diff --git a/Manifest.toml b/Manifest.toml
index ebe111ccf005ad23530b9ccfd8b06694c9136bed..fea68c34e08a641a939e842391d36fc86d36d563 100644
--- a/Manifest.toml
+++ b/Manifest.toml
@@ -2,7 +2,7 @@
 
 julia_version = "1.8.5"
 manifest_format = "2.0"
-project_hash = "932009a0a4d8e913f882578b8740427ca967bce1"
+project_hash = "3488ba7b86c20f2db302dbcbc95e3f6227acdebb"
 
 [[deps.AbstractFFTs]]
 deps = ["ChainRulesCore", "LinearAlgebra"]
@@ -60,9 +60,9 @@ uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
 
 [[deps.BFloat16s]]
 deps = ["LinearAlgebra", "Printf", "Random", "Test"]
-git-tree-sha1 = "dbf84058d0a8cbbadee18d25cf606934b22d7c66"
+git-tree-sha1 = "a598ecb0d717092b5539dbbe890c98bac842b072"
 uuid = "ab4f0b2a-ad5b-11e8-123f-65d77653426b"
-version = "0.4.2"
+version = "0.2.0"
 
 [[deps.BangBang]]
 deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"]
@@ -112,34 +112,10 @@ uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
 version = "0.10.9"
 
 [[deps.CUDA]]
-deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CUDA_Driver_jll", "CUDA_Runtime_Discovery", "CUDA_Runtime_jll", "CompilerSupportLibraries_jll", "ExprTools", "GPUArrays", "GPUCompiler", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Preferences", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions"]
-git-tree-sha1 = "edff14c60784c8f7191a62a23b15a421185bc8a8"
+deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CompilerSupportLibraries_jll", "ExprTools", "GPUArrays", "GPUCompiler", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions", "TimerOutputs"]
+git-tree-sha1 = "6717cb9a3425ebb7b31ca4f832823615d175f64a"
 uuid = "052768ef-5323-5732-b1bb-66c8b64840ba"
-version = "4.0.1"
-
-[[deps.CUDA_Driver_jll]]
-deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "75d7896d1ec079ef10d3aee8f3668c11354c03a1"
-uuid = "4ee394cb-3365-5eb0-8335-949819d2adfc"
-version = "0.2.0+0"
-
-[[deps.CUDA_Runtime_Discovery]]
-deps = ["Libdl"]
-git-tree-sha1 = "58dd8ec29f54f08c04b052d2c2fa6760b4f4b3a4"
-uuid = "1af6417a-86b4-443c-805f-a4643ffb695f"
-version = "0.1.1"
-
-[[deps.CUDA_Runtime_jll]]
-deps = ["Artifacts", "CUDA_Driver_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg", "TOML"]
-git-tree-sha1 = "d3e6ccd30f84936c1a3a53d622d85d7d3f9b9486"
-uuid = "76a88914-d11a-5bdc-97e0-2f5a05c973a2"
-version = "0.2.3+2"
-
-[[deps.CUDNN_jll]]
-deps = ["Artifacts", "CUDA_Runtime_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg", "TOML"]
-git-tree-sha1 = "57011df4fce448828165e566af9befa2ea94350a"
-uuid = "62b44479-cb7b-5706-934f-f13b2eb2e645"
-version = "8.6.0+3"
+version = "3.13.1"
 
 [[deps.Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
@@ -258,7 +234,7 @@ uuid = "ed09eef8-17a6-5b46-8889-db040fac31e3"
 version = "0.3.2"
 
 [[deps.ConformalPrediction]]
-deps = ["CategoricalArrays", "MLJBase", "MLJModelInterface", "NaturalSort", "Plots", "Statistics"]
+deps = ["CategoricalArrays", "Flux", "LinearAlgebra", "MLJBase", "MLJModelInterface", "NaturalSort", "Plots", "Statistics"]
 path = "../ConformalPrediction.jl"
 uuid = "98bfc277-1877-43dc-819b-a3e38c30242f"
 version = "0.1.5"
@@ -284,7 +260,7 @@ version = "0.6.2"
 deps = ["CSV", "CUDA", "CategoricalArrays", "DataFrames", "Flux", "LaplaceRedux", "LazyArtifacts", "LinearAlgebra", "MLDatasets", "MLJBase", "MLJModels", "MLUtils", "MultivariateStats", "NearestNeighborModels", "Parameters", "PkgTemplates", "Plots", "ProgressMeter", "Random", "Serialization", "SliceMap", "Statistics", "StatsBase", "Tables", "UMAP"]
 path = "../CounterfactualExplanations.jl"
 uuid = "2f13d31b-18db-44c1-bc43-ebaf2cff0be0"
-version = "0.1.6"
+version = "0.1.5"
 
 [[deps.Crayons]]
 git-tree-sha1 = "249fe38abf76d48563e2f4556bebd215aa317e15"
@@ -1040,10 +1016,10 @@ uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
 version = "0.8.18"
 
 [[deps.NNlibCUDA]]
-deps = ["Adapt", "CUDA", "LinearAlgebra", "NNlib", "Random", "Statistics", "cuDNN"]
-git-tree-sha1 = "f94a9684394ff0d325cc12b06da7032d8be01aaf"
+deps = ["Adapt", "CUDA", "LinearAlgebra", "NNlib", "Random", "Statistics"]
+git-tree-sha1 = "b05a082b08a3af0e5c576883bc6dfb6513e7e478"
 uuid = "a00861dc-f156-4864-bf3c-e6376f28a68d"
-version = "0.2.7"
+version = "0.2.6"
 
 [[deps.NPZ]]
 deps = ["FileIO", "ZipFile"]
@@ -1184,9 +1160,9 @@ version = "0.12.3"
 
 [[deps.Parsers]]
 deps = ["Dates", "SnoopPrecompile"]
-git-tree-sha1 = "946b56b2135c6c10bbb93efad8a78b699b6383ab"
+git-tree-sha1 = "6f4fbcd1ad45905a5dee3f4256fabb49aa2110c6"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.5.6"
+version = "2.5.7"
 
 [[deps.Pickle]]
 deps = ["DataStructures", "InternedStrings", "Serialization", "SparseArrays", "Strided", "StringEncodings", "ZipFile"]
@@ -1464,9 +1440,9 @@ version = "0.1.1"
 
 [[deps.StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "cee507162ecbb677450f20058ca83bd559b6b752"
+git-tree-sha1 = "67d3e75e8af8089ea34ce96974d5468d4a008ca6"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.14"
+version = "1.5.15"
 
 [[deps.StaticArraysCore]]
 git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
@@ -1602,9 +1578,9 @@ uuid = "c4f8c510-2410-5be4-91d7-4fbaeb39457e"
 version = "0.1.9"
 
 [[deps.URIs]]
-git-tree-sha1 = "ac00576f90d8a259f2c9d823e91d1de3fd44d348"
+git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a"
 uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
-version = "1.4.1"
+version = "1.4.2"
 
 [[deps.UUIDs]]
 deps = ["Random", "SHA"]
@@ -1825,12 +1801,6 @@ git-tree-sha1 = "8c1a8e4dfacb1fd631745552c8db35d0deb09ea0"
 uuid = "700de1a5-db45-46bc-99cf-38207098b444"
 version = "0.2.2"
 
-[[deps.cuDNN]]
-deps = ["CEnum", "CUDA", "CUDNN_jll"]
-git-tree-sha1 = "c0ffcb38d1e8c0bbcd3dab2559cf9c369130b2f2"
-uuid = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"
-version = "1.0.1"
-
 [[deps.fzf_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
 git-tree-sha1 = "868e669ccb12ba16eaf50cb2957ee2ff61261c56"
diff --git a/Project.toml b/Project.toml
index 6cbf43c89bdb9ec787b9fc4ff8f92313aee55be9..2ff890fd65823b1232424beca23a8c54351bf12a 100644
--- a/Project.toml
+++ b/Project.toml
@@ -4,6 +4,7 @@ authors = ["Patrick Altmeyer"]
 version = "0.1.0"
 
 [deps]
+CategoricalArrays = "324d7699-5711-5eae-9e2f-1d82baa6b597"
 ConformalPrediction = "98bfc277-1877-43dc-819b-a3e38c30242f"
 CounterfactualExplanations = "2f13d31b-18db-44c1-bc43-ebaf2cff0be0"
 Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"