-93ea-dabda2abf845"
+MLJGLMInterface = "caf8df21-4939-456d-ac9c-5fefbfb04c0c"
+MLJLIBSVMInterface = "61c7150f-6c77-4bb1-949c-13197eac2a52"
 MLJLinearModels = "6ee0df7b-362f-4a72-a706-9e79364fb692"
 MLJModelInterface = "e80e1ace-859a-464e-9ed9-23947d8ae3ea"
 MLJModels = "d491faf4-2d78-11e9-2867-c94bc002c0b7"
+MLJMultivariateStatsInterface = "1b6a4a23-ba22-4f51-9698-8599985d3728"
 MLJScientificTypes = "2e2323e0-db8b-457b-ae0d-bdfb3bc63afd"
 MLJScikitLearnInterface = "5ae90465-5518-4432-b9d2-8a1def2f0cab"
+MLJXGBoostInterface = "54119dfa-1dab-4055-a167-80440f4f7a91"
 MultivariateStats = "6f286f6a-111f-5878-ab1e-185364afe411"
+NearestNeighborModels = "636a865e-7cf4-491e-846c-de09b730eb36"
 NearestNeighbors = "b8a86587-4115-5ab1-83bc-aa920d37bbce"
+Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
 PrettyPrinting = "54e16d92-306c-5ea0-a30b-337be88ac337"
 PyPlot = "d330b81b-6aea-500a-939a-2ce795aea3ee"
 RDatasets = "ce6b1742-4840-55fa-b093-852dadbb1d8b"
@@ -43,8 +51,8 @@ UrlDownload = "856ac37a-3032-4c1c-9122-f86d88358c8b"
 XGBoost = "009559a3-9522-5dbb-924b-0b6ed2b22bb9"
 
 [compat]
-MLJ = "0.12"
-MLJBase = "0.14"
+MLJ = "0.16"
+MLJBase = "0.17"
 
 [extras]
 Logging = "56ddb016-857b-54e1-b83d-db4d58db5568"