From 62a69c6173eff554935c4c2e0c5f2b28c945a498 Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Tue, 28 Nov 2023 11:50:22 +0100
Subject: [PATCH 1/6] Update docs manifest

---
 docs/Manifest.toml | 230 +++++++++++++++++++++++++--------------------
 1 file changed, 129 insertions(+), 101 deletions(-)

diff --git a/docs/Manifest.toml b/docs/Manifest.toml
index 8cedb2b8..6d8009ee 100644
--- a/docs/Manifest.toml
+++ b/docs/Manifest.toml
@@ -1,6 +1,6 @@
 # This file is machine-generated - editing it directly is not advised
 
-julia_version = "1.9.1"
+julia_version = "1.9.4"
 manifest_format = "2.0"
 project_hash = "c9afee9a29c62e148469ee0c7045c5873e154bc9"
 
@@ -11,9 +11,9 @@ version = "0.0.1"
 
 [[deps.AbstractPlutoDingetjes]]
 deps = ["Pkg"]
-git-tree-sha1 = "8eaf9f1b4921132a4cff3f36a1d9ba923b14a481"
+git-tree-sha1 = "793501dcd3fa7ce8d375a2c878dca2296232686e"
 uuid = "6e696c72-6542-2067-7265-42206c756150"
-version = "1.1.4"
+version = "1.2.2"
 
 [[deps.AbstractTrees]]
 git-tree-sha1 = "faa260e4cb5aba097a73fab382dd4b5819d8ec8c"
@@ -37,9 +37,9 @@ uuid = "c9fd44ac-77b5-486c-9482-9798bd063cc6"
 version = "0.1.5"
 
 [[deps.BitFlags]]
-git-tree-sha1 = "43b1a4a8f797c1cddadf60499a8a077d4af2cd2d"
+git-tree-sha1 = "2dc09997850d68179b69dafb58ae806167a32b1b"
 uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35"
-version = "0.1.7"
+version = "0.1.8"
 
 [[deps.Calculus]]
 deps = ["LinearAlgebra"]
@@ -49,15 +49,15 @@ version = "0.5.1"
 
 [[deps.CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
-git-tree-sha1 = "9c209fb7536406834aa938fb149964b985de6c83"
+git-tree-sha1 = "cd67fc487743b2f0fd4380d4cbd3a24660d0eec8"
 uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
-version = "0.7.1"
+version = "0.7.3"
 
 [[deps.Compat]]
 deps = ["UUIDs"]
-git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
+git-tree-sha1 = "8a62af3e248a8c4bad6b32cbbe663ae02275e32c"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.6.1"
+version = "4.10.0"
 weakdeps = ["Dates", "LinearAlgebra"]
 
     [deps.Compat.extensions]
@@ -66,19 +66,19 @@ weakdeps = ["Dates", "LinearAlgebra"]
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
-version = "1.0.2+0"
+version = "1.0.5+0"
 
 [[deps.ConcurrentUtilities]]
 deps = ["Serialization", "Sockets"]
-git-tree-sha1 = "96d823b94ba8d187a6d8f0826e731195a74b90e9"
+git-tree-sha1 = "8cfa272e8bdedfa88b6aefbbca7c19f1befac519"
 uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
-version = "2.2.0"
+version = "2.3.0"
 
 [[deps.Configurations]]
 deps = ["ExproniconLite", "OrderedCollections", "TOML"]
-git-tree-sha1 = "62a7c76dbad02fdfdaa53608104edf760938c4ca"
+git-tree-sha1 = "4358750bb58a3caefd5f37a4a0c5bfdbbf075252"
 uuid = "5218b696-f38b-4ac9-8b61-a12ec717816d"
-version = "0.17.4"
+version = "0.17.6"
 
 [[deps.DataAPI]]
 git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
@@ -87,9 +87,9 @@ version = "1.15.0"
 
 [[deps.DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "3dbd312d370723b6bb43ba9d02fc36abade4518d"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.15"
 
 [[deps.DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -111,18 +111,20 @@ deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[deps.Distributions]]
-deps = ["FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "4ed4a6df2548a72f66e03f3a285cd1f3b573035d"
+deps = ["FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"]
+git-tree-sha1 = "a6c00f894f24460379cb7136633cef54ac9f6f4a"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.96"
+version = "0.25.103"
 
     [deps.Distributions.extensions]
     DistributionsChainRulesCoreExt = "ChainRulesCore"
     DistributionsDensityInterfaceExt = "DensityInterface"
+    DistributionsTestExt = "Test"
 
     [deps.Distributions.weakdeps]
     ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
     DensityInterface = "b429d917-457f-4dbc-8f4c-0cc954292b1d"
+    Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[deps.DocStringExtensions]]
 deps = ["LibGit2"]
@@ -131,10 +133,10 @@ uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
 version = "0.9.3"
 
 [[deps.Documenter]]
-deps = ["ANSIColoredPrinters", "Base64", "Dates", "DocStringExtensions", "IOCapture", "InteractiveUtils", "JSON", "LibGit2", "Logging", "Markdown", "REPL", "Test", "Unicode"]
-git-tree-sha1 = "58fea7c536acd71f3eef6be3b21c0df5f3df88fd"
+deps = ["ANSIColoredPrinters", "AbstractTrees", "Base64", "Dates", "DocStringExtensions", "Downloads", "IOCapture", "InteractiveUtils", "JSON", "LibGit2", "Logging", "Markdown", "MarkdownAST", "Pkg", "PrecompileTools", "REPL", "RegistryInstances", "SHA", "Test", "Unicode"]
+git-tree-sha1 = "662fb21ae7fad33e044c2b59ece832fdce32c171"
 uuid = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
-version = "0.27.24"
+version = "1.1.2"
 
 [[deps.Downloads]]
 deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
@@ -147,6 +149,12 @@ git-tree-sha1 = "5837a837389fccf076445fce071c8ddaea35a566"
 uuid = "fa6b7ba4-c1ee-5f82-b5fc-ecf0adba8f74"
 version = "0.6.8"
 
+[[deps.ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[deps.Expat_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
 git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
@@ -154,19 +162,24 @@ uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
 version = "2.5.0+0"
 
 [[deps.ExproniconLite]]
-deps = ["Pkg", "TOML"]
-git-tree-sha1 = "c2eb763acf6e13e75595e0737a07a0bec0ce2147"
+git-tree-sha1 = "fbc390c2f896031db5484bc152a7e805ecdfb01f"
 uuid = "55351af7-c7e9-48d6-89ff-24e801d99491"
-version = "0.7.11"
+version = "0.10.5"
 
 [[deps.FileWatching]]
 uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
 
 [[deps.FillArrays]]
-deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "e17cc4dc2d0b0b568e80d937de8ed8341822de67"
+deps = ["LinearAlgebra", "Random"]
+git-tree-sha1 = "28e4e9c4b7b162398ec8004bdabe9a90c78c122d"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.2.0"
+version = "1.8.0"
+weakdeps = ["PDMats", "SparseArrays", "Statistics"]
+
+    [deps.FillArrays.extensions]
+    FillArraysPDMatsExt = "PDMats"
+    FillArraysSparseArraysExt = "SparseArrays"
+    FillArraysStatisticsExt = "Statistics"
 
 [[deps.FromFile]]
 deps = ["Downloads", "Requires"]
@@ -176,9 +189,9 @@ version = "0.1.5"
 
 [[deps.FuzzyCompletions]]
 deps = ["REPL"]
-git-tree-sha1 = "e16dd964b4dfaebcded16b2af32f05e235b354be"
+git-tree-sha1 = "c8d37d615586bea181063613dccc555499feb298"
 uuid = "fb4132e2-a121-4a70-b8a1-d5b831dcdcc2"
-version = "0.5.1"
+version = "0.5.3"
 
 [[deps.Git]]
 deps = ["Git_jll"]
@@ -188,15 +201,15 @@ version = "1.3.0"
 
 [[deps.GitHubActions]]
 deps = ["JSON", "Logging"]
-git-tree-sha1 = "56e01ec63d13e1cf015d9ff586156eae3cc7cd6f"
+git-tree-sha1 = "8750718611144f23584ca265d899baa1bf1a4531"
 uuid = "6b79fd1a-b13a-48ab-b6b0-aaee1fee41df"
-version = "0.1.4"
+version = "0.1.7"
 
 [[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 = "bb8f7cc77ec1152414b2af6db533d9471cfbb2d1"
 uuid = "f8c6e375-362e-5223-8a59-34ff63f689eb"
-version = "2.36.1+2"
+version = "2.42.0+0"
 
 [[deps.Glob]]
 git-tree-sha1 = "97285bbd5230dd766e9ef6749b80fc617126d496"
@@ -204,22 +217,22 @@ uuid = "c27321d9-0574-5035-807b-f59d2c89b15c"
 version = "1.3.1"
 
 [[deps.HTTP]]
-deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "5e77dbf117412d4f164a464d610ee6050cc75272"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "abbbb9ec3afd783a7cbd82ef01dcd088ea051398"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.9.6"
+version = "1.10.1"
 
 [[deps.HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "0ec02c648befc2f94156eaef13b0f38106212f3f"
+git-tree-sha1 = "f218fe3736ddf977e0e772bc9a586b2383da2685"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.17"
+version = "0.3.23"
 
 [[deps.HypertextLiteral]]
 deps = ["Tricks"]
-git-tree-sha1 = "c47c5fa4c5308f27ccaac35504858d8914e102f9"
+git-tree-sha1 = "7134810b1afce04bbc1045ca1985fbe81ce17653"
 uuid = "ac1192a8-f4b3-4bfe-ba22-af5b92cd3ab2"
-version = "0.9.4"
+version = "0.9.5"
 
 [[deps.IOCapture]]
 deps = ["Logging", "Random"]
@@ -242,10 +255,10 @@ uuid = "82899510-4779-5014-852e-03e436cf321d"
 version = "1.0.0"
 
 [[deps.JLLWrappers]]
-deps = ["Preferences"]
-git-tree-sha1 = "abc9885a7ca2052a736a600f7fa66209f96506e1"
+deps = ["Artifacts", "Preferences"]
+git-tree-sha1 = "7e5d6779a1e09a36db2a7b6cff50942a0a7d0fca"
 uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
-version = "1.4.1"
+version = "1.5.0"
 
 [[deps.JSON]]
 deps = ["Dates", "Mmap", "Parsers", "Unicode"]
@@ -254,9 +267,9 @@ uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
 version = "0.21.4"
 
 [[deps.LazilyInitializedFields]]
-git-tree-sha1 = "410fe4739a4b092f2ffe36fcb0dcc3ab12648ce1"
+git-tree-sha1 = "8f7f3cabab0fd1800699663533b6d5cb3fc0e612"
 uuid = "0e77f7df-68c5-4e49-93ce-4cd80f5598bf"
-version = "1.2.1"
+version = "1.2.2"
 
 [[deps.LeftChildRightSiblingTrees]]
 deps = ["AbstractTrees"]
@@ -267,12 +280,12 @@ version = "0.2.0"
 [[deps.LibCURL]]
 deps = ["LibCURL_jll", "MozillaCACerts_jll"]
 uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21"
-version = "0.6.3"
+version = "0.6.4"
 
 [[deps.LibCURL_jll]]
 deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"]
 uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"
-version = "7.84.0+0"
+version = "8.4.0+0"
 
 [[deps.LibGit2]]
 deps = ["Base64", "NetworkOptions", "Printf", "SHA"]
@@ -281,16 +294,16 @@ uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
 [[deps.LibSSH2_jll]]
 deps = ["Artifacts", "Libdl", "MbedTLS_jll"]
 uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8"
-version = "1.10.2+0"
+version = "1.11.0+1"
 
 [[deps.Libdl]]
 uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
 
 [[deps.Libiconv_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "c7cb1f5d892775ba13767a87c7ada0b980ea0a71"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "f9557a255370125b405568f9767d6d195822a175"
 uuid = "94ce4f54-9a6c-5748-9c1c-f9c7231a4531"
-version = "1.16.1+2"
+version = "1.17.0+0"
 
 [[deps.LinearAlgebra]]
 deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
@@ -298,9 +311,9 @@ uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
 
 [[deps.LogExpFunctions]]
 deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "c3ce8e7420b3a6e071e0fe4745f5d4300e37b13f"
+git-tree-sha1 = "7d6dd4e9212aebaeed356de34ccf262a3cd415aa"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.24"
+version = "0.3.26"
 
     [deps.LogExpFunctions.extensions]
     LogExpFunctionsChainRulesCoreExt = "ChainRulesCore"
@@ -317,24 +330,36 @@ uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
 
 [[deps.LoggingExtras]]
 deps = ["Dates", "Logging"]
-git-tree-sha1 = "cedb76b37bc5a6c702ade66be44f831fa23c681e"
+git-tree-sha1 = "c1dd6d7978c12545b4179fb6153b9250c96b0075"
 uuid = "e6f89c97-d47a-5376-807f-9c37f3926c36"
-version = "1.0.0"
+version = "1.0.3"
 
 [[deps.MIMEs]]
 git-tree-sha1 = "65f28ad4b594aebe22157d6fac869786a255b7eb"
 uuid = "6c6e2e6c-3030-632d-7369-2d6c69616d65"
 version = "0.1.4"
 
+[[deps.Malt]]
+deps = ["Distributed", "Logging", "RelocatableFolders", "Serialization", "Sockets"]
+git-tree-sha1 = "18cf4151e390fce29ca846b92b06baf9bc6e002e"
+uuid = "36869731-bdee-424d-aa32-cab38c994e3b"
+version = "1.1.1"
+
 [[deps.Markdown]]
 deps = ["Base64"]
 uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
 
+[[deps.MarkdownAST]]
+deps = ["AbstractTrees", "Markdown"]
+git-tree-sha1 = "465a70f0fc7d443a00dcdc3267a497397b8a3899"
+uuid = "d0879d2d-cac2-40c8-9cee-1863dc0c7391"
+version = "0.1.2"
+
 [[deps.MbedTLS]]
-deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "Random", "Sockets"]
-git-tree-sha1 = "03a9b9718f5682ecb107ac9f7308991db4ce395b"
+deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "NetworkOptions", "Random", "Sockets"]
+git-tree-sha1 = "c067a280ddc25f196b5e7df3877c6b226d390aaf"
 uuid = "739be429-bea8-5141-9913-cc70e7f3736d"
-version = "1.1.7"
+version = "1.1.9"
 
 [[deps.MbedTLS_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -388,9 +413,9 @@ version = "1.4.1"
 
 [[deps.OpenSSL_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "1aa4b74f80b01c6bc2b89992b861b5f210e665b5"
+git-tree-sha1 = "cc6e1927ac521b659af340e0ca45828a3ffc748f"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.21+0"
+version = "3.0.12+0"
 
 [[deps.OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -399,9 +424,9 @@ uuid = "efe28fd5-8261-553b-a9e1-b2916fc3738e"
 version = "0.5.5+0"
 
 [[deps.OrderedCollections]]
-git-tree-sha1 = "d321bf2de576bf25ec4d3e4360faca399afca282"
+git-tree-sha1 = "dfdf5519f235516220579f949664f1bf44e741c5"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.6.0"
+version = "1.6.3"
 
 [[deps.PCRE2_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -410,30 +435,30 @@ version = "10.42.0+0"
 
 [[deps.PDMats]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "67eae2738d63117a196f497d7db789821bce61d1"
+git-tree-sha1 = "4e5be6bb265d33669f98eb55d2a57addd1eeb72c"
 uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
-version = "0.11.17"
+version = "0.11.30"
 
 [[deps.Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
-git-tree-sha1 = "5a6ab2f64388fd1175effdf73fe5933ef1e0bac0"
+git-tree-sha1 = "a935806434c9d4c506ba941871b327b96d41f2bf"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.7.0"
+version = "2.8.0"
 
 [[deps.Pkg]]
 deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
 uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
-version = "1.9.0"
+version = "1.9.2"
 
 [[deps.Pluto]]
-deps = ["Base64", "Configurations", "Dates", "Distributed", "FileWatching", "FuzzyCompletions", "HTTP", "HypertextLiteral", "InteractiveUtils", "Logging", "LoggingExtras", "MIMEs", "Markdown", "MsgPack", "Pkg", "PrecompileSignatures", "PrecompileTools", "REPL", "RegistryInstances", "RelocatableFolders", "Sockets", "TOML", "Tables", "URIs", "UUIDs"]
-git-tree-sha1 = "c4c4dac5c1332ab510e145eea59382847c51a6fb"
+deps = ["Base64", "Configurations", "Dates", "Downloads", "FileWatching", "FuzzyCompletions", "HTTP", "HypertextLiteral", "InteractiveUtils", "Logging", "LoggingExtras", "MIMEs", "Malt", "Markdown", "MsgPack", "Pkg", "PrecompileSignatures", "PrecompileTools", "REPL", "RegistryInstances", "RelocatableFolders", "Scratch", "Sockets", "TOML", "Tables", "URIs", "UUIDs"]
+git-tree-sha1 = "0b61bd2572c7c797a0e0c78c40b8cee740996ebb"
 uuid = "c3e4b0f8-55cb-11ea-2926-15256bba5781"
-version = "0.19.26"
+version = "0.19.32"
 
 [[deps.PlutoSliderServer]]
 deps = ["AbstractPlutoDingetjes", "Base64", "BetterFileWatching", "Configurations", "Distributed", "Distributions", "FromFile", "Git", "GitHubActions", "Glob", "HTTP", "JSON", "Logging", "Markdown", "OrderedCollections", "Pkg", "Pluto", "Random", "SHA", "Sockets", "Statistics", "TOML", "TerminalLoggers", "UUIDs"]
-git-tree-sha1 = "aa63b32af7e564c16ea6426213cf6bf74ab36bf1"
+git-tree-sha1 = "e5e2078af49b7f9030fe8a191fbcc6ac1cce26e8"
 repo-rev = "static-export-1"
 repo-url = "https://github.com/JuliaPluto/PlutoSliderServer.jl.git"
 uuid = "2fc8631c-6f24-4c5b-bca7-cbb509c42db4"
@@ -446,15 +471,15 @@ version = "3.0.3"
 
 [[deps.PrecompileTools]]
 deps = ["Preferences"]
-git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81"
+git-tree-sha1 = "03b4c25b43cb84cee5c90aa9b5ea0a78fd848d2f"
 uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
-version = "1.1.2"
+version = "1.2.0"
 
 [[deps.Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1"
+git-tree-sha1 = "00805cd429dcb4870060ff49ef443486c262e38e"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.4.0"
+version = "1.4.1"
 
 [[deps.Printf]]
 deps = ["Unicode"]
@@ -468,9 +493,9 @@ version = "0.1.4"
 
 [[deps.QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "6ec7ac8412e83d57e313393220879ede1740f9ee"
+git-tree-sha1 = "9ebcd48c498668c7fa0e97a9cae873fbee7bfee1"
 uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.8.2"
+version = "2.9.1"
 
 [[deps.REPL]]
 deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
@@ -493,9 +518,9 @@ version = "0.1.0"
 
 [[deps.RelocatableFolders]]
 deps = ["SHA", "Scratch"]
-git-tree-sha1 = "90bc7a7c96410424509e4263e277e43250c05691"
+git-tree-sha1 = "ffdaf70d81cf6ff22c2b6e733c900c3321cab864"
 uuid = "05181044-ff0b-4ac5-8273-598c1e38db00"
-version = "1.0.0"
+version = "1.0.1"
 
 [[deps.Requires]]
 deps = ["UUIDs"]
@@ -521,9 +546,9 @@ version = "0.7.0"
 
 [[deps.Scratch]]
 deps = ["Dates"]
-git-tree-sha1 = "30449ee12237627992a99d5e30ae63e4d78cd24a"
+git-tree-sha1 = "3bac05bc7e74a75fd9cba4295cde4045d9fe2386"
 uuid = "6c6a2e73-6563-6170-7368-637461726353"
-version = "1.2.0"
+version = "1.2.1"
 
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -538,9 +563,9 @@ uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
 [[deps.SortingAlgorithms]]
 deps = ["DataStructures"]
-git-tree-sha1 = "c60ec5c62180f27efea3ba2908480f8055e17cee"
+git-tree-sha1 = "5165dfb9fd131cf0c6957a3a7605dede376e7b63"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "1.1.1"
+version = "1.2.0"
 
 [[deps.SparseArrays]]
 deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"]
@@ -548,9 +573,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[deps.SpecialFunctions]]
 deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+git-tree-sha1 = "e2cfc4012a19088254b3950b85c3c1d8882d864d"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.2.0"
+version = "2.3.1"
 
     [deps.SpecialFunctions.extensions]
     SpecialFunctionsChainRulesCoreExt = "ChainRulesCore"
@@ -565,15 +590,15 @@ version = "1.9.0"
 
 [[deps.StatsAPI]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "45a7769a04a3cf80da1c1c7c60caf932e6f4c9f7"
+git-tree-sha1 = "1ff449ad350c9c4cbc756624d6f8a8c3ef56d3ed"
 uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
-version = "1.6.0"
+version = "1.7.0"
 
 [[deps.StatsBase]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "75ebe04c5bed70b91614d684259b661c9e6274a4"
+git-tree-sha1 = "1d77abd07f617c4868c33d4f5b9e1dbb2643c9cf"
 uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
-version = "0.34.0"
+version = "0.34.2"
 
 [[deps.StatsFuns]]
 deps = ["HypergeometricFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
@@ -610,10 +635,10 @@ uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c"
 version = "1.0.1"
 
 [[deps.Tables]]
-deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits", "Test"]
-git-tree-sha1 = "1544b926975372da01227b382066ab70e574a3ec"
+deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits"]
+git-tree-sha1 = "cb76cf677714c095e535e3501ac7954732aeea2d"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.10.1"
+version = "1.11.1"
 
 [[deps.Tar]]
 deps = ["ArgTools", "SHA"]
@@ -631,20 +656,23 @@ deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
 uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[deps.TranscodingStreams]]
-deps = ["Random", "Test"]
-git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769"
+git-tree-sha1 = "1fbeaaca45801b4ba17c251dd8603ef24801dd84"
 uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.9.13"
+version = "0.10.2"
+weakdeps = ["Random", "Test"]
+
+    [deps.TranscodingStreams.extensions]
+    TestExt = ["Test", "Random"]
 
 [[deps.Tricks]]
-git-tree-sha1 = "aadb748be58b492045b4f56166b5188aa63ce549"
+git-tree-sha1 = "eae1bb484cd63b36999ee58be2de6c178105112f"
 uuid = "410a4b4d-49e4-4fbc-ab6d-cb71b17b3775"
-version = "0.1.7"
+version = "0.1.8"
 
 [[deps.URIs]]
-git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a"
+git-tree-sha1 = "67db6cc7b3821e19ebe75791a9dd19c9b1188f2b"
 uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
-version = "1.4.2"
+version = "1.5.1"
 
 [[deps.UUIDs]]
 deps = ["Random", "SHA"]
@@ -666,7 +694,7 @@ version = "5.8.0+0"
 [[deps.nghttp2_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
-version = "1.48.0+0"
+version = "1.52.0+1"
 
 [[deps.p7zip_jll]]
 deps = ["Artifacts", "Libdl"]

From 2d0cd3dfe014351990231750a55c1a159df2b660 Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Tue, 28 Nov 2023 11:50:36 +0100
Subject: [PATCH 2/6] Remove unnecessary include

---
 docs/make.jl | 1 -
 1 file changed, 1 deletion(-)

diff --git a/docs/make.jl b/docs/make.jl
index bbffb8f4..19756502 100644
--- a/docs/make.jl
+++ b/docs/make.jl
@@ -1,4 +1,3 @@
-using IntroML
 using Documenter
 using PlutoSliderServer
 

From 7deecee0af0232f3cb34674d4425b9ba48ecb15e Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Tue, 28 Nov 2023 11:51:39 +0100
Subject: [PATCH 3/6] Update notebook manifest

---
 notebooks/supervised_learning.jl | 521 +++++++++++++++++--------------
 1 file changed, 294 insertions(+), 227 deletions(-)

diff --git a/notebooks/supervised_learning.jl b/notebooks/supervised_learning.jl
index c4351368..9debb816 100644
--- a/notebooks/supervised_learning.jl
+++ b/notebooks/supervised_learning.jl
@@ -1,5 +1,5 @@
 ### A Pluto.jl notebook ###
-# v0.19.26
+# v0.19.32
 
 using Markdown
 using InteractiveUtils
@@ -1471,7 +1471,7 @@ Turing = "~0.21.1"
 PLUTO_MANIFEST_TOML_CONTENTS = """
 # This file is machine-generated - editing it directly is not advised
 
-julia_version = "1.9.1"
+julia_version = "1.9.4"
 manifest_format = "2.0"
 project_hash = "addb13b0aea7688f4fe00d84034f44c777be88f4"
 
@@ -1483,13 +1483,14 @@ version = "0.27.10"
 
 [[deps.AbstractFFTs]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
+git-tree-sha1 = "d92ad398961a3ed262d8bf04a1a2b8340f915fef"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.3.1"
-weakdeps = ["ChainRulesCore"]
+version = "1.5.0"
+weakdeps = ["ChainRulesCore", "Test"]
 
     [deps.AbstractFFTs.extensions]
     AbstractFFTsChainRulesCoreExt = "ChainRulesCore"
+    AbstractFFTsTestExt = "Test"
 
 [[deps.AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
@@ -1505,9 +1506,9 @@ version = "0.5.4"
 
 [[deps.AbstractPlutoDingetjes]]
 deps = ["Pkg"]
-git-tree-sha1 = "8eaf9f1b4921132a4cff3f36a1d9ba923b14a481"
+git-tree-sha1 = "793501dcd3fa7ce8d375a2c878dca2296232686e"
 uuid = "6e696c72-6542-2067-7265-42206c756150"
-version = "1.1.4"
+version = "1.2.2"
 
 [[deps.AbstractTrees]]
 git-tree-sha1 = "03e0550477d86222521d254b741d470ba17ea0b5"
@@ -1516,9 +1517,9 @@ version = "0.3.4"
 
 [[deps.Adapt]]
 deps = ["LinearAlgebra", "Requires"]
-git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24"
+git-tree-sha1 = "02f731463748db57cc2ebfbd9fbc9ce8280d3433"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.6.2"
+version = "3.7.1"
 weakdeps = ["StaticArrays"]
 
     [deps.Adapt.extensions]
@@ -1597,9 +1598,9 @@ version = "1.0.1"
 
 [[deps.AxisArrays]]
 deps = ["Dates", "IntervalSets", "IterTools", "RangeArrays"]
-git-tree-sha1 = "1dd4d9f5beebac0c03446918741b1a03dc5e5788"
+git-tree-sha1 = "16351be62963a67ac4083f748fdb3cca58bfd52f"
 uuid = "39de3d68-74b9-583c-8d2d-e117c070f3a9"
-version = "0.4.6"
+version = "0.4.7"
 
 [[deps.BFloat16s]]
 deps = ["LinearAlgebra", "Printf", "Random", "Test"]
@@ -1609,9 +1610,9 @@ version = "0.2.0"
 
 [[deps.BangBang]]
 deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
-git-tree-sha1 = "54b00d1b93791f8e19e31584bd30f2cb6004614b"
+git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed"
 uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
-version = "0.3.38"
+version = "0.3.39"
 
     [deps.BangBang.extensions]
     BangBangChainRulesCoreExt = "ChainRulesCore"
@@ -1636,9 +1637,9 @@ uuid = "9718e550-a3fa-408a-8086-8db961cd8217"
 version = "0.1.1"
 
 [[deps.Bijections]]
-git-tree-sha1 = "fe4f8c5ee7f76f2198d5c2a06d3961c249cce7bd"
+git-tree-sha1 = "c9b163bd832e023571e86d0b90d9de92a9879088"
 uuid = "e2ed5e7c-b2de-5872-ae92-c73ca462fb04"
-version = "0.1.4"
+version = "0.1.6"
 
 [[deps.Bijectors]]
 deps = ["ArgCheck", "ChainRulesCore", "ChangesOfVariables", "Compat", "Distributions", "Functors", "InverseFunctions", "IrrationalConstants", "LinearAlgebra", "LogExpFunctions", "MappedArrays", "Random", "Reexport", "Requires", "Roots", "SparseArrays", "Statistics"]
@@ -1676,34 +1677,42 @@ uuid = "49dc2e85-a5d0-5ad3-a950-438e2897f1b9"
 version = "0.5.1"
 
 [[deps.ChainRules]]
-deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "8bae903893aeeb429cf732cf1888490b93ecf265"
+deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "SparseInverseSubset", "Statistics", "StructArrays", "SuiteSparse"]
+git-tree-sha1 = "006cc7170be3e0fa02ccac6d4164a1eee1fc8c27"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.49.0"
+version = "1.58.0"
 
 [[deps.ChainRulesCore]]
-deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644"
+deps = ["Compat", "LinearAlgebra"]
+git-tree-sha1 = "e0af648f0692ec1691b5d094b8724ba1346281cf"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.16.0"
+version = "1.18.0"
+weakdeps = ["SparseArrays"]
+
+    [deps.ChainRulesCore.extensions]
+    ChainRulesCoreSparseArraysExt = "SparseArrays"
 
 [[deps.ChangesOfVariables]]
 deps = ["LinearAlgebra", "Test"]
-git-tree-sha1 = "f84967c4497e0e1955f9a582c232b02847c5f589"
+git-tree-sha1 = "2fba81a302a7be671aefe194f0525ef231104e7f"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.7"
+version = "0.1.8"
+weakdeps = ["InverseFunctions"]
+
+    [deps.ChangesOfVariables.extensions]
+    ChangesOfVariablesInverseFunctionsExt = "InverseFunctions"
 
 [[deps.CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
-git-tree-sha1 = "9c209fb7536406834aa938fb149964b985de6c83"
+git-tree-sha1 = "cd67fc487743b2f0fd4380d4cbd3a24660d0eec8"
 uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
-version = "0.7.1"
+version = "0.7.3"
 
 [[deps.ColorSchemes]]
 deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
-git-tree-sha1 = "be6ab11021cd29f0344d5c4357b163af05a48cba"
+git-tree-sha1 = "67c1f244b991cad9b0aa4b7540fb758c2488b129"
 uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.21.0"
+version = "3.24.0"
 
 [[deps.ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
@@ -1712,10 +1721,14 @@ uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
 version = "0.11.4"
 
 [[deps.ColorVectorSpace]]
-deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "SpecialFunctions", "Statistics", "TensorCore"]
-git-tree-sha1 = "600cc5508d66b78aae350f7accdb58763ac18589"
+deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "Requires", "Statistics", "TensorCore"]
+git-tree-sha1 = "a1f44953f2382ebb937d60dafbe2deea4bd23249"
 uuid = "c3611d14-8923-5661-9e6a-0046d554d3a4"
-version = "0.9.10"
+version = "0.10.0"
+weakdeps = ["SpecialFunctions"]
+
+    [deps.ColorVectorSpace.extensions]
+    SpecialFunctionsExt = "SpecialFunctions"
 
 [[deps.Colors]]
 deps = ["ColorTypes", "FixedPointNumbers", "Reexport"]
@@ -1729,9 +1742,9 @@ uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
 version = "1.0.2"
 
 [[deps.CommonSolve]]
-git-tree-sha1 = "9441451ee712d1aec22edad62db1a9af3dc8d852"
+git-tree-sha1 = "0eee5eb66b1cf62cd6ad1b460238e60e4b09400c"
 uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2"
-version = "0.2.3"
+version = "0.2.4"
 
 [[deps.CommonSubexpressions]]
 deps = ["MacroTools", "Test"]
@@ -1748,7 +1761,7 @@ version = "3.46.2"
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
-version = "1.0.2+0"
+version = "1.0.5+0"
 
 [[deps.CompositeTypes]]
 git-tree-sha1 = "02d2316b7ffceff992f3096ae48c7829a8aa0638"
@@ -1772,9 +1785,9 @@ version = "0.1.2"
 
 [[deps.ConstructionBase]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "738fec4d684a9a6ee9598a8bfee305b26831f28c"
+git-tree-sha1 = "c53fc348ca4d40d7b371e71fd52251839080cbc9"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.5.2"
+version = "1.5.4"
 weakdeps = ["IntervalSets", "StaticArrays"]
 
     [deps.ConstructionBase.extensions]
@@ -1805,9 +1818,9 @@ version = "1.3.6"
 
 [[deps.DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "3dbd312d370723b6bb43ba9d02fc36abade4518d"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.15"
 
 [[deps.DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -1843,24 +1856,25 @@ version = "1.1.0"
 
 [[deps.DiffRules]]
 deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "a4ad7ef19d2cdc2eff57abbbe68032b1cd0bd8f8"
+git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.13.0"
+version = "1.15.1"
 
 [[deps.Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[deps.Distributions]]
-deps = ["FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "5eeb2bd01e5065090ad591a205d8cad432ae6cb6"
+deps = ["FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"]
+git-tree-sha1 = "a6c00f894f24460379cb7136633cef54ac9f6f4a"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.93"
-weakdeps = ["ChainRulesCore", "DensityInterface"]
+version = "0.25.103"
+weakdeps = ["ChainRulesCore", "DensityInterface", "Test"]
 
     [deps.Distributions.extensions]
     DistributionsChainRulesCoreExt = "ChainRulesCore"
     DistributionsDensityInterfaceExt = "DensityInterface"
+    DistributionsTestExt = "Test"
 
 [[deps.DistributionsAD]]
 deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "DiffRules", "Distributions", "FillArrays", "LinearAlgebra", "NaNMath", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsBase", "StatsFuns", "ZygoteRules"]
@@ -1876,9 +1890,9 @@ version = "0.8.6"
 
 [[deps.DomainSets]]
 deps = ["CompositeTypes", "IntervalSets", "LinearAlgebra", "Random", "StaticArrays", "Statistics"]
-git-tree-sha1 = "988e2db482abeb69efc76ae8b6eba2e93805ee70"
+git-tree-sha1 = "85cf537e38b7f34a84eaac22b534aa1b5bf01949"
 uuid = "5b8099bc-c8ec-5219-889f-1d9e522a28bf"
-version = "0.5.15"
+version = "0.5.14"
 
 [[deps.Downloads]]
 deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
@@ -1920,21 +1934,27 @@ git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
 uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
+[[deps.EpollShim_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8e9441ee83492030ace98f9789a654a6d0b1f643"
+uuid = "2702e6a9-849d-5ed8-8c21-79e8b8f9ee43"
+version = "0.0.20230411+0"
+
 [[deps.Expat_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.4.8+0"
+version = "2.5.0+0"
 
 [[deps.ExprTools]]
-git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
+git-tree-sha1 = "27415f162e6028e81c72b82ef756bf321213b6ec"
 uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
-version = "0.1.9"
+version = "0.1.10"
 
 [[deps.Extents]]
-git-tree-sha1 = "5e1e4c53fa39afe63a7d356e30452249365fba99"
+git-tree-sha1 = "2140cd04483da90b2da7f99b2add0750504fc39c"
 uuid = "411431e0-e8b7-467b-b5e0-f676ba4f2910"
-version = "0.1.1"
+version = "0.1.2"
 
 [[deps.FFMPEG]]
 deps = ["FFMPEG_jll"]
@@ -1950,9 +1970,9 @@ version = "4.4.2+2"
 
 [[deps.FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "f9818144ce7c8c41edf5c4c179c684d92aa4d9fe"
+git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.6.0"
+version = "1.7.1"
 
 [[deps.FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -2001,19 +2021,19 @@ version = "0.4.2"
 
 [[deps.ForwardDiff]]
 deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions"]
-git-tree-sha1 = "00e252f4d706b3d55a8863432e742bf5717b498d"
+git-tree-sha1 = "cf0fe81336da9fb90944683b8c41984b08793dad"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "0.10.35"
+version = "0.10.36"
 weakdeps = ["StaticArrays"]
 
     [deps.ForwardDiff.extensions]
     ForwardDiffStaticArraysExt = "StaticArrays"
 
 [[deps.FreeType2_jll]]
-deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
+deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
+git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.4+0"
+version = "2.13.1+0"
 
 [[deps.FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -2049,15 +2069,15 @@ version = "3.3.8+0"
 
 [[deps.GPUArrays]]
 deps = ["Adapt", "GPUArraysCore", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "Serialization", "Statistics"]
-git-tree-sha1 = "9ade6983c3dbbd492cf5729f865fe030d1541463"
+git-tree-sha1 = "2e57b4a4f9cc15e85a24d603256fe08e527f48d1"
 uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
-version = "8.6.6"
+version = "8.8.1"
 
 [[deps.GPUArraysCore]]
 deps = ["Adapt"]
-git-tree-sha1 = "1cd7f0af1aa58abc02ea1d872953a97359cb87fa"
+git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0"
 uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
-version = "0.1.4"
+version = "0.1.5"
 
 [[deps.GPUCompiler]]
 deps = ["ExprTools", "InteractiveUtils", "LLVM", "Libdl", "Logging", "TimerOutputs", "UUIDs"]
@@ -2079,15 +2099,15 @@ version = "0.69.1+0"
 
 [[deps.GeoInterface]]
 deps = ["Extents"]
-git-tree-sha1 = "bb198ff907228523f3dee1070ceee63b9359b6ab"
+git-tree-sha1 = "d53480c0793b13341c40199190f92c611aa2e93c"
 uuid = "cf35fbd7-0cd7-5166-be24-54bfbe79505f"
-version = "1.3.1"
+version = "1.3.2"
 
 [[deps.GeometryBasics]]
-deps = ["EarCut_jll", "GeoInterface", "IterTools", "LinearAlgebra", "StaticArrays", "StructArrays", "Tables"]
-git-tree-sha1 = "659140c9375afa2f685e37c1a0b9c9a60ef56b40"
+deps = ["EarCut_jll", "Extents", "GeoInterface", "IterTools", "LinearAlgebra", "StaticArrays", "StructArrays", "Tables"]
+git-tree-sha1 = "424a5a6ce7c5d97cca7bcc4eac551b97294c54af"
 uuid = "5c1252a2-5f33-56bf-86c9-59e7332b4326"
-version = "0.4.7"
+version = "0.4.9"
 
 [[deps.Gettext_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
@@ -2096,10 +2116,10 @@ uuid = "78b55507-aeef-58d4-861c-77aaff3498b1"
 version = "0.21.0+0"
 
 [[deps.Glib_jll]]
-deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE2_jll", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "d3b3624125c1474292d0d8ed0f65554ac37ddb23"
+deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE2_jll", "Zlib_jll"]
+git-tree-sha1 = "e94c92c7bf4819685eb80186d51c43e71d4afa17"
 uuid = "7746bdde-850d-59dc-9ae8-88ece973131d"
-version = "2.74.0+2"
+version = "2.76.5+0"
 
 [[deps.Graphite2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -2138,9 +2158,9 @@ version = "2.8.1+1"
 
 [[deps.HypergeometricFunctions]]
 deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "84204eae2dd237500835990bcade263e27674a93"
+git-tree-sha1 = "f218fe3736ddf977e0e772bc9a586b2383da2685"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.16"
+version = "0.3.23"
 
 [[deps.Hyperscript]]
 deps = ["Test"]
@@ -2150,9 +2170,9 @@ version = "0.0.4"
 
 [[deps.HypertextLiteral]]
 deps = ["Tricks"]
-git-tree-sha1 = "c47c5fa4c5308f27ccaac35504858d8914e102f9"
+git-tree-sha1 = "7134810b1afce04bbc1045ca1985fbe81ce17653"
 uuid = "ac1192a8-f4b3-4bfe-ba22-af5b92cd3ab2"
-version = "0.9.4"
+version = "0.9.5"
 
 [[deps.IOCapture]]
 deps = ["Logging", "Random"]
@@ -2162,9 +2182,9 @@ version = "0.2.3"
 
 [[deps.IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5"
+git-tree-sha1 = "8aa91235360659ca7560db43a7d57541120aa31d"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.10"
+version = "0.4.11"
 
 [[deps.IfElse]]
 git-tree-sha1 = "debdd00ffef04665ccbb3e150747a77560e8fad1"
@@ -2188,15 +2208,15 @@ uuid = "505f98c9-085e-5b2c-8e89-488be7bf1f34"
 version = "0.3.0"
 
 [[deps.IntegerMathUtils]]
-git-tree-sha1 = "f366daebdfb079fd1fe4e3d560f99a0c892e15bc"
+git-tree-sha1 = "b8ffb903da9f7b8cf695a8bead8e01814aa24b30"
 uuid = "18e54dd8-cb9d-406c-a71d-865a43cbb235"
-version = "0.1.0"
+version = "0.1.2"
 
 [[deps.IntelOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "0cb9352ef2e01574eeebdb102948a58740dcaf83"
+git-tree-sha1 = "ad37c091f7d7daf900963171600d7c1c5c3ede32"
 uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
-version = "2023.1.0+0"
+version = "2023.2.0+0"
 
 [[deps.InteractiveUtils]]
 deps = ["Markdown"]
@@ -2209,16 +2229,20 @@ uuid = "a98d9a8b-a2ab-59e6-89dd-64a1c18fca59"
 version = "0.14.7"
 
 [[deps.IntervalSets]]
-deps = ["Dates", "Random", "Statistics"]
-git-tree-sha1 = "3f91cd3f56ea48d4d2a75c2a65455c5fc74fa347"
+deps = ["Dates", "Random"]
+git-tree-sha1 = "3d8866c029dd6b16e69e0d4a939c4dfcb98fac47"
 uuid = "8197267c-284f-5f27-9208-e0e47529a953"
-version = "0.7.3"
+version = "0.7.8"
+weakdeps = ["Statistics"]
+
+    [deps.IntervalSets.extensions]
+    IntervalSetsStatisticsExt = "Statistics"
 
 [[deps.InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "6667aadd1cdee2c6cd068128b3d226ebc4fb0c67"
+git-tree-sha1 = "68772f49f54b479fa88ace904f6127f0a3bb2e46"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.9"
+version = "0.1.12"
 
 [[deps.InvertedIndices]]
 git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -2231,9 +2255,9 @@ uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
 version = "0.2.2"
 
 [[deps.IterTools]]
-git-tree-sha1 = "fa6287a4469f5e048d763df38279ee729fbd44e5"
+git-tree-sha1 = "4ced6667f9974fc5c5943fa5e2ef1ca43ea9e450"
 uuid = "c8e1da08-722c-5040-9ed9-7db0dc04731e"
-version = "1.4.0"
+version = "1.8.0"
 
 [[deps.IteratorInterfaceExtensions]]
 git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856"
@@ -2241,10 +2265,10 @@ uuid = "82899510-4779-5014-852e-03e436cf321d"
 version = "1.0.0"
 
 [[deps.JLLWrappers]]
-deps = ["Preferences"]
-git-tree-sha1 = "abc9885a7ca2052a736a600f7fa66209f96506e1"
+deps = ["Artifacts", "Preferences"]
+git-tree-sha1 = "7e5d6779a1e09a36db2a7b6cff50942a0a7d0fca"
 uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
-version = "1.4.1"
+version = "1.5.0"
 
 [[deps.JSON]]
 deps = ["Dates", "Mmap", "Parsers", "Unicode"]
@@ -2265,10 +2289,16 @@ uuid = "e5e0dc1b-0480-54bc-9374-aad01c23163d"
 version = "0.8.4"
 
 [[deps.KernelAbstractions]]
-deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "47be64f040a7ece575c2b5f53ca6da7b548d69f4"
+deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "Requires", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
+git-tree-sha1 = "b0737cbbe1c8da6f1139d1c23e35e7cea129c0af"
 uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.4"
+version = "0.9.13"
+
+    [deps.KernelAbstractions.extensions]
+    EnzymeExt = "EnzymeCore"
+
+    [deps.KernelAbstractions.weakdeps]
+    EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869"
 
 [[deps.KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
@@ -2300,10 +2330,16 @@ git-tree-sha1 = "070e4b5b65827f82c16ae0916376cb47377aa1b5"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
 version = "0.0.18+0"
 
+[[deps.LLVMOpenMP_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "f689897ccbe049adb19a065c495e75f372ecd42b"
+uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
+version = "15.0.4+0"
+
 [[deps.LRUCache]]
-git-tree-sha1 = "48c10e3cc27e30de82463c27bef0b8bdbd1dc634"
+git-tree-sha1 = "d36130483e3b6e4cd88d81633b596563264f15db"
 uuid = "8ac3fa9e-de4c-5943-b1dc-09c6b5f20637"
-version = "1.4.1"
+version = "1.5.0"
 
 [[deps.LZO_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -2312,9 +2348,9 @@ uuid = "dd4b983a-f0e5-5f8d-a1b7-129d4a5fb1ac"
 version = "2.10.1+0"
 
 [[deps.LaTeXStrings]]
-git-tree-sha1 = "f2355693d6778a178ade15952b7ac47a4ff97996"
+git-tree-sha1 = "50901ebc375ed41dbf8058da26f9de442febbbec"
 uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
-version = "1.3.0"
+version = "1.3.1"
 
 [[deps.LabelledArrays]]
 deps = ["ArrayInterface", "ChainRulesCore", "LinearAlgebra", "MacroTools", "StaticArrays"]
@@ -2353,12 +2389,12 @@ version = "0.1.3"
 [[deps.LibCURL]]
 deps = ["LibCURL_jll", "MozillaCACerts_jll"]
 uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21"
-version = "0.6.3"
+version = "0.6.4"
 
 [[deps.LibCURL_jll]]
 deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"]
 uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"
-version = "7.84.0+0"
+version = "8.4.0+0"
 
 [[deps.LibGit2]]
 deps = ["Base64", "NetworkOptions", "Printf", "SHA"]
@@ -2367,7 +2403,7 @@ uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
 [[deps.LibSSH2_jll]]
 deps = ["Artifacts", "Libdl", "MbedTLS_jll"]
 uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8"
-version = "1.10.2+0"
+version = "1.11.0+1"
 
 [[deps.Libdl]]
 uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
@@ -2397,10 +2433,10 @@ uuid = "7add5ba3-2f88-524e-9cd5-f83b8a55f7b8"
 version = "1.42.0+0"
 
 [[deps.Libiconv_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "c7cb1f5d892775ba13767a87c7ada0b980ea0a71"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "f9557a255370125b405568f9767d6d195822a175"
 uuid = "94ce4f54-9a6c-5748-9c1c-f9c7231a4531"
-version = "1.16.1+2"
+version = "1.17.0+0"
 
 [[deps.Libmount_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -2444,9 +2480,9 @@ version = "1.0.3"
 
 [[deps.LogExpFunctions]]
 deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "0a1b7c2863e44523180fdb3146534e265a91870b"
+git-tree-sha1 = "7d6dd4e9212aebaeed356de34ccf262a3cd415aa"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.23"
+version = "0.3.26"
 weakdeps = ["ChainRulesCore", "ChangesOfVariables", "InverseFunctions"]
 
     [deps.LogExpFunctions.extensions]
@@ -2482,21 +2518,21 @@ version = "0.1.4"
 
 [[deps.MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
+git-tree-sha1 = "eb006abbd7041c28e0d16260e50a24f8f9104913"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.2.0+0"
+version = "2023.2.0+0"
 
 [[deps.MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
-git-tree-sha1 = "c8b7e632d6754a5e36c0d94a4b466a5ba3a30128"
+git-tree-sha1 = "381d99f0af76d98f50bd5512dcf96a99c13f8223"
 uuid = "e80e1ace-859a-464e-9ed9-23947d8ae3ea"
-version = "1.8.0"
+version = "1.9.3"
 
 [[deps.MacroTools]]
 deps = ["Markdown", "Random"]
-git-tree-sha1 = "42324d08725e200c23d4dfb549e0d5d89dede2d2"
+git-tree-sha1 = "9ee1618cbf5240e6d4e0371d6f24065083f60c48"
 uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
-version = "0.5.10"
+version = "0.5.11"
 
 [[deps.MappedArrays]]
 git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e"
@@ -2508,10 +2544,10 @@ deps = ["Base64"]
 uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
 
 [[deps.MbedTLS]]
-deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "Random", "Sockets"]
-git-tree-sha1 = "03a9b9718f5682ecb107ac9f7308991db4ce395b"
+deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "NetworkOptions", "Random", "Sockets"]
+git-tree-sha1 = "c067a280ddc25f196b5e7df3877c6b226d390aaf"
 uuid = "739be429-bea8-5141-9913-cc70e7f3736d"
-version = "1.1.7"
+version = "1.1.9"
 
 [[deps.MbedTLS_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -2562,9 +2598,9 @@ version = "0.4.7"
 
 [[deps.MutableArithmetics]]
 deps = ["LinearAlgebra", "SparseArrays", "Test"]
-git-tree-sha1 = "964cb1a7069723727025ae295408747a0b36a854"
+git-tree-sha1 = "6985021d02ab8c509c841bb8b2becd3145a7b490"
 uuid = "d8a4904e-b15c-11e9-3269-09a3773c0cb0"
-version = "1.3.0"
+version = "1.3.3"
 
 [[deps.NLSolversBase]]
 deps = ["DiffResults", "Distributed", "FiniteDiff", "ForwardDiff"]
@@ -2574,9 +2610,9 @@ version = "7.8.3"
 
 [[deps.NNlib]]
 deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
-git-tree-sha1 = "99e6dbb50d8a96702dc60954569e9fe7291cc55d"
+git-tree-sha1 = "72240e3f5ca031937bd536182cb2c031da5f46dd"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.8.20"
+version = "0.8.21"
 
     [deps.NNlib.extensions]
     NNlibAMDGPUExt = "AMDGPU"
@@ -2613,9 +2649,9 @@ version = "1.2.0"
 
 [[deps.OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.9"
+version = "1.12.10"
 
 [[deps.Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -2634,10 +2670,10 @@ uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
 version = "0.8.1+0"
 
 [[deps.OpenSSL_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "9ff31d101d987eb9d66bd8b176ac7c277beccd09"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "a12e56c72edee3ce6b96667745e6cbbe5498f200"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.20+0"
+version = "1.1.23+0"
 
 [[deps.OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -2658,9 +2694,9 @@ uuid = "91d4177d-7536-5919-b921-800302f37372"
 version = "1.3.2+0"
 
 [[deps.OrderedCollections]]
-git-tree-sha1 = "d321bf2de576bf25ec4d3e4360faca399afca282"
+git-tree-sha1 = "dfdf5519f235516220579f949664f1bf44e741c5"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.6.0"
+version = "1.6.3"
 
 [[deps.PCRE2_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -2669,9 +2705,9 @@ version = "10.42.0+0"
 
 [[deps.PDMats]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "67eae2738d63117a196f497d7db789821bce61d1"
+git-tree-sha1 = "4e5be6bb265d33669f98eb55d2a57addd1eeb72c"
 uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
-version = "0.11.17"
+version = "0.11.30"
 
 [[deps.Parameters]]
 deps = ["OrderedCollections", "UnPack"]
@@ -2681,20 +2717,20 @@ version = "0.12.3"
 
 [[deps.Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
-git-tree-sha1 = "a5aef8d4a6e8d81f171b2bd4be5265b01384c74c"
+git-tree-sha1 = "a935806434c9d4c506ba941871b327b96d41f2bf"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.5.10"
+version = "2.8.0"
 
 [[deps.Pixman_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b4f5d02549a10e20780a24fce72bea96b6329e29"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
+git-tree-sha1 = "64779bc4c9784fee475689a1752ef4d5747c5e87"
 uuid = "30392449-352a-5448-841d-b1acce4e97dc"
-version = "0.40.1+0"
+version = "0.42.2+0"
 
 [[deps.Pkg]]
 deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
 uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
-version = "1.9.0"
+version = "1.9.2"
 
 [[deps.PlotThemes]]
 deps = ["PlotUtils", "Statistics"]
@@ -2716,17 +2752,17 @@ version = "1.27.6"
 
 [[deps.PlutoUI]]
 deps = ["AbstractPlutoDingetjes", "Base64", "ColorTypes", "Dates", "FixedPointNumbers", "Hyperscript", "HypertextLiteral", "IOCapture", "InteractiveUtils", "JSON", "Logging", "MIMEs", "Markdown", "Random", "Reexport", "URIs", "UUIDs"]
-git-tree-sha1 = "436c0db5ba99a01452f52a0ab0fd8ad6664d5470"
+git-tree-sha1 = "fc9212642fe4e5387f43338442d986d7cfcad43f"
 repo-rev = "ms_nonlazy"
 repo-url = "https://github.com/sethaxen/PlutoUI.jl"
 uuid = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
-version = "0.7.51"
+version = "0.7.54"
 
 [[deps.PooledArrays]]
 deps = ["DataAPI", "Future"]
-git-tree-sha1 = "a6062fe4063cdafe78f4a0a81cfffb89721b30e7"
+git-tree-sha1 = "36d8b4b899628fb92c2749eb488d884a926614d3"
 uuid = "2dfb63ee-cc39-5dd5-95bd-886bf059d720"
-version = "1.4.2"
+version = "1.4.3"
 
 [[deps.PositiveFactorizations]]
 deps = ["LinearAlgebra"]
@@ -2736,15 +2772,15 @@ version = "0.2.4"
 
 [[deps.PrecompileTools]]
 deps = ["Preferences"]
-git-tree-sha1 = "259e206946c293698122f63e2b513a7c99a244e8"
+git-tree-sha1 = "03b4c25b43cb84cee5c90aa9b5ea0a78fd848d2f"
 uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
-version = "1.1.1"
+version = "1.2.0"
 
 [[deps.Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1"
+git-tree-sha1 = "00805cd429dcb4870060ff49ef443486c262e38e"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.4.0"
+version = "1.4.1"
 
 [[deps.PrettyTables]]
 deps = ["Crayons", "Formatting", "Markdown", "Reexport", "Tables"]
@@ -2754,9 +2790,9 @@ version = "1.3.1"
 
 [[deps.Primes]]
 deps = ["IntegerMathUtils"]
-git-tree-sha1 = "311a2aa90a64076ea0fac2ad7492e914e6feeb81"
+git-tree-sha1 = "1d05623b5952aed1307bf8b43bec8b8d1ef94b6e"
 uuid = "27ebfcd6-29c5-5fa9-bf4b-fb8fc14df3ae"
-version = "0.5.3"
+version = "0.5.5"
 
 [[deps.Printf]]
 deps = ["Unicode"]
@@ -2774,9 +2810,9 @@ version = "0.1.4"
 
 [[deps.ProgressMeter]]
 deps = ["Distributed", "Printf"]
-git-tree-sha1 = "d7a7aef8f8f2d537104f170139553b14dfe39fe9"
+git-tree-sha1 = "00099623ffee15972c16111bcf84c58a0051257c"
 uuid = "92933f4c-e287-5a05-a399-4b506db050ca"
-version = "1.7.2"
+version = "1.9.0"
 
 [[deps.Qt5Base_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "Fontconfig_jll", "Glib_jll", "JLLWrappers", "Libdl", "Libglvnd_jll", "OpenSSL_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libxcb_jll", "Xorg_xcb_util_image_jll", "Xorg_xcb_util_keysyms_jll", "Xorg_xcb_util_renderutil_jll", "Xorg_xcb_util_wm_jll", "Zlib_jll", "xkbcommon_jll"]
@@ -2786,9 +2822,9 @@ version = "5.15.3+2"
 
 [[deps.QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "6ec7ac8412e83d57e313393220879ede1740f9ee"
+git-tree-sha1 = "9ebcd48c498668c7fa0e97a9cae873fbee7bfee1"
 uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.8.2"
+version = "2.9.1"
 
 [[deps.REPL]]
 deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
@@ -2806,9 +2842,9 @@ version = "1.6.1"
 
 [[deps.RandomExtensions]]
 deps = ["Random", "SparseArrays"]
-git-tree-sha1 = "062986376ce6d394b23d5d90f01d81426113a3c9"
+git-tree-sha1 = "b8a399e95663485820000f26b6a43c794e166a49"
 uuid = "fb686558-2515-59ef-acaa-46db3789a887"
-version = "0.4.3"
+version = "0.4.4"
 
 [[deps.RandomNumbers]]
 deps = ["Random", "Requires"]
@@ -2823,9 +2859,9 @@ version = "0.3.2"
 
 [[deps.Ratios]]
 deps = ["Requires"]
-git-tree-sha1 = "6d7bb727e76147ba18eed998700998e17b8e4911"
+git-tree-sha1 = "1342a47bf3260ee108163042310d26f2be5ec90b"
 uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439"
-version = "0.4.4"
+version = "0.4.5"
 weakdeps = ["FixedPointNumbers"]
 
     [deps.Ratios.extensions]
@@ -2892,23 +2928,27 @@ version = "0.4.0+0"
 
 [[deps.Roots]]
 deps = ["ChainRulesCore", "CommonSolve", "Printf", "Setfield"]
-git-tree-sha1 = "e961f57a7d5b1d46059b62a8fb7223d6497a5bc4"
+git-tree-sha1 = "0f1d92463a020321983d04c110f476c274bafe2e"
 uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665"
-version = "2.0.15"
+version = "2.0.22"
 
     [deps.Roots.extensions]
     RootsForwardDiffExt = "ForwardDiff"
     RootsIntervalRootFindingExt = "IntervalRootFinding"
+    RootsSymPyExt = "SymPy"
+    RootsSymPyPythonCallExt = "SymPyPythonCall"
 
     [deps.Roots.weakdeps]
     ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210"
     IntervalRootFinding = "d2bf35a9-74e0-55ec-b149-d360ff49b807"
+    SymPy = "24249f21-da20-56a4-8eb1-6a02cf4ae2e6"
+    SymPyPythonCall = "bc8888f7-b21e-4b7c-a06a-5d9c9496438c"
 
 [[deps.RuntimeGeneratedFunctions]]
 deps = ["ExprTools", "SHA", "Serialization"]
-git-tree-sha1 = "d7d9ebe28062161c1e314ed643097b0c6fe657d9"
+git-tree-sha1 = "6aacc5eefe8415f47b3e34214c1d79d2674a0ba2"
 uuid = "7e49a35a-f44a-4d26-94aa-eba1b4ca6b47"
-version = "0.5.7"
+version = "0.5.12"
 
 [[deps.SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
@@ -2927,9 +2967,9 @@ version = "3.0.0"
 
 [[deps.Scratch]]
 deps = ["Dates"]
-git-tree-sha1 = "30449ee12237627992a99d5e30ae63e4d78cd24a"
+git-tree-sha1 = "3bac05bc7e74a75fd9cba4295cde4045d9fe2386"
 uuid = "6c6a2e73-6563-6170-7368-637461726353"
-version = "1.2.0"
+version = "1.2.1"
 
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -2961,19 +3001,25 @@ uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
 [[deps.SortingAlgorithms]]
 deps = ["DataStructures"]
-git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00"
+git-tree-sha1 = "5165dfb9fd131cf0c6957a3a7605dede376e7b63"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "1.1.0"
+version = "1.2.0"
 
 [[deps.SparseArrays]]
 deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"]
 uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
+[[deps.SparseInverseSubset]]
+deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
+git-tree-sha1 = "91402087fd5d13b2d97e3ef29bbdf9d7859e678a"
+uuid = "dc90abb0-5640-4711-901d-7e5b23a2fada"
+version = "0.1.1"
+
 [[deps.SpecialFunctions]]
 deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+git-tree-sha1 = "e2cfc4012a19088254b3950b85c3c1d8882d864d"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.2.0"
+version = "2.3.1"
 weakdeps = ["ChainRulesCore"]
 
     [deps.SpecialFunctions.extensions]
@@ -2992,15 +3038,19 @@ uuid = "aedffcd0-7271-4cad-89d0-dc628f76c6d3"
 version = "0.6.6"
 
 [[deps.StaticArrays]]
-deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "8982b3607a212b070a5e46eea83eb62b4744ae12"
+deps = ["LinearAlgebra", "PrecompileTools", "Random", "StaticArraysCore"]
+git-tree-sha1 = "5ef59aea6f18c25168842bded46b16662141ab87"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.25"
+version = "1.7.0"
+weakdeps = ["Statistics"]
+
+    [deps.StaticArrays.extensions]
+    StaticArraysStatisticsExt = "Statistics"
 
 [[deps.StaticArraysCore]]
-git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
+git-tree-sha1 = "36b3d696ce6366023a0ea192b4cd442268995a0d"
 uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
-version = "1.4.0"
+version = "1.4.2"
 
 [[deps.StatisticalTraits]]
 deps = ["ScientificTypesBase"]
@@ -3015,9 +3065,9 @@ version = "1.9.0"
 
 [[deps.StatsAPI]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "45a7769a04a3cf80da1c1c7c60caf932e6f4c9f7"
+git-tree-sha1 = "1ff449ad350c9c4cbc756624d6f8a8c3ef56d3ed"
 uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
-version = "1.6.0"
+version = "1.7.0"
 
 [[deps.StatsBase]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
@@ -3037,10 +3087,10 @@ weakdeps = ["ChainRulesCore", "InverseFunctions"]
     StatsFunsInverseFunctionsExt = "InverseFunctions"
 
 [[deps.StructArrays]]
-deps = ["Adapt", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"]
-git-tree-sha1 = "521a0e828e98bb69042fec1809c1b5a680eb7389"
+deps = ["Adapt", "ConstructionBase", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"]
+git-tree-sha1 = "0a3db38e4cce3c54fe7a71f831cd7b6194a54213"
 uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
-version = "0.6.15"
+version = "0.6.16"
 
 [[deps.SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
@@ -3075,10 +3125,10 @@ uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c"
 version = "1.0.1"
 
 [[deps.Tables]]
-deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits", "Test"]
-git-tree-sha1 = "1544b926975372da01227b382066ab70e574a3ec"
+deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits"]
+git-tree-sha1 = "cb76cf677714c095e535e3501ac7954732aeea2d"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.10.1"
+version = "1.11.1"
 
 [[deps.Tar]]
 deps = ["ArgTools", "SHA"]
@@ -3125,16 +3175,33 @@ uuid = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
 version = "0.2.20"
 
 [[deps.TranscodingStreams]]
-deps = ["Random", "Test"]
-git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769"
+git-tree-sha1 = "1fbeaaca45801b4ba17c251dd8603ef24801dd84"
 uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.9.13"
+version = "0.10.2"
+weakdeps = ["Random", "Test"]
+
+    [deps.TranscodingStreams.extensions]
+    TestExt = ["Test", "Random"]
 
 [[deps.Transducers]]
-deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37"
+deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "ConstructionBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
+git-tree-sha1 = "e579d3c991938fecbb225699e8f611fa3fbf2141"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.76"
+version = "0.4.79"
+
+    [deps.Transducers.extensions]
+    TransducersBlockArraysExt = "BlockArrays"
+    TransducersDataFramesExt = "DataFrames"
+    TransducersLazyArraysExt = "LazyArrays"
+    TransducersOnlineStatsBaseExt = "OnlineStatsBase"
+    TransducersReferenceablesExt = "Referenceables"
+
+    [deps.Transducers.weakdeps]
+    BlockArrays = "8e7c35d0-a365-5155-bbbb-fb81a777f24e"
+    DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
+    LazyArrays = "5078a376-72f3-5289-bfd5-ec5146d43c02"
+    OnlineStatsBase = "925886fa-5bf2-5e8e-b522-a9147a512338"
+    Referenceables = "42d2dcc6-99eb-4e98-b66c-637b7d73030e"
 
 [[deps.TreeViews]]
 deps = ["Test"]
@@ -3143,9 +3210,9 @@ uuid = "a2a6695c-b41b-5b7d-aed9-dbfdeacea5d7"
 version = "0.3.0"
 
 [[deps.Tricks]]
-git-tree-sha1 = "aadb748be58b492045b4f56166b5188aa63ce549"
+git-tree-sha1 = "eae1bb484cd63b36999ee58be2de6c178105112f"
 uuid = "410a4b4d-49e4-4fbc-ab6d-cb71b17b3775"
-version = "0.1.7"
+version = "0.1.8"
 
 [[deps.Turing]]
 deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
@@ -3154,9 +3221,9 @@ uuid = "fce5fe82-541a-59a6-adf8-730c64b5f9a0"
 version = "0.21.13"
 
 [[deps.URIs]]
-git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a"
+git-tree-sha1 = "67db6cc7b3821e19ebe75791a9dd19c9b1188f2b"
 uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
-version = "1.4.2"
+version = "1.5.1"
 
 [[deps.UUIDs]]
 deps = ["Random", "SHA"]
@@ -3193,10 +3260,10 @@ uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
 version = "0.1.2"
 
 [[deps.Wayland_jll]]
-deps = ["Artifacts", "Expat_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg", "XML2_jll"]
-git-tree-sha1 = "ed8d92d9774b077c53e1da50fd81a36af3744c1c"
+deps = ["Artifacts", "EpollShim_jll", "Expat_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg", "XML2_jll"]
+git-tree-sha1 = "7558e29847e99bc3f04d6569e82d0f5c54460703"
 uuid = "a2964d1f-97da-50d4-b82a-358c7fce9d89"
-version = "1.21.0+0"
+version = "1.21.0+1"
 
 [[deps.Wayland_protocols_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -3206,15 +3273,15 @@ version = "1.25.0+0"
 
 [[deps.WoodburyMatrices]]
 deps = ["LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "de67fa59e33ad156a590055375a30b23c40299d3"
+git-tree-sha1 = "5f24e158cf4cee437052371455fe361f526da062"
 uuid = "efce3f68-66dc-5838-9240-27a6d6f5f9b6"
-version = "0.5.5"
+version = "0.5.6"
 
 [[deps.XML2_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "93c41695bc1c08c46c5899f4fe06d6ead504bb73"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Zlib_jll"]
+git-tree-sha1 = "da69178aacc095066bad1f69d2f59a60a1dd8ad1"
 uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a"
-version = "2.10.3+0"
+version = "2.12.0+0"
 
 [[deps.XSLT_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Libgpg_error_jll", "Libiconv_jll", "Pkg", "XML2_jll", "Zlib_jll"]
@@ -3223,16 +3290,16 @@ uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
 version = "1.1.34+0"
 
 [[deps.Xorg_libX11_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
+git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.6.9+4"
+version = "1.8.6+0"
 
 [[deps.Xorg_libXau_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.9+4"
+version = "1.0.11+0"
 
 [[deps.Xorg_libXcursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
@@ -3241,10 +3308,10 @@ uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
 version = "1.2.0+4"
 
 [[deps.Xorg_libXdmcp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.3+4"
+version = "1.1.4+0"
 
 [[deps.Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
@@ -3283,22 +3350,22 @@ uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
 version = "0.9.10+4"
 
 [[deps.Xorg_libpthread_stubs_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.0+3"
+version = "0.1.1+0"
 
 [[deps.Xorg_libxcb_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
+git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.13.0+3"
+version = "1.15.0+0"
 
 [[deps.Xorg_libxkbfile_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
-git-tree-sha1 = "926af861744212db0eb001d9e40b5d16292080b2"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
+git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
 uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
-version = "1.1.0+4"
+version = "1.1.2+0"
 
 [[deps.Xorg_xcb_util_image_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
@@ -3331,22 +3398,22 @@ uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
 version = "0.4.1+1"
 
 [[deps.Xorg_xkbcomp_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
-git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
+git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
 uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
-version = "1.4.2+4"
+version = "1.4.6+0"
 
 [[deps.Xorg_xkeyboard_config_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
-git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
+git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
 uuid = "33bec58e-1273-512f-9401-5d533626f822"
-version = "2.27.0+4"
+version = "2.39.0+0"
 
 [[deps.Xorg_xtrans_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.4.0+3"
+version = "1.5.0+0"
 
 [[deps.ZipFile]]
 deps = ["Libdl", "Printf", "Zlib_jll"]
@@ -3367,9 +3434,9 @@ version = "1.5.5+0"
 
 [[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 = "ebac1ae9f048c669317ad48c9bed815790a468d8"
+git-tree-sha1 = "5ded212acd815612df112bb895ef3910c5a03f57"
 uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
-version = "0.6.61"
+version = "0.6.67"
 
     [deps.Zygote.extensions]
     ZygoteColorsExt = "Colors"
@@ -3383,9 +3450,9 @@ version = "0.6.61"
 
 [[deps.ZygoteRules]]
 deps = ["ChainRulesCore", "MacroTools"]
-git-tree-sha1 = "977aed5d006b840e2e40c0b48984f7463109046d"
+git-tree-sha1 = "9d749cd449fb448aeca4feee9a2f4186dbb5d184"
 uuid = "700de1a5-db45-46bc-99cf-38207098b444"
-version = "0.2.3"
+version = "0.2.4"
 
 [[deps.libaom_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -3425,7 +3492,7 @@ version = "1.3.7+1"
 [[deps.nghttp2_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
-version = "1.48.0+0"
+version = "1.52.0+1"
 
 [[deps.p7zip_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -3446,9 +3513,9 @@ version = "3.5.0+0"
 
 [[deps.xkbcommon_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Wayland_jll", "Wayland_protocols_jll", "Xorg_libxcb_jll", "Xorg_xkeyboard_config_jll"]
-git-tree-sha1 = "9ebfc140cc56e8c2156a15ceac2f0302e327ac0a"
+git-tree-sha1 = "9c304562909ab2bab0262639bd4f444d7bc2be37"
 uuid = "d8fb68d0-12a3-5cfd-a85a-d49703b185fd"
-version = "1.4.1+0"
+version = "1.4.1+1"
 """
 
 # ╔═╡ Cell order:

From e165676a3797a4f017bac05206c3aba15f8a6e71 Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Tue, 28 Nov 2023 12:35:09 +0100
Subject: [PATCH 4/6] Update URLs to current workshop

---
 README.md         | 2 +-
 docs/src/index.md | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 03a13ad0..9cede08f 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@
 [![ColPrac: Contributor's Guide on Collaborative Practices for Community Packages](https://img.shields.io/badge/ColPrac-Contributor's%20Guide-blueviolet)](https://github.com/SciML/ColPrac)
  [![License: CC BY-SA 4.0](https://img.shields.io/badge/License-CC%20BY--SA%204.0-lightgrey.svg)](http://creativecommons.org/licenses/by-sa/4.0/)
  
-This repository contains notebooks for the [Introduction to Machine Learning workshop](https://mlcolab.org/resources/introml-july-2022-workshop-materials) with the [Machine Learning ⇌ Science Colaboratory](https://mlcolab.org).
+This repository contains notebooks for the [Introduction to Machine Learning workshop](https://mlcolab.org/resources/introml-november-2023-workshop-materials) with the [Machine Learning ⇌ Science Colaboratory](https://mlcolab.org).
 
 [![notebook_preview](https://user-images.githubusercontent.com/8673634/161941600-b1c31af3-df9b-4481-bb6f-1e25a4f849d2.gif)](https://mlcolab.github.io/IntroML.jl/dev/supervised_learning.html)
 
diff --git a/docs/src/index.md b/docs/src/index.md
index 02d43b0b..0df5671d 100644
--- a/docs/src/index.md
+++ b/docs/src/index.md
@@ -4,6 +4,6 @@ CurrentModule = IntroML
 
 # Introduction to Machine Learning
 
-Materials for the [Introduction to Machine Learning](https://mlcolab.org/resources/introml-july-2022-workshop-materials) workshop with the [Machine Learning ⇌ Science Colaboratory](https://mlcolab.org/).
+Materials for the [Introduction to Machine Learning](https://mlcolab.org/resources/introml-november-2023-workshop-materials) workshop with the [Machine Learning ⇌ Science Colaboratory](https://mlcolab.org/).
 
 - [Supervised Learning: One step at a time](./supervised_learning.html)

From a920393dc3fa773c305b31065650e091d2765431 Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Tue, 28 Nov 2023 12:37:32 +0100
Subject: [PATCH 5/6] Update URL in notebook

---
 notebooks/supervised_learning.jl | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/notebooks/supervised_learning.jl b/notebooks/supervised_learning.jl
index 9debb816..f3b9a4f8 100644
--- a/notebooks/supervised_learning.jl
+++ b/notebooks/supervised_learning.jl
@@ -43,7 +43,7 @@ end
 md"""
 # Supervised learning: One step at a time
 
-This notebook was created for the ML ⇌ Science  Colaboratory's workshop [Introduction to Machine Learning](https://mlcolab.org/resources/introml-july-2022-workshop-materials).
+This notebook was created for the ML ⇌ Science  Colaboratory's workshop [Introduction to Machine Learning](https://mlcolab.org/resources/introml-november-2023-workshop-materials).
 
 We here focus on [supervised learning](https://en.wikipedia.org/wiki/Supervised_learning).
 As we progress from a simple linear regression to a first example of a neural network, we introduce the basic concepts needed to understand machine learning.

From 9d99fdc0e4d14c90f98e270c0d40978c548049d4 Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Tue, 28 Nov 2023 12:57:26 +0100
Subject: [PATCH 6/6] Revert "Remove unnecessary include"

This reverts commit 2d0cd3dfe014351990231750a55c1a159df2b660.
---
 docs/make.jl | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/make.jl b/docs/make.jl
index 19756502..bbffb8f4 100644
--- a/docs/make.jl
+++ b/docs/make.jl
@@ -1,3 +1,4 @@
+using IntroML
 using Documenter
 using PlutoSliderServer