diff --git a/docs/Manifest.toml b/docs/Manifest.toml
index 353ebf2..73531f7 100644
--- a/docs/Manifest.toml
+++ b/docs/Manifest.toml
@@ -1,20 +1,25 @@
 # This file is machine-generated - editing it directly is not advised
 
-julia_version = "1.11.5"
+julia_version = "1.12.6"
 manifest_format = "2.0"
-project_hash = "91a8930050a9a2f910f601fc2e1181dc6037b32b"
+project_hash = "bbd73627b29b98aa50109f04e53c87d75659bf3a"
+
+[[deps.ADTypes]]
+git-tree-sha1 = "bbc22a9a08a0ef6460041086d8a7b27940ed4ffd"
+uuid = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
+version = "1.22.0"
+weakdeps = ["ChainRulesCore", "ConstructionBase", "EnzymeCore"]
+
+    [deps.ADTypes.extensions]
+    ADTypesChainRulesCoreExt = "ChainRulesCore"
+    ADTypesConstructionBaseExt = "ConstructionBase"
+    ADTypesEnzymeCoreExt = "EnzymeCore"
 
 [[deps.ANSIColoredPrinters]]
 git-tree-sha1 = "574baf8110975760d391c710b6341da1afa48d8c"
 uuid = "a4c015fc-c6ff-483c-b24f-f7ea428134e9"
 version = "0.0.1"
 
-[[deps.ARFFFiles]]
-deps = ["CategoricalArrays", "Dates", "Parsers", "Tables"]
-git-tree-sha1 = "678eb18590a8bc6674363da4d5faa4ac09c40a18"
-uuid = "da404889-ca92-49ff-9e8b-0aa6b4d38dc8"
-version = "1.5.0"
-
 [[deps.AbstractFFTs]]
 deps = ["LinearAlgebra"]
 git-tree-sha1 = "d92ad398961a3ed262d8bf04a1a2b8340f915fef"
@@ -33,9 +38,9 @@ version = "0.4.5"
 
 [[deps.Accessors]]
 deps = ["CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "MacroTools"]
-git-tree-sha1 = "3b86719127f50670efe356bc11073d84b4ed7a5d"
+git-tree-sha1 = "2eeb2c9bef11013efc6f8f97f32ee59b146b09fb"
 uuid = "7d9f7c33-5ae7-4f3b-8dc6-eff91059b697"
-version = "0.1.42"
+version = "0.1.44"
 
     [deps.Accessors.extensions]
     AxisKeysExt = "AxisKeys"
@@ -56,10 +61,10 @@ version = "0.1.42"
     Unitful = "1986cc42-f94f-5a68-af5c-568840ba703d"
 
 [[deps.Adapt]]
-deps = ["LinearAlgebra", "Requires"]
-git-tree-sha1 = "f7817e2e585aa6d924fd714df1e2a84be7896c60"
+deps = ["LinearAlgebra"]
+git-tree-sha1 = "28e1637322d4019ed2577cbec9268fab9b7da117"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "4.3.0"
+version = "4.6.0"
 weakdeps = ["SparseArrays", "StaticArrays"]
 
     [deps.Adapt.extensions]
@@ -87,9 +92,9 @@ version = "1.11.0"
 
 [[deps.Atomix]]
 deps = ["UnsafeAtomics"]
-git-tree-sha1 = "b5bb4dc6248fde467be2a863eb8452993e74d402"
+git-tree-sha1 = "b8651b2eb5796a386b0398a20b519a6a6150f75c"
 uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
-version = "1.1.1"
+version = "1.1.3"
 
     [deps.Atomix.extensions]
     AtomixCUDAExt = "CUDA"
@@ -110,9 +115,9 @@ version = "0.3.9"
 
 [[deps.BangBang]]
 deps = ["Accessors", "ConstructionBase", "InitialValues", "LinearAlgebra"]
-git-tree-sha1 = "26f41e1df02c330c4fa1e98d4aa2168fdafc9b1f"
+git-tree-sha1 = "cceb62468025be98d42a5dc581b163c20896b040"
 uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
-version = "0.4.4"
+version = "0.4.9"
 
     [deps.BangBang.extensions]
     BangBangChainRulesCoreExt = "ChainRulesCore"
@@ -145,68 +150,66 @@ git-tree-sha1 = "89dc08420d4f593ff30f02611d136b475a5eb43d"
 uuid = "50ba71b6-fa0f-514d-ae9a-0916efc90dcf"
 version = "0.9.10"
 
-[[deps.BitFlags]]
-git-tree-sha1 = "0691e34b3bb8be9307330f88d1a3c3f25466c24d"
-uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35"
-version = "0.1.9"
-
 [[deps.CEnum]]
 git-tree-sha1 = "389ad5c84de1ae7cf0e28e381131c98ea87d54fc"
 uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
 version = "0.5.0"
 
-[[deps.CSV]]
-deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "PrecompileTools", "SentinelArrays", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"]
-git-tree-sha1 = "6c834533dc1fabd820c1db03c839bf97e45a3fab"
-uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
-version = "0.10.14"
-
 [[deps.CategoricalArrays]]
-deps = ["DataAPI", "Future", "Missings", "Printf", "Requires", "Statistics", "Unicode"]
-git-tree-sha1 = "1568b28f91293458345dabba6a5ea3f183250a61"
+deps = ["Compat", "DataAPI", "Future", "Missings", "Printf", "Requires", "Statistics", "Unicode"]
+git-tree-sha1 = "20ff1463035a170b25eba2ef9823bb9ad51635e4"
 uuid = "324d7699-5711-5eae-9e2f-1d82baa6b597"
-version = "0.10.8"
+version = "1.1.1"
 
     [deps.CategoricalArrays.extensions]
+    CategoricalArraysArrowExt = "Arrow"
     CategoricalArraysJSONExt = "JSON"
     CategoricalArraysRecipesBaseExt = "RecipesBase"
     CategoricalArraysSentinelArraysExt = "SentinelArrays"
+    CategoricalArraysStatsBaseExt = "StatsBase"
     CategoricalArraysStructTypesExt = "StructTypes"
 
     [deps.CategoricalArrays.weakdeps]
+    Arrow = "69666777-d1a9-59fb-9406-91d4454c9d45"
     JSON = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
     RecipesBase = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
     SentinelArrays = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
+    StatsBase = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
     StructTypes = "856f2bd8-1eba-4b0a-8007-ebc267875bd4"
 
-[[deps.CategoricalDistributions]]
-deps = ["CategoricalArrays", "Distributions", "Missings", "OrderedCollections", "Random", "ScientificTypes"]
-git-tree-sha1 = "926862f549a82d6c3a7145bc7f1adff2a91a39f0"
-uuid = "af321ab8-2d2e-40a6-b165-3d674595d28e"
-version = "0.1.15"
-
-    [deps.CategoricalDistributions.extensions]
-    UnivariateFiniteDisplayExt = "UnicodePlots"
-
-    [deps.CategoricalDistributions.weakdeps]
-    UnicodePlots = "b8865327-cd53-5732-bb35-84acbb429228"
-
 [[deps.ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "SparseInverseSubset", "Statistics", "StructArrays", "SuiteSparse"]
-git-tree-sha1 = "224f9dc510986549c8139def08e06f78c562514d"
+git-tree-sha1 = "3c190c570fb3108c09f838607386d10c71701789"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.72.5"
+version = "1.73.0"
 
 [[deps.ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra"]
-git-tree-sha1 = "1713c74e00545bfe14605d2a2be1712de8fbcb58"
+git-tree-sha1 = "12177ad6b3cad7fd50c8b3825ce24a99ad61c18f"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.25.1"
+version = "1.26.1"
 weakdeps = ["SparseArrays"]
 
     [deps.ChainRulesCore.extensions]
     ChainRulesCoreSparseArraysExt = "SparseArrays"
 
+[[deps.ChunkCodecCore]]
+git-tree-sha1 = "1a3ad7e16a321667698a19e77362b35a1e94c544"
+uuid = "0b6fb165-00bc-4d37-ab8b-79f91016dbe1"
+version = "1.0.1"
+
+[[deps.ChunkCodecLibZlib]]
+deps = ["ChunkCodecCore", "Zlib_jll"]
+git-tree-sha1 = "cee8104904c53d39eb94fd06cbe60cb5acde7177"
+uuid = "4c0bbee4-addc-4d73-81a0-b6caacae83c8"
+version = "1.0.0"
+
+[[deps.ChunkCodecLibZstd]]
+deps = ["ChunkCodecCore", "Zstd_jll"]
+git-tree-sha1 = "34d9873079e4cb3d0c62926a225136824677073f"
+uuid = "55437552-ac27-4d47-9aa3-63184e8fd398"
+version = "1.0.0"
+
 [[deps.CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
 git-tree-sha1 = "962834c22b66e32aa10f7611c08c8ca4e20749a9"
@@ -215,14 +218,18 @@ version = "0.7.8"
 
 [[deps.ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
-git-tree-sha1 = "b10d0b65641d57b8b4d5e234446582de5047050d"
+git-tree-sha1 = "67e11ee83a43eb71ddc950302c53bf33f0690dfe"
 uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
-version = "0.11.5"
+version = "0.12.1"
+weakdeps = ["StyledStrings"]
+
+    [deps.ColorTypes.extensions]
+    StyledStringsExt = "StyledStrings"
 
 [[deps.Combinatorics]]
-git-tree-sha1 = "8010b6bb3388abe68d95743dcbea77650bb2eddf"
+git-tree-sha1 = "c761b00e7755700f9cdf5b02039939d1359330e1"
 uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
-version = "1.0.3"
+version = "1.1.0"
 
 [[deps.CommonSubexpressions]]
 deps = ["MacroTools"]
@@ -232,9 +239,9 @@ version = "0.3.1"
 
 [[deps.Compat]]
 deps = ["TOML", "UUIDs"]
-git-tree-sha1 = "8ae8d32e09f0dcf42a36b90d4e17f5dd2e4c4215"
+git-tree-sha1 = "9d8a54ce4b17aa5bdce0ea5c34bc5e7c340d16ad"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.16.0"
+version = "4.18.1"
 weakdeps = ["Dates", "LinearAlgebra"]
 
     [deps.Compat.extensions]
@@ -243,7 +250,7 @@ weakdeps = ["Dates", "LinearAlgebra"]
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
-version = "1.1.1+0"
+version = "1.3.0+1"
 
 [[deps.CompositionsBase]]
 git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
@@ -259,12 +266,6 @@ git-tree-sha1 = "52cb3ec90e8a8bea0e62e275ba577ad0f74821f7"
 uuid = "ed09eef8-17a6-5b46-8889-db040fac31e3"
 version = "0.3.2"
 
-[[deps.ConcurrentUtilities]]
-deps = ["Serialization", "Sockets"]
-git-tree-sha1 = "d9d26935a0bcffc87d2613ce14c527c99fc543fd"
-uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
-version = "2.5.0"
-
 [[deps.ConstructionBase]]
 git-tree-sha1 = "b4b092499347b18a015186eae3042f72267106cb"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
@@ -296,17 +297,11 @@ git-tree-sha1 = "abe83f3a2f1b857aac70ef8b269080af17764bbe"
 uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
 version = "1.16.0"
 
-[[deps.DataFrames]]
-deps = ["Compat", "DataAPI", "DataStructures", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrecompileTools", "PrettyTables", "Printf", "REPL", "Random", "Reexport", "SentinelArrays", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"]
-git-tree-sha1 = "04c738083f29f86e62c8afc341f0967d8717bdb8"
-uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
-version = "1.6.1"
-
 [[deps.DataStructures]]
-deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "4e1fe97fdaed23e9dc21d4d664bea76b65fc50a0"
+deps = ["OrderedCollections"]
+git-tree-sha1 = "6fb53a69613a0b2b68a0d12671717d307ab8b24e"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.22"
+version = "0.19.5"
 
 [[deps.DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -337,20 +332,9 @@ version = "1.1.0"
 
 [[deps.DiffRules]]
 deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272"
+git-tree-sha1 = "79a2aca180a85c690c58a020d47b426954b590f8"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.15.1"
-
-[[deps.Distances]]
-deps = ["LinearAlgebra", "Statistics", "StatsAPI"]
-git-tree-sha1 = "c7e3a542b999843086e2f29dac96a618c105be1d"
-uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
-version = "0.10.12"
-weakdeps = ["ChainRulesCore", "SparseArrays"]
-
-    [deps.Distances.extensions]
-    DistancesChainRulesCoreExt = "ChainRulesCore"
-    DistancesSparseArraysExt = "SparseArrays"
+version = "1.16.0"
 
 [[deps.Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
@@ -359,9 +343,9 @@ version = "1.11.0"
 
 [[deps.Distributions]]
 deps = ["AliasTables", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"]
-git-tree-sha1 = "3e6d038b77f22791b8e3472b7c633acea1ecac06"
+git-tree-sha1 = "96f76dcd6cc75cf8eb49109123868499d413f526"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.120"
+version = "0.25.126"
 
     [deps.Distributions.extensions]
     DistributionsChainRulesCoreExt = "ChainRulesCore"
@@ -379,39 +363,37 @@ uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
 version = "0.9.5"
 
 [[deps.Documenter]]
-deps = ["ANSIColoredPrinters", "AbstractTrees", "Base64", "CodecZlib", "Dates", "DocStringExtensions", "Downloads", "Git", "IOCapture", "InteractiveUtils", "JSON", "LibGit2", "Logging", "Markdown", "MarkdownAST", "Pkg", "PrecompileTools", "REPL", "RegistryInstances", "SHA", "TOML", "Test", "Unicode"]
-git-tree-sha1 = "5a1ee886566f2fa9318df1273d8b778b9d42712d"
+deps = ["ANSIColoredPrinters", "AbstractTrees", "Base64", "CodecZlib", "Dates", "DocStringExtensions", "Downloads", "Git", "IOCapture", "InteractiveUtils", "JSON", "Logging", "Markdown", "MarkdownAST", "Pkg", "PrecompileTools", "REPL", "RegistryInstances", "SHA", "TOML", "Test", "Unicode"]
+git-tree-sha1 = "56e9c37b5e7c3b4f080ab1da18d72d5c290e184a"
 uuid = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
-version = "1.7.0"
+version = "1.17.0"
 
 [[deps.DocumenterTools]]
-deps = ["AbstractTrees", "Base64", "DocStringExtensions", "Documenter", "FileWatching", "Gumbo", "LibGit2", "OpenSSH_jll", "Sass"]
-git-tree-sha1 = "7605a88f75625836ce47102b8915041fae231ff5"
+deps = ["AbstractTrees", "Base64", "DocStringExtensions", "Documenter", "FileWatching", "Git", "Gumbo", "LibGit2", "OpenSSH_jll", "Sass"]
+git-tree-sha1 = "253294b1d77e4d3d1d16670b8c7ee9d80524c9cb"
 uuid = "35a29f4d-8980-5a13-9543-d66fff28ecb8"
-version = "0.1.19"
+version = "0.1.21"
 
 [[deps.Downloads]]
 deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
 uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
-version = "1.6.0"
+version = "1.7.0"
 
-[[deps.EarlyStopping]]
-deps = ["Dates", "Statistics"]
-git-tree-sha1 = "98fdf08b707aaf69f524a6cd0a67858cefe0cfb6"
-uuid = "792122b4-ca99-40de-a6bc-6742525f08b6"
-version = "0.3.0"
+[[deps.EnzymeCore]]
+git-tree-sha1 = "c6ee69ee502060982d12dbaaf3d8fcb4e835a0d1"
+uuid = "f151be2c-9106-41f4-ab19-57ee4f262869"
+version = "0.8.20"
+weakdeps = ["Adapt", "ChainRulesCore"]
 
-[[deps.ExceptionUnwrapping]]
-deps = ["Test"]
-git-tree-sha1 = "d36f682e590a83d63d1c7dbd287573764682d12a"
-uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
-version = "0.1.11"
+    [deps.EnzymeCore.extensions]
+    AdaptExt = "Adapt"
+    EnzymeCoreChainRulesCoreExt = "ChainRulesCore"
 
 [[deps.Expat_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "d55dffd9ae73ff72f1c0482454dcf2ec6c6c4a63"
+git-tree-sha1 = "c307cd83373868391f3ac30b41530bc5d5d05d08"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.6.5+0"
+version = "2.8.1+0"
 
 [[deps.FLoops]]
 deps = ["BangBang", "Compat", "FLoopsBase", "InitialValues", "JuliaVariables", "MLStyle", "Serialization", "Setfield", "Transducers"]
@@ -425,32 +407,17 @@ git-tree-sha1 = "656f7a6859be8673bf1f35da5670246b923964f7"
 uuid = "b9860ae5-e623-471e-878b-f6a53c775ea6"
 version = "0.1.1"
 
-[[deps.FeatureSelection]]
-deps = ["MLJModelInterface", "ScientificTypesBase", "Tables"]
-git-tree-sha1 = "d78c565b6296e161193eb0f053bbcb3f1a82091d"
-uuid = "33837fe5-dbff-4c9e-8c2f-c5612fe2b8b6"
-version = "0.2.2"
-
 [[deps.FileIO]]
 deps = ["Pkg", "Requires", "UUIDs"]
-git-tree-sha1 = "b66970a70db13f45b7e57fbda1736e1cf72174ea"
+git-tree-sha1 = "8e9c059d6857607253e837730dbf780b6b151acd"
 uuid = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549"
-version = "1.17.0"
-weakdeps = ["HTTP"]
+version = "1.19.0"
 
     [deps.FileIO.extensions]
     HTTPExt = "HTTP"
 
-[[deps.FilePathsBase]]
-deps = ["Compat", "Dates"]
-git-tree-sha1 = "3bab2c5aa25e7840a4b065805c0cdfc01f3068d2"
-uuid = "48062228-2e41-5def-b9a4-89aafe57970f"
-version = "0.9.24"
-weakdeps = ["Mmap", "Test"]
-
-    [deps.FilePathsBase.extensions]
-    FilePathsBaseMmapExt = "Mmap"
-    FilePathsBaseTestExt = "Test"
+    [deps.FileIO.weakdeps]
+    HTTP = "cd3eb016-35fb-5094-929b-558a96fad6f3"
 
 [[deps.FileWatching]]
 uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
@@ -458,59 +425,64 @@ version = "1.11.0"
 
 [[deps.FillArrays]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "6a70198746448456524cb442b8af316927ff3e1a"
+git-tree-sha1 = "2f979084d1e13948a3352cf64a25df6bd3b4dca3"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.13.0"
-weakdeps = ["PDMats", "SparseArrays", "Statistics"]
+version = "1.16.0"
+weakdeps = ["PDMats", "SparseArrays", "StaticArrays", "Statistics"]
 
     [deps.FillArrays.extensions]
     FillArraysPDMatsExt = "PDMats"
     FillArraysSparseArraysExt = "SparseArrays"
+    FillArraysStaticArraysExt = "StaticArrays"
     FillArraysStatisticsExt = "Statistics"
 
 [[deps.FixedPointNumbers]]
-deps = ["Statistics"]
-git-tree-sha1 = "05882d6995ae5c12bb5f36dd2ed3f61c98cbb172"
+deps = ["Random", "Statistics"]
+git-tree-sha1 = "59af96b98217c6ef4ae0dfe065ac7c20831d1a84"
 uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93"
-version = "0.8.5"
+version = "0.8.6"
 
 [[deps.Flux]]
-deps = ["Adapt", "ChainRulesCore", "Compat", "Functors", "LinearAlgebra", "MLDataDevices", "MLUtils", "MacroTools", "NNlib", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "Setfield", "SparseArrays", "SpecialFunctions", "Statistics", "Zygote"]
-git-tree-sha1 = "df520a0727f843576801a0294f5be1a94be28e23"
+deps = ["ADTypes", "Adapt", "ChainRulesCore", "Compat", "EnzymeCore", "Functors", "GPUArrays", "LinearAlgebra", "MLCore", "MLDataDevices", "MLUtils", "MacroTools", "NNlib", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "Setfield", "SparseArrays", "SpecialFunctions", "Statistics", "Zygote"]
+git-tree-sha1 = "cb318a415a089c337d0c15000d1608cee8434ebf"
 uuid = "587475ba-b771-5e3f-ad9e-33799f191a9c"
-version = "0.14.25"
+version = "0.16.10"
 
     [deps.Flux.extensions]
     FluxAMDGPUExt = "AMDGPU"
     FluxCUDAExt = "CUDA"
     FluxCUDAcuDNNExt = ["CUDA", "cuDNN"]
     FluxEnzymeExt = "Enzyme"
+    FluxFiniteDifferencesExt = "FiniteDifferences"
     FluxMPIExt = "MPI"
     FluxMPINCCLExt = ["CUDA", "MPI", "NCCL"]
+    FluxMooncakeExt = "Mooncake"
 
     [deps.Flux.weakdeps]
     AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e"
     CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
     Enzyme = "7da242da-08ed-463a-9acd-ee780be4f1d9"
+    FiniteDifferences = "26cc04aa-876d-5657-8c51-4c34ba976000"
     MPI = "da04e1cc-30fd-572f-bb4f-1f8673147195"
+    Mooncake = "da2b9cff-9c12-43a0-ae48-6db2b0edb7d6"
     NCCL = "3fe64909-d7a1-4096-9b7d-7a0f12cf0f6b"
     cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"
 
 [[deps.ForwardDiff]]
 deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions"]
-git-tree-sha1 = "910febccb28d493032495b7009dce7d7f7aee554"
+git-tree-sha1 = "52856013604f3442ab8ef776ae576b533a6de301"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "1.0.1"
+version = "1.4.0"
 weakdeps = ["StaticArrays"]
 
     [deps.ForwardDiff.extensions]
     ForwardDiffStaticArraysExt = "StaticArrays"
 
 [[deps.Functors]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "64d8e93700c7a3f28f717d265382d52fac9fa1c1"
+deps = ["Compat", "ConstructionBase", "LinearAlgebra", "Random"]
+git-tree-sha1 = "60a0339f28a233601cb74468032b5c302d5067de"
 uuid = "d9f16b24-f501-4c13-a1f2-28368ffc5196"
-version = "0.4.12"
+version = "0.5.2"
 
 [[deps.Future]]
 deps = ["Random"]
@@ -518,10 +490,14 @@ uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"
 version = "1.11.0"
 
 [[deps.GPUArrays]]
-deps = ["Adapt", "GPUArraysCore", "KernelAbstractions", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "ScopedValues", "Serialization", "Statistics"]
-git-tree-sha1 = "eea7b3a1964b4de269bb380462a9da604be7fcdb"
+deps = ["Adapt", "GPUArraysCore", "KernelAbstractions", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "ScopedValues", "Serialization", "SparseArrays", "Statistics"]
+git-tree-sha1 = "62ad1fd3c217acaf6d39615866e16a529b406aeb"
 uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
-version = "11.2.2"
+version = "11.5.5"
+weakdeps = ["JLD2"]
+
+    [deps.GPUArrays.extensions]
+    JLD2Ext = "JLD2"
 
 [[deps.GPUArraysCore]]
 deps = ["Adapt"]
@@ -530,16 +506,22 @@ uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
 version = "0.2.0"
 
 [[deps.Git]]
-deps = ["Git_jll"]
-git-tree-sha1 = "51764e6c2e84c37055e846c516e9015b4a291c7d"
+deps = ["Git_LFS_jll", "Git_jll", "JLLWrappers", "OpenSSH_jll"]
+git-tree-sha1 = "824a1890086880696fc908fe12a17bcf61738bd8"
 uuid = "d7ba0133-e1db-5d97-8f8c-041e4b3a1eb2"
-version = "1.3.0"
+version = "1.5.0"
+
+[[deps.Git_LFS_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8c66e385d631bb934ff05e76d4a566c640c8df69"
+uuid = "020c3dae-16b3-5ae5-87b3-4cb189e250b2"
+version = "3.7.1+0"
 
 [[deps.Git_jll]]
 deps = ["Artifacts", "Expat_jll", "JLLWrappers", "LibCURL_jll", "Libdl", "Libiconv_jll", "OpenSSL_jll", "PCRE2_jll", "Zlib_jll"]
-git-tree-sha1 = "d8be4aab0f4e043cc40984e9097417307cce4c03"
+git-tree-sha1 = "0dd4cfb426924210c8f42742751cbde74b27bfa3"
 uuid = "f8c6e375-362e-5223-8a59-34ff63f689eb"
-version = "2.36.1+2"
+version = "2.54.0+0"
 
 [[deps.Gumbo]]
 deps = ["AbstractTrees", "Gumbo_jll", "Libdl"]
@@ -553,12 +535,6 @@ git-tree-sha1 = "29070dee9df18d9565276d68a596854b1764aa38"
 uuid = "528830af-5a63-567c-a44a-034ed33b8444"
 version = "0.10.2+0"
 
-[[deps.HTTP]]
-deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "PrecompileTools", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "ed5e9c58612c4e081aecdb6e1a479e18462e041e"
-uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.10.17"
-
 [[deps.HashArrayMappedTries]]
 git-tree-sha1 = "2eaa69a7cab70a52b9687c8bf950a5a93ec895ae"
 uuid = "076d061b-32b6-4027-95e0-9a2c6f6d7e74"
@@ -572,9 +548,9 @@ version = "0.3.28"
 
 [[deps.IOCapture]]
 deps = ["Logging", "Random"]
-git-tree-sha1 = "b6d6bfdd7ce25b0f9b2f6b3dd56b2673a66c8770"
+git-tree-sha1 = "0ee181ec08df7d7c911901ea38baf16f755114dc"
 uuid = "b5f81e59-6552-4d32-b1f0-c071b021bf89"
-version = "0.2.5"
+version = "1.0.0"
 
 [[deps.IRTools]]
 deps = ["InteractiveUtils", "MacroTools"]
@@ -587,19 +563,6 @@ git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3"
 uuid = "22cec73e-a1b8-11e9-2c92-598750a2cf9c"
 version = "0.3.1"
 
-[[deps.InlineStrings]]
-git-tree-sha1 = "8594fac023c5ce1ef78260f24d1ad18b4327b420"
-uuid = "842dd82b-1e85-43dc-bf29-5d0ee9dffc48"
-version = "1.4.4"
-
-    [deps.InlineStrings.extensions]
-    ArrowTypesExt = "ArrowTypes"
-    ParsersExt = "Parsers"
-
-    [deps.InlineStrings.weakdeps]
-    ArrowTypes = "31f734f8-188a-4ce0-8406-c8a06bd891cd"
-    Parsers = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-
 [[deps.InteractiveUtils]]
 deps = ["Markdown"]
 uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
@@ -615,21 +578,10 @@ weakdeps = ["Dates", "Test"]
     InverseFunctionsDatesExt = "Dates"
     InverseFunctionsTestExt = "Test"
 
-[[deps.InvertedIndices]]
-git-tree-sha1 = "6da3c4316095de0f5ee2ebd875df8721e7e0bdbe"
-uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
-version = "1.3.1"
-
 [[deps.IrrationalConstants]]
-git-tree-sha1 = "e2222959fbc6c19554dc15174c81bf7bf3aa691c"
+git-tree-sha1 = "b2d91fe939cae05960e760110b328288867b5758"
 uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
-version = "0.2.4"
-
-[[deps.IterationControl]]
-deps = ["EarlyStopping", "InteractiveUtils"]
-git-tree-sha1 = "e663925ebc3d93c1150a7570d114f9ea2f664726"
-uuid = "b3c1a2ee-3fec-4384-bf48-272ea71de57c"
-version = "0.5.4"
+version = "0.2.6"
 
 [[deps.IteratorInterfaceExtensions]]
 git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856"
@@ -637,10 +589,10 @@ uuid = "82899510-4779-5014-852e-03e436cf321d"
 version = "1.0.0"
 
 [[deps.JLD2]]
-deps = ["FileIO", "MacroTools", "Mmap", "OrderedCollections", "PrecompileTools", "TranscodingStreams"]
-git-tree-sha1 = "8e071648610caa2d3a5351aba03a936a0c37ec61"
+deps = ["ChunkCodecLibZlib", "ChunkCodecLibZstd", "FileIO", "MacroTools", "Mmap", "OrderedCollections", "PrecompileTools", "ScopedValues"]
+git-tree-sha1 = "941f87a0ae1b14d1ac2fa57245425b23a9d7a516"
 uuid = "033835bb-8acc-5ee8-8aae-3f567f8a3819"
-version = "0.5.13"
+version = "0.6.4"
 weakdeps = ["UnPack"]
 
     [deps.JLD2.extensions]
@@ -648,15 +600,26 @@ weakdeps = ["UnPack"]
 
 [[deps.JLLWrappers]]
 deps = ["Artifacts", "Preferences"]
-git-tree-sha1 = "a007feb38b422fbdab534406aeca1b86823cb4d6"
+git-tree-sha1 = "7204148362dafe5fe6a273f855b8ccbe4df8173e"
 uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
-version = "1.7.0"
+version = "1.8.0"
 
 [[deps.JSON]]
-deps = ["Dates", "Mmap", "Parsers", "Unicode"]
-git-tree-sha1 = "31e996f0a15c7b280ba9f76636b3ff9e2ae58c9a"
+deps = ["Dates", "Logging", "Parsers", "PrecompileTools", "StructUtils", "UUIDs", "Unicode"]
+git-tree-sha1 = "c89d196f5ffb64bfbf80985b699ea913b0d2c211"
 uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
-version = "0.21.4"
+version = "1.6.1"
+
+    [deps.JSON.extensions]
+    JSONArrowExt = ["ArrowTypes"]
+
+    [deps.JSON.weakdeps]
+    ArrowTypes = "31f734f8-188a-4ce0-8406-c8a06bd891cd"
+
+[[deps.JuliaSyntaxHighlighting]]
+deps = ["StyledStrings"]
+uuid = "ac6e5ff7-fb65-4e79-a425-ec3bc9c03011"
+version = "1.12.0"
 
 [[deps.JuliaVariables]]
 deps = ["MLStyle", "NameResolution"]
@@ -666,25 +629,21 @@ version = "0.2.4"
 
 [[deps.KernelAbstractions]]
 deps = ["Adapt", "Atomix", "InteractiveUtils", "MacroTools", "PrecompileTools", "Requires", "StaticArrays", "UUIDs"]
-git-tree-sha1 = "602c0e9efadafb8abfe8281c3fbf9cf6f406fc03"
+git-tree-sha1 = "f2e76d3ced51a2a9e185abc0b97494c7273f649f"
 uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.35"
+version = "0.9.41"
+weakdeps = ["EnzymeCore", "LinearAlgebra", "SparseArrays"]
 
     [deps.KernelAbstractions.extensions]
     EnzymeExt = "EnzymeCore"
     LinearAlgebraExt = "LinearAlgebra"
     SparseArraysExt = "SparseArrays"
 
-    [deps.KernelAbstractions.weakdeps]
-    EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869"
-    LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
-    SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
-
 [[deps.LLVM]]
-deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Preferences", "Printf", "Unicode"]
-git-tree-sha1 = "cfedf80c59000507cc8115a0281931253f4a33cd"
+deps = ["CEnum", "LLVMExtra_jll", "Libdl", "PrecompileTools", "Preferences", "Printf", "Unicode"]
+git-tree-sha1 = "0eeef733eebb4bb1464dd9d1d8c8f3ad20a090d1"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "9.4.1"
+version = "9.8.2"
 
     [deps.LLVM.extensions]
     BFloat16sExt = "BFloat16s"
@@ -694,21 +653,15 @@ version = "9.4.1"
 
 [[deps.LLVMExtra_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "2ea068aac1e7f0337d381b0eae3110581e3f3216"
+git-tree-sha1 = "70c96f133c78c3cdc06234157144fab3744c6b38"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.37+2"
+version = "0.0.43+1"
 
 [[deps.LaTeXStrings]]
 git-tree-sha1 = "dda21b8cbd6a6c40d9d02a73230f9d70fed6918c"
 uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
 version = "1.4.0"
 
-[[deps.LatinHypercubeSampling]]
-deps = ["Random", "StableRNGs", "StatsBase", "Test"]
-git-tree-sha1 = "825289d43c753c7f1bf9bed334c253e9913997f8"
-uuid = "a5e1c1ea-c99a-51d3-a14d-a9a37257b02d"
-version = "1.9.0"
-
 [[deps.LazilyInitializedFields]]
 git-tree-sha1 = "0f2da712350b020bc3957f269c9caad516383ee0"
 uuid = "0e77f7df-68c5-4e49-93ce-4cd80f5598bf"
@@ -719,36 +672,30 @@ deps = ["Artifacts", "Pkg"]
 uuid = "4af54fe1-eca0-43a8-85a7-787d91b784e3"
 version = "1.11.0"
 
-[[deps.LearnAPI]]
-deps = ["InteractiveUtils", "Statistics"]
-git-tree-sha1 = "ec695822c1faaaa64cee32d0b21505e1977b4809"
-uuid = "92ad9a40-7767-427a-9ee6-6e577f1266cb"
-version = "0.1.0"
-
 [[deps.LibCURL]]
 deps = ["LibCURL_jll", "MozillaCACerts_jll"]
 uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21"
 version = "0.6.4"
 
 [[deps.LibCURL_jll]]
-deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"]
+deps = ["Artifacts", "LibSSH2_jll", "Libdl", "OpenSSL_jll", "Zlib_jll", "nghttp2_jll"]
 uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"
-version = "8.6.0+0"
+version = "8.15.0+0"
 
 [[deps.LibGit2]]
-deps = ["Base64", "LibGit2_jll", "NetworkOptions", "Printf", "SHA"]
+deps = ["LibGit2_jll", "NetworkOptions", "Printf", "SHA"]
 uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
 version = "1.11.0"
 
 [[deps.LibGit2_jll]]
-deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll"]
+deps = ["Artifacts", "LibSSH2_jll", "Libdl", "OpenSSL_jll"]
 uuid = "e37daf67-58a4-590a-8e99-b0245dd2ffc5"
-version = "1.7.2+0"
+version = "1.9.0+0"
 
 [[deps.LibSSH2_jll]]
-deps = ["Artifacts", "Libdl", "MbedTLS_jll"]
+deps = ["Artifacts", "Libdl", "OpenSSL_jll"]
 uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8"
-version = "1.11.0+1"
+version = "1.11.3+1"
 
 [[deps.Libdl]]
 uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
@@ -763,7 +710,7 @@ version = "1.18.0+0"
 [[deps.LinearAlgebra]]
 deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
 uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
-version = "1.11.0"
+version = "1.12.0"
 
 [[deps.LogExpFunctions]]
 deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"]
@@ -785,12 +732,6 @@ version = "0.3.29"
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
 version = "1.11.0"
 
-[[deps.LoggingExtras]]
-deps = ["Dates", "Logging"]
-git-tree-sha1 = "f02b56007b064fbfddb4c9cd60161b6dd0f40df3"
-uuid = "e6f89c97-d47a-5376-807f-9c37f3926c36"
-version = "1.1.0"
-
 [[deps.MLCore]]
 deps = ["DataAPI", "SimpleTraits", "Tables"]
 git-tree-sha1 = "73907695f35bc7ffd9f11f6c4f2ee8c1302084be"
@@ -798,40 +739,44 @@ uuid = "c2834f40-e789-41da-a90e-33b280584a8c"
 version = "1.0.0"
 
 [[deps.MLDataDevices]]
-deps = ["Adapt", "Compat", "Functors", "Preferences", "Random"]
-git-tree-sha1 = "85b47bc5a8bf0c886286638585df3bec7c9f8269"
+deps = ["Adapt", "Functors", "Preferences", "Random", "SciMLPublic"]
+git-tree-sha1 = "29b00f22be6fd821a214760f0224329f21998a05"
 uuid = "7e8f7934-dd98-4c1a-8fe8-92b47a384d40"
-version = "1.5.3"
+version = "1.17.10"
 
     [deps.MLDataDevices.extensions]
-    MLDataDevicesAMDGPUExt = "AMDGPU"
-    MLDataDevicesCUDAExt = "CUDA"
-    MLDataDevicesChainRulesCoreExt = "ChainRulesCore"
-    MLDataDevicesChainRulesExt = "ChainRules"
-    MLDataDevicesFillArraysExt = "FillArrays"
-    MLDataDevicesGPUArraysExt = "GPUArrays"
-    MLDataDevicesMLUtilsExt = "MLUtils"
-    MLDataDevicesMetalExt = ["GPUArrays", "Metal"]
-    MLDataDevicesOneHotArraysExt = "OneHotArrays"
-    MLDataDevicesReactantExt = "Reactant"
-    MLDataDevicesRecursiveArrayToolsExt = "RecursiveArrayTools"
-    MLDataDevicesReverseDiffExt = "ReverseDiff"
-    MLDataDevicesSparseArraysExt = "SparseArrays"
-    MLDataDevicesTrackerExt = "Tracker"
-    MLDataDevicesZygoteExt = "Zygote"
-    MLDataDevicescuDNNExt = ["CUDA", "cuDNN"]
-    MLDataDevicesoneAPIExt = ["GPUArrays", "oneAPI"]
+    AMDGPUExt = "AMDGPU"
+    CUDAExt = "CUDA"
+    ChainRulesCoreExt = "ChainRulesCore"
+    ChainRulesExt = "ChainRules"
+    ComponentArraysExt = "ComponentArrays"
+    FillArraysExt = "FillArrays"
+    GPUArraysSparseArraysExt = ["GPUArrays", "SparseArrays"]
+    MLUtilsExt = "MLUtils"
+    MetalExt = ["GPUArrays", "Metal"]
+    OneHotArraysExt = "OneHotArrays"
+    OpenCLExt = ["GPUArrays", "OpenCL"]
+    ReactantExt = "Reactant"
+    RecursiveArrayToolsExt = "RecursiveArrayTools"
+    ReverseDiffExt = "ReverseDiff"
+    SparseArraysExt = "SparseArrays"
+    TrackerExt = "Tracker"
+    ZygoteExt = "Zygote"
+    cuDNNExt = ["CUDA", "cuDNN"]
+    oneAPIExt = ["GPUArrays", "oneAPI"]
 
     [deps.MLDataDevices.weakdeps]
     AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e"
     CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
     ChainRules = "082447d4-558c-5d27-93f4-14fc19e9eca2"
     ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
+    ComponentArrays = "b0b7db55-cfe3-40fc-9ded-d10e2dbeff66"
     FillArrays = "1a297f60-69ca-5386-bcde-b61e274b549b"
     GPUArrays = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
     MLUtils = "f1d291b0-491e-4a28-83b9-f70985020b54"
     Metal = "dde4c033-4e86-420c-a63e-0dd931031962"
     OneHotArrays = "0b1bfda6-eb8a-41d2-88d8-f5af5cad476f"
+    OpenCL = "08131aa3-fb12-5dee-8b74-c09406e224a2"
     Reactant = "3c362404-f566-11ee-1572-e11a4b42c853"
     RecursiveArrayTools = "731186ca-8d62-57ce-b412-fbd966d074cd"
     ReverseDiff = "37e2e3b7-166d-5795-8a7a-e32c996b4267"
@@ -841,81 +786,23 @@ version = "1.5.3"
     cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"
     oneAPI = "8f75cd03-7ff8-4ecb-9b8f-daf728133b1b"
 
-[[deps.MLFlowClient]]
-deps = ["Dates", "FilePathsBase", "HTTP", "JSON", "ShowCases", "URIs", "UUIDs"]
-git-tree-sha1 = "9abb12b62debc27261c008daa13627255bf79967"
-uuid = "64a0f543-368b-4a9a-827a-e71edb2a0b83"
-version = "0.5.1"
-
-[[deps.MLJ]]
-deps = ["CategoricalArrays", "ComputationalResources", "Distributed", "Distributions", "FeatureSelection", "LinearAlgebra", "MLJBalancing", "MLJBase", "MLJEnsembles", "MLJFlow", "MLJIteration", "MLJModels", "MLJTuning", "OpenML", "Pkg", "ProgressMeter", "Random", "Reexport", "ScientificTypes", "StatisticalMeasures", "Statistics", "StatsBase", "Tables"]
-git-tree-sha1 = "521eec7a22417d54fdc66f5dc0b7dc9628931c54"
-uuid = "add582a8-e3ab-11e8-2d5e-e98b27df1bc7"
-version = "0.20.7"
-
-[[deps.MLJBalancing]]
-deps = ["MLJBase", "MLJModelInterface", "MLUtils", "OrderedCollections", "Random", "StatsBase"]
-git-tree-sha1 = "f707a01a92d664479522313907c07afa5d81df19"
-uuid = "45f359ea-796d-4f51-95a5-deb1a414c586"
-version = "0.1.5"
-
-[[deps.MLJBase]]
-deps = ["CategoricalArrays", "CategoricalDistributions", "ComputationalResources", "Dates", "DelimitedFiles", "Distributed", "Distributions", "InteractiveUtils", "InvertedIndices", "LearnAPI", "LinearAlgebra", "MLJModelInterface", "Missings", "OrderedCollections", "Parameters", "PrettyTables", "ProgressMeter", "Random", "RecipesBase", "Reexport", "ScientificTypes", "Serialization", "StatisticalMeasuresBase", "StatisticalTraits", "Statistics", "StatsBase", "Tables"]
-git-tree-sha1 = "6f45e12073bc2f2e73ed0473391db38c31e879c9"
-uuid = "a7f614a8-145f-11e9-1d2a-a57a1082229d"
-version = "1.7.0"
-weakdeps = ["StatisticalMeasures"]
-
-    [deps.MLJBase.extensions]
-    DefaultMeasuresExt = "StatisticalMeasures"
-
-[[deps.MLJEnsembles]]
-deps = ["CategoricalArrays", "CategoricalDistributions", "ComputationalResources", "Distributed", "Distributions", "MLJModelInterface", "ProgressMeter", "Random", "ScientificTypesBase", "StatisticalMeasuresBase", "StatsBase"]
-git-tree-sha1 = "84a5be55a364bb6b6dc7780bbd64317ebdd3ad1e"
-uuid = "50ed68f4-41fd-4504-931a-ed422449fee0"
-version = "0.4.3"
-
-[[deps.MLJFlow]]
-deps = ["MLFlowClient", "MLJBase", "MLJModelInterface"]
-git-tree-sha1 = "508bff8071d7d1902d6f1b9d1e868d58821f1cfe"
-uuid = "7b7b8358-b45c-48ea-a8ef-7ca328ad328f"
-version = "0.5.0"
-
 [[deps.MLJFlux]]
 deps = ["CategoricalArrays", "ColorTypes", "ComputationalResources", "Flux", "MLJModelInterface", "Metalhead", "Optimisers", "ProgressMeter", "Random", "Statistics", "Tables"]
-git-tree-sha1 = "cb65604a17525c341222e5379aad3dc6d322e719"
+git-tree-sha1 = "4edaf0e8115d9f4c45e9acc1b139198a1f764a9e"
 uuid = "094fc8d1-fd35-5302-93ea-dabda2abf845"
-version = "0.6.6"
-
-[[deps.MLJIteration]]
-deps = ["IterationControl", "MLJBase", "Random", "Serialization"]
-git-tree-sha1 = "ad16cfd261e28204847f509d1221a581286448ae"
-uuid = "614be32b-d00c-4edb-bd02-1eb411ab5e55"
-version = "0.6.3"
+version = "0.6.7"
 
 [[deps.MLJModelInterface]]
-deps = ["REPL", "Random", "ScientificTypesBase", "StatisticalTraits"]
-git-tree-sha1 = "66626f80d5807921045d539b4f7153b1d47c5f8a"
+deps = ["InteractiveUtils", "REPL", "Random", "ScientificTypesBase", "StatisticalTraits"]
+git-tree-sha1 = "c275fae2e693206b4527dd9d2382aa15359ef3ed"
 uuid = "e80e1ace-859a-464e-9ed9-23947d8ae3ea"
-version = "1.11.1"
-
-[[deps.MLJModels]]
-deps = ["CategoricalArrays", "CategoricalDistributions", "Combinatorics", "Dates", "Distances", "Distributions", "InteractiveUtils", "LinearAlgebra", "MLJModelInterface", "Markdown", "OrderedCollections", "Parameters", "Pkg", "PrettyPrinting", "REPL", "Random", "RelocatableFolders", "ScientificTypes", "StatisticalTraits", "Statistics", "StatsBase", "Tables"]
-git-tree-sha1 = "09381923be5ed34416ed77badbc26e1adf295492"
-uuid = "d491faf4-2d78-11e9-2867-c94bc002c0b7"
-version = "0.17.9"
+version = "1.12.1"
 
 [[deps.MLJTransforms]]
 deps = ["BitBasis", "CategoricalArrays", "Combinatorics", "Dates", "Distributions", "LinearAlgebra", "MLJModelInterface", "OrderedCollections", "Parameters", "ScientificTypes", "ScientificTypesBase", "Statistics", "StatsBase", "TableOperations", "Tables"]
-path = ".."
+git-tree-sha1 = "1fb4c231e752114cf17a98615993674c86c3ac7f"
 uuid = "23777cdb-d90c-4eb0-a694-7c2b83d5c1d6"
-version = "0.1.1"
-
-[[deps.MLJTuning]]
-deps = ["ComputationalResources", "Distributed", "Distributions", "LatinHypercubeSampling", "MLJBase", "ProgressMeter", "Random", "RecipesBase", "StatisticalMeasuresBase"]
-git-tree-sha1 = "38aab60b1274ce7d6da784808e3be69e585dbbf6"
-uuid = "03970b2e-30c4-11ea-3135-d1576263f10f"
-version = "0.8.8"
+version = "0.1.6"
 
 [[deps.MLStyle]]
 git-tree-sha1 = "bc38dff0548128765760c79eb7388a4b37fae2c8"
@@ -934,32 +821,21 @@ uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
 version = "0.5.16"
 
 [[deps.Markdown]]
-deps = ["Base64"]
+deps = ["Base64", "JuliaSyntaxHighlighting", "StyledStrings"]
 uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
 version = "1.11.0"
 
 [[deps.MarkdownAST]]
 deps = ["AbstractTrees", "Markdown"]
-git-tree-sha1 = "465a70f0fc7d443a00dcdc3267a497397b8a3899"
+git-tree-sha1 = "93c718d892e73931841089cdc0e982d6dd9cc87b"
 uuid = "d0879d2d-cac2-40c8-9cee-1863dc0c7391"
-version = "0.1.2"
-
-[[deps.MbedTLS]]
-deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "NetworkOptions", "Random", "Sockets"]
-git-tree-sha1 = "c067a280ddc25f196b5e7df3877c6b226d390aaf"
-uuid = "739be429-bea8-5141-9913-cc70e7f3736d"
-version = "1.1.9"
-
-[[deps.MbedTLS_jll]]
-deps = ["Artifacts", "Libdl"]
-uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
-version = "2.28.6+0"
+version = "0.1.3"
 
 [[deps.Metalhead]]
 deps = ["Artifacts", "BSON", "ChainRulesCore", "Flux", "Functors", "JLD2", "LazyArtifacts", "MLUtils", "NNlib", "PartialFunctions", "Random", "Statistics"]
-git-tree-sha1 = "7d3cdd8acb8ccdf82bb80d07f33f020b0976ddc5"
+git-tree-sha1 = "c022cd34e7bd63374361bbc033cc5d845d94abc5"
 uuid = "dbeba491-748d-5e0e-a39e-b530a07fa0cc"
-version = "0.9.5"
+version = "0.9.6"
 
     [deps.Metalhead.extensions]
     MetalheadCUDAExt = "CUDA"
@@ -985,13 +861,13 @@ version = "1.11.0"
 
 [[deps.MozillaCACerts_jll]]
 uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
-version = "2023.12.12"
+version = "2025.11.4"
 
 [[deps.NNlib]]
 deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Random", "ScopedValues", "Statistics"]
-git-tree-sha1 = "4abc63cdd8dd9dd925d8e879cda280bedc8013ca"
+git-tree-sha1 = "dc68bfe1dbd1d7a319717bd2d5b68f4f772e7005"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.9.30"
+version = "0.9.35"
 
     [deps.NNlib.extensions]
     NNlibAMDGPUExt = "AMDGPU"
@@ -1000,6 +876,7 @@ version = "0.9.30"
     NNlibEnzymeCoreExt = "EnzymeCore"
     NNlibFFTWExt = "FFTW"
     NNlibForwardDiffExt = "ForwardDiff"
+    NNlibMetalExt = "Metal"
     NNlibSpecialFunctionsExt = "SpecialFunctions"
 
     [deps.NNlib.weakdeps]
@@ -1008,6 +885,7 @@ version = "0.9.30"
     EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869"
     FFTW = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
     ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210"
+    Metal = "dde4c033-4e86-420c-a63e-0dd931031962"
     SpecialFunctions = "276daf66-3868-5448-9aa4-cd146d93841b"
     cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"
 
@@ -1025,47 +903,34 @@ version = "0.1.5"
 
 [[deps.NetworkOptions]]
 uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
-version = "1.2.0"
+version = "1.3.0"
 
 [[deps.OneHotArrays]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "GPUArraysCore", "LinearAlgebra", "NNlib"]
-git-tree-sha1 = "bfe8e84c71972f77e775f75e6d8048ad3fdbe8bc"
+git-tree-sha1 = "9510d7008275fc5b33fc72a73f8fddef0b5430c6"
 uuid = "0b1bfda6-eb8a-41d2-88d8-f5af5cad476f"
-version = "0.2.10"
+version = "0.2.11"
 
 [[deps.OpenBLAS_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
 uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
-version = "0.3.27+1"
+version = "0.3.29+0"
 
 [[deps.OpenLibm_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
-version = "0.8.5+0"
-
-[[deps.OpenML]]
-deps = ["ARFFFiles", "HTTP", "JSON", "Markdown", "Pkg", "Scratch"]
-git-tree-sha1 = "63603b2b367107e87dbceda4e33c67aed17e50e0"
-uuid = "8b6db2d4-7670-4922-a472-f9537c81ab66"
-version = "0.3.2"
+version = "0.8.7+0"
 
 [[deps.OpenSSH_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "OpenSSL_jll", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "1b2f042897343a9dfdcc9366e4ecbd3d00780c49"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "OpenSSL_jll", "Zlib_jll"]
+git-tree-sha1 = "57baa4b81a24c2910afbb6d853aa0685e4312bf7"
 uuid = "9bd350c2-7e96-507f-8002-3f2e150b4e1b"
-version = "8.9.0+1"
-
-[[deps.OpenSSL]]
-deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
-git-tree-sha1 = "f1a7e086c677df53e064e0fdd2c9d0b0833e3f6e"
-uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
-version = "1.5.0"
+version = "10.3.1+0"
 
 [[deps.OpenSSL_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "ad31332567b189f508a3ea8957a2640b1147ab00"
+deps = ["Artifacts", "Libdl"]
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.23+1"
+version = "3.5.4+0"
 
 [[deps.OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl"]
@@ -1074,26 +939,40 @@ uuid = "efe28fd5-8261-553b-a9e1-b2916fc3738e"
 version = "0.5.6+0"
 
 [[deps.Optimisers]]
-deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "c9ff5c686240c31eb8570b662dd1f66f4b183116"
+deps = ["ChainRulesCore", "ConstructionBase", "Functors", "LinearAlgebra", "Random", "Statistics"]
+git-tree-sha1 = "36b5d2b9dd06290cd65fcf5bdbc3a551ed133af5"
 uuid = "3bd65402-5787-11e9-1adc-39752487f4e2"
-version = "0.3.4"
+version = "0.4.7"
+
+    [deps.Optimisers.extensions]
+    OptimisersAdaptExt = ["Adapt"]
+    OptimisersEnzymeCoreExt = "EnzymeCore"
+    OptimisersReactantExt = "Reactant"
+
+    [deps.Optimisers.weakdeps]
+    Adapt = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
+    EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869"
+    Reactant = "3c362404-f566-11ee-1572-e11a4b42c853"
 
 [[deps.OrderedCollections]]
-git-tree-sha1 = "05868e21324cede2207c6f0f466b4bfef6d5e7ee"
+git-tree-sha1 = "94ba93778373a53bfd5a0caaf7d809c445292ff4"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.8.1"
+version = "1.8.2"
 
 [[deps.PCRE2_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15"
-version = "10.42.0+1"
+version = "10.44.0+1"
 
 [[deps.PDMats]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "f07c06228a1c670ae4c87d1276b92c7c597fdda0"
+git-tree-sha1 = "e4cff168707d441cd6bf3ff7e4832bdf34278e4a"
 uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
-version = "0.11.35"
+version = "0.11.37"
+weakdeps = ["StatsBase"]
+
+    [deps.PDMats.extensions]
+    StatsBaseExt = "StatsBase"
 
 [[deps.Parameters]]
 deps = ["OrderedCollections", "UnPack"]
@@ -1103,9 +982,9 @@ version = "0.12.3"
 
 [[deps.Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
-git-tree-sha1 = "7d2f8f21da5db6a806faf7b9b292296da42b2810"
+git-tree-sha1 = "468dbe2b510c876dc091b2c74ed52c7c34f48b9b"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.8.3"
+version = "2.8.5"
 
 [[deps.PartialFunctions]]
 deps = ["MacroTools"]
@@ -1116,45 +995,40 @@ version = "1.2.1"
 [[deps.Pkg]]
 deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "Random", "SHA", "TOML", "Tar", "UUIDs", "p7zip_jll"]
 uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
-version = "1.11.0"
+version = "1.12.1"
 weakdeps = ["REPL"]
 
     [deps.Pkg.extensions]
     REPLExt = "REPL"
 
-[[deps.PooledArrays]]
-deps = ["DataAPI", "Future"]
-git-tree-sha1 = "36d8b4b899628fb92c2749eb488d884a926614d3"
-uuid = "2dfb63ee-cc39-5dd5-95bd-886bf059d720"
-version = "1.4.3"
-
 [[deps.PrecompileTools]]
 deps = ["Preferences"]
-git-tree-sha1 = "5aa36f7049a63a1528fe8f7c3f2113413ffd4e1f"
+git-tree-sha1 = "edbeefc7a4889f528644251bdb5fc9ab5348bc2c"
 uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
-version = "1.2.1"
+version = "1.3.4"
 
 [[deps.Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "9306f6085165d270f7e3db02af26a400d580f5c6"
+git-tree-sha1 = "8b770b60760d4451834fe79dd483e318eee709c4"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.4.3"
+version = "1.5.2"
 
 [[deps.PrettyPrint]]
 git-tree-sha1 = "632eb4abab3449ab30c5e1afaa874f0b98b586e4"
 uuid = "8162dcfd-2161-5ef2-ae6c-7681170c5f98"
 version = "0.2.0"
 
-[[deps.PrettyPrinting]]
-git-tree-sha1 = "142ee93724a9c5d04d78df7006670a93ed1b244e"
-uuid = "54e16d92-306c-5ea0-a30b-337be88ac337"
-version = "0.4.2"
-
 [[deps.PrettyTables]]
-deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "Reexport", "StringManipulation", "Tables"]
-git-tree-sha1 = "1101cd475833706e4d0e7b122218257178f48f34"
+deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "REPL", "Reexport", "StringManipulation", "Tables"]
+git-tree-sha1 = "624de6279ab7d94fc9f672f0068107eb6619732c"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "2.4.0"
+version = "3.3.2"
+
+    [deps.PrettyTables.extensions]
+    PrettyTablesTypstryExt = "Typstry"
+
+    [deps.PrettyTables.weakdeps]
+    Typstry = "f0ed7684-a786-439e-b1e3-3b82803b501e"
 
 [[deps.Printf]]
 deps = ["Unicode"]
@@ -1163,26 +1037,26 @@ version = "1.11.0"
 
 [[deps.ProgressLogging]]
 deps = ["Logging", "SHA", "UUIDs"]
-git-tree-sha1 = "80d919dee55b9c50e8d9e2da5eeafff3fe58b539"
+git-tree-sha1 = "f0803bc1171e455a04124affa9c21bba5ac4db32"
 uuid = "33c8b6b6-d38a-422a-b730-caa89a2f386c"
-version = "0.1.4"
+version = "0.1.6"
 
 [[deps.ProgressMeter]]
 deps = ["Distributed", "Printf"]
-git-tree-sha1 = "13c5103482a8ed1536a54c08d0e742ae3dca2d42"
+git-tree-sha1 = "fbb92c6c56b34e1a2c4c36058f68f332bec840e7"
 uuid = "92933f4c-e287-5a05-a399-4b506db050ca"
-version = "1.10.4"
+version = "1.11.0"
 
 [[deps.PtrArrays]]
-git-tree-sha1 = "1d36ef11a9aaf1e8b74dacc6a731dd1de8fd493d"
+git-tree-sha1 = "4fbbafbc6251b883f4d2705356f3641f3652a7fe"
 uuid = "43287f4e-b6f4-7ad1-bb20-aadabca52c3d"
-version = "1.3.0"
+version = "1.4.0"
 
 [[deps.QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "9da16da70037ba9d701192e27befedefb91ec284"
+git-tree-sha1 = "5e8e8b0ab68215d7a2b14b9921a946fee794749e"
 uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.11.2"
+version = "2.11.3"
 
     [deps.QuadGK.extensions]
     QuadGKEnzymeExt = "Enzyme"
@@ -1191,7 +1065,7 @@ version = "2.11.2"
     Enzyme = "7da242da-08ed-463a-9acd-ee780be4f1d9"
 
 [[deps.REPL]]
-deps = ["InteractiveUtils", "Markdown", "Sockets", "StyledStrings", "Unicode"]
+deps = ["InteractiveUtils", "JuliaSyntaxHighlighting", "Markdown", "Sockets", "StyledStrings", "Unicode"]
 uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"
 version = "1.11.0"
 
@@ -1206,12 +1080,6 @@ git-tree-sha1 = "9f0a1b71baaf7650f4fa8a1d168c7fb6ee41f0c9"
 uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9"
 version = "0.1.0"
 
-[[deps.RecipesBase]]
-deps = ["PrecompileTools"]
-git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff"
-uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
-version = "1.3.4"
-
 [[deps.Reexport]]
 git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
 uuid = "189a3867-3050-52da-a836-e630ba90ab69"
@@ -1223,12 +1091,6 @@ git-tree-sha1 = "ffd19052caf598b8653b99404058fce14828be51"
 uuid = "2792f1a3-b283-48e8-9a74-f99dce5104f3"
 version = "0.1.0"
 
-[[deps.RelocatableFolders]]
-deps = ["SHA", "Scratch"]
-git-tree-sha1 = "ffdaf70d81cf6ff22c2b6e733c900c3321cab864"
-uuid = "05181044-ff0b-4ac5-8273-598c1e38db00"
-version = "1.0.1"
-
 [[deps.Requires]]
 deps = ["UUIDs"]
 git-tree-sha1 = "62389eeff14780bfe55195b7204c0d8738436d64"
@@ -1237,9 +1099,9 @@ version = "1.3.1"
 
 [[deps.Rmath]]
 deps = ["Random", "Rmath_jll"]
-git-tree-sha1 = "852bd0f55565a9e973fcfee83a84413270224dc4"
+git-tree-sha1 = "5b3d50eb374cea306873b371d3f8d3915a018f0b"
 uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
-version = "0.8.0"
+version = "0.9.0"
 
 [[deps.Rmath_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
@@ -1257,34 +1119,34 @@ git-tree-sha1 = "aa841c3738cec78b5dbccd56dda332710f35f6a5"
 uuid = "322a6be2-4ae8-5d68-aaf1-3e960788d1d9"
 version = "0.2.0"
 
+[[deps.SciMLPublic]]
+git-tree-sha1 = "0ba076dbdce87ba230fff48ca9bca62e1f345c9b"
+uuid = "431bcebd-1456-4ced-9d72-93c2757fff0b"
+version = "1.0.1"
+
 [[deps.ScientificTypes]]
 deps = ["CategoricalArrays", "ColorTypes", "Dates", "Distributions", "PrettyTables", "Reexport", "ScientificTypesBase", "StatisticalTraits", "Tables"]
-git-tree-sha1 = "4d083ffec53dbd5097a6723b0699b175be2b61fb"
+git-tree-sha1 = "0880c62681190ea89797f5bde9aea74f2056ebcf"
 uuid = "321657f4-b219-11e9-178b-2701a2544e81"
-version = "3.1.0"
+version = "3.3.0"
 
 [[deps.ScientificTypesBase]]
-git-tree-sha1 = "a8e18eb383b5ecf1b5e6fc237eb39255044fd92b"
+deps = ["InteractiveUtils"]
+git-tree-sha1 = "e785eaa35a0f5518a388f9010e66fda64ea95ede"
 uuid = "30f210dd-8aff-4c5f-94ba-8e64358c1161"
-version = "3.0.0"
+version = "3.1.0"
 
 [[deps.ScopedValues]]
 deps = ["HashArrayMappedTries", "Logging"]
-git-tree-sha1 = "1147f140b4c8ddab224c94efa9569fc23d63ab44"
+git-tree-sha1 = "67a144433c4ce877ee6d1ada69a124d6b1ecf7be"
 uuid = "7e506255-f358-4e82-b7e4-beb19740aa63"
-version = "1.3.0"
-
-[[deps.Scratch]]
-deps = ["Dates"]
-git-tree-sha1 = "9b81b8393e50b7d4e6d0a9f14e192294d3b7c109"
-uuid = "6c6a2e73-6563-6170-7368-637461726353"
-version = "1.3.0"
+version = "1.6.2"
 
 [[deps.SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "712fb0231ee6f9120e005ccd56297abbc053e7e0"
+git-tree-sha1 = "084c47c7c5ce5cfecefa0a98dff69eb3646b5a80"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.4.8"
+version = "1.4.10"
 
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -1301,16 +1163,11 @@ git-tree-sha1 = "7f534ad62ab2bd48591bdeac81994ea8c445e4a5"
 uuid = "605ecd9f-84a6-4c9e-81e2-4798472b76a3"
 version = "0.1.0"
 
-[[deps.SimpleBufferStream]]
-git-tree-sha1 = "f305871d2f381d21527c770d4788c06c097c9bc1"
-uuid = "777ac1f9-54b0-4bf8-805c-2214025038e7"
-version = "1.2.0"
-
 [[deps.SimpleTraits]]
 deps = ["InteractiveUtils", "MacroTools"]
-git-tree-sha1 = "5d7e3f4e11935503d3ecaf7186eac40602e7d231"
+git-tree-sha1 = "7ddb0b49c109481b046972c0e4ab02b2127d6a75"
 uuid = "699a6c99-e7fa-54fc-8d76-47d257e15c1d"
-version = "0.9.4"
+version = "0.9.6"
 
 [[deps.Sockets]]
 uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
@@ -1318,14 +1175,14 @@ version = "1.11.0"
 
 [[deps.SortingAlgorithms]]
 deps = ["DataStructures"]
-git-tree-sha1 = "66e0a8e672a0bdfca2c3f5937efb8538b9ddc085"
+git-tree-sha1 = "64d974c2e6fdf07f8155b5b2ca2ffa9069b608d9"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "1.2.1"
+version = "1.2.2"
 
 [[deps.SparseArrays]]
 deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"]
 uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
-version = "1.11.0"
+version = "1.12.0"
 
 [[deps.SparseInverseSubset]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
@@ -1335,9 +1192,9 @@ version = "0.1.2"
 
 [[deps.SpecialFunctions]]
 deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "41852b8679f78c8d8961eeadc8f62cef861a52e3"
+git-tree-sha1 = "6547cbdd8ce32efba0d21c5a40fa96d1a3548f9f"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.5.1"
+version = "2.8.0"
 weakdeps = ["ChainRulesCore"]
 
     [deps.SpecialFunctions.extensions]
@@ -1349,17 +1206,11 @@ git-tree-sha1 = "e08a62abc517eb79667d0a29dc08a3b589516bb5"
 uuid = "171d559e-b47b-412a-8079-5efa626c420e"
 version = "0.1.15"
 
-[[deps.StableRNGs]]
-deps = ["Random"]
-git-tree-sha1 = "95af145932c2ed859b63329952ce8d633719f091"
-uuid = "860ef19b-820b-49d6-a774-d7a799459cd3"
-version = "1.0.3"
-
 [[deps.StaticArrays]]
 deps = ["LinearAlgebra", "PrecompileTools", "Random", "StaticArraysCore"]
-git-tree-sha1 = "0feb6b9031bd5c51f9072393eb5ab3efd31bf9e4"
+git-tree-sha1 = "246a8bb2e6667f832eea063c3a56aef96429a3db"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.9.13"
+version = "1.9.18"
 weakdeps = ["ChainRulesCore", "Statistics"]
 
     [deps.StaticArrays.extensions]
@@ -1367,35 +1218,15 @@ weakdeps = ["ChainRulesCore", "Statistics"]
     StaticArraysStatisticsExt = "Statistics"
 
 [[deps.StaticArraysCore]]
-git-tree-sha1 = "192954ef1208c7019899fbf8049e717f92959682"
+git-tree-sha1 = "6ab403037779dae8c514bad259f32a447262455a"
 uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
-version = "1.4.3"
-
-[[deps.StatisticalMeasures]]
-deps = ["CategoricalArrays", "CategoricalDistributions", "Distributions", "LearnAPI", "LinearAlgebra", "MacroTools", "OrderedCollections", "PrecompileTools", "ScientificTypesBase", "StatisticalMeasuresBase", "Statistics", "StatsBase"]
-git-tree-sha1 = "c1d4318fa41056b839dfbb3ee841f011fa6e8518"
-uuid = "a19d573c-0a75-4610-95b3-7071388c7541"
-version = "0.1.7"
-
-    [deps.StatisticalMeasures.extensions]
-    LossFunctionsExt = "LossFunctions"
-    ScientificTypesExt = "ScientificTypes"
-
-    [deps.StatisticalMeasures.weakdeps]
-    LossFunctions = "30fc2ffe-d236-52d8-8643-a9d8f7c094a7"
-    ScientificTypes = "321657f4-b219-11e9-178b-2701a2544e81"
-
-[[deps.StatisticalMeasuresBase]]
-deps = ["CategoricalArrays", "InteractiveUtils", "MLUtils", "MacroTools", "OrderedCollections", "PrecompileTools", "ScientificTypesBase", "Statistics"]
-git-tree-sha1 = "e4f508cf3b3253f3eb357274fe36fb3332ca9896"
-uuid = "c062fc1d-0d66-479b-b6ac-8b44719de4cc"
-version = "0.1.2"
+version = "1.4.4"
 
 [[deps.StatisticalTraits]]
 deps = ["ScientificTypesBase"]
-git-tree-sha1 = "542d979f6e756f13f862aa00b224f04f9e445f11"
+git-tree-sha1 = "89f86d9376acd18a1a4fbef66a56335a3a7633b8"
 uuid = "64bff920-2084-43da-a3e6-9bb72801c0c9"
-version = "3.4.0"
+version = "3.5.0"
 
 [[deps.Statistics]]
 deps = ["LinearAlgebra"]
@@ -1409,21 +1240,21 @@ weakdeps = ["SparseArrays"]
 
 [[deps.StatsAPI]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "9d72a13a3f4dd3795a195ac5a44d7d6ff5f552ff"
+git-tree-sha1 = "178ed29fd5b2a2cfc3bd31c13375ae925623ff36"
 uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
-version = "1.7.1"
+version = "1.8.0"
 
 [[deps.StatsBase]]
-deps = ["AliasTables", "DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "b81c5035922cc89c2d9523afc6c54be512411466"
+deps = ["AliasTables", "DataAPI", "DataStructures", "IrrationalConstants", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
+git-tree-sha1 = "c6f18e5a52a176a383f6f6c635e0f81feed1d6d4"
 uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
-version = "0.34.5"
+version = "0.34.11"
 
 [[deps.StatsFuns]]
 deps = ["HypergeometricFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
-git-tree-sha1 = "8e45cecc66f3b42633b8ce14d431e8e57a3e242e"
+git-tree-sha1 = "3f4e1d24289cd974e089c617b1472311a2b1feab"
 uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
-version = "1.5.0"
+version = "2.1.0"
 weakdeps = ["ChainRulesCore", "InverseFunctions"]
 
     [deps.StatsFuns.extensions]
@@ -1432,15 +1263,15 @@ weakdeps = ["ChainRulesCore", "InverseFunctions"]
 
 [[deps.StringManipulation]]
 deps = ["PrecompileTools"]
-git-tree-sha1 = "725421ae8e530ec29bcbdddbe91ff8053421d023"
+git-tree-sha1 = "d05693d339e37d6ab134c5ab53c29fce5ee5d7d5"
 uuid = "892a3eda-7b42-436c-8928-eab12a02cf0e"
-version = "0.4.1"
+version = "0.4.4"
 
 [[deps.StructArrays]]
 deps = ["ConstructionBase", "DataAPI", "Tables"]
-git-tree-sha1 = "8ad2e38cbb812e29348719cc63580ec1dfeb9de4"
+git-tree-sha1 = "ad8002667372439f2e3611cfd14097e03fa4bccd"
 uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
-version = "0.7.1"
+version = "0.7.3"
 weakdeps = ["Adapt", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "SparseArrays", "StaticArrays"]
 
     [deps.StructArrays.extensions]
@@ -1450,6 +1281,22 @@ weakdeps = ["Adapt", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Sp
     StructArraysSparseArraysExt = "SparseArrays"
     StructArraysStaticArraysExt = "StaticArrays"
 
+[[deps.StructUtils]]
+deps = ["Dates", "UUIDs"]
+git-tree-sha1 = "82bee338d650aa515f31866c460cb7e3bcef90b8"
+uuid = "ec057cc2-7a8d-4b58-b3b3-92acb9f63b42"
+version = "2.8.2"
+
+    [deps.StructUtils.extensions]
+    StructUtilsMeasurementsExt = ["Measurements"]
+    StructUtilsStaticArraysCoreExt = ["StaticArraysCore"]
+    StructUtilsTablesExt = ["Tables"]
+
+    [deps.StructUtils.weakdeps]
+    Measurements = "eff96d63-e80a-5855-80a2-b1b0885c5ab7"
+    StaticArraysCore = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
+    Tables = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
+
 [[deps.StyledStrings]]
 uuid = "f489334b-da3d-4c2e-b8f0-e476e12c162b"
 version = "1.11.0"
@@ -1461,7 +1308,7 @@ uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 [[deps.SuiteSparse_jll]]
 deps = ["Artifacts", "Libdl", "libblastrampoline_jll"]
 uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c"
-version = "7.7.0+0"
+version = "7.8.3+2"
 
 [[deps.TOML]]
 deps = ["Dates"]
@@ -1502,10 +1349,10 @@ uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
 version = "0.11.3"
 
 [[deps.Transducers]]
-deps = ["Accessors", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "ConstructionBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "SplittablesBase", "Tables"]
-git-tree-sha1 = "7deeab4ff96b85c5f72c824cae53a1398da3d1cb"
+deps = ["Accessors", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "ConstructionBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "SplittablesBase", "Tables"]
+git-tree-sha1 = "4aa1fdf6c1da74661f6f5d3edfd96648321dade9"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.84"
+version = "0.4.85"
 
     [deps.Transducers.extensions]
     TransducersAdaptExt = "Adapt"
@@ -1523,11 +1370,6 @@ version = "0.4.84"
     OnlineStatsBase = "925886fa-5bf2-5e8e-b522-a9147a512338"
     Referenceables = "42d2dcc6-99eb-4e98-b66c-637b7d73030e"
 
-[[deps.URIs]]
-git-tree-sha1 = "24c1c558881564e2217dcf7840a8b2e10caeb0f9"
-uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
-version = "1.6.0"
-
 [[deps.UUIDs]]
 deps = ["Random", "SHA"]
 uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
@@ -1543,42 +1385,39 @@ uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
 version = "1.11.0"
 
 [[deps.UnsafeAtomics]]
-git-tree-sha1 = "b13c4edda90890e5b04ba24e20a310fbe6f249ff"
+git-tree-sha1 = "0f30765c32d66d58e41f4cb5624d4fc8a82ec13b"
 uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f"
-version = "0.3.0"
+version = "0.3.1"
 weakdeps = ["LLVM"]
 
     [deps.UnsafeAtomics.extensions]
     UnsafeAtomicsLLVM = ["LLVM"]
 
-[[deps.WeakRefStrings]]
-deps = ["DataAPI", "InlineStrings", "Parsers"]
-git-tree-sha1 = "b1be2855ed9ed8eac54e5caff2afcdb442d52c23"
-uuid = "ea10d353-3f73-51f8-a26c-33c1cb351aa5"
-version = "1.4.2"
-
-[[deps.WorkerUtilities]]
-git-tree-sha1 = "cd1659ba0d57b71a464a29e64dbc67cfe83d54e7"
-uuid = "76eceee3-57b5-4d4a-8e66-0e911cebbf60"
-version = "1.6.1"
-
 [[deps.Zlib_jll]]
 deps = ["Libdl"]
 uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
-version = "1.2.13+1"
+version = "1.3.1+2"
+
+[[deps.Zstd_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "446b23e73536f84e8037f5dce465e92275f6a308"
+uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
+version = "1.5.7+1"
 
 [[deps.Zygote]]
-deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "PrecompileTools", "Random", "Requires", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"]
-git-tree-sha1 = "8462a20f0fd85b4ef4a1b7310d33e7475d2bb14f"
+deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "PrecompileTools", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"]
+git-tree-sha1 = "a29cbf3968d36022198bcc6f23fdfd70f7caf737"
 uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
-version = "0.6.77"
+version = "0.7.10"
 
     [deps.Zygote.extensions]
+    ZygoteAtomExt = "Atom"
     ZygoteColorsExt = "Colors"
     ZygoteDistancesExt = "Distances"
     ZygoteTrackerExt = "Tracker"
 
     [deps.Zygote.weakdeps]
+    Atom = "c52e3926-4ff0-5f6e-af25-54175e0327b1"
     Colors = "5ae59095-9a9b-59fe-a467-6f913c188581"
     Distances = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
     Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
@@ -1592,7 +1431,7 @@ version = "0.2.7"
 [[deps.libblastrampoline_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
-version = "5.11.0+0"
+version = "5.15.0+0"
 
 [[deps.libsass_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
@@ -1603,9 +1442,9 @@ version = "3.6.6+0"
 [[deps.nghttp2_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
-version = "1.59.0+0"
+version = "1.64.0+1"
 
 [[deps.p7zip_jll]]
-deps = ["Artifacts", "Libdl"]
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
 uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
-version = "17.4.0+2"
+version = "17.7.0+0"
diff --git a/docs/Project.toml b/docs/Project.toml
index 43f6c63..8fb8627 100644
--- a/docs/Project.toml
+++ b/docs/Project.toml
@@ -6,3 +6,4 @@ MLJTransforms = "23777cdb-d90c-4eb0-a694-7c2b83d5c1d6"
 
 [compat]
 MLJFlux = "0.6.6"
+MLJTransforms = "0.1.6"