refactor: Add plot labels to chap12&13 notebooks (#69)

Author: kir0ul

Manifest.toml

@@ -34,9 +34,9 @@ version = "3.5.0+3"
 
 [[ArrayInterface]]
 deps = ["Compat", "IfElse", "LinearAlgebra", "Requires", "SparseArrays", "Static"]
-git-tree-sha1 = "49fe2b94edd1a54ac4919b33432daefd8e6c0f28"
+git-tree-sha1 = "e527b258413e0c6d4f66ade574744c94edef81f8"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "3.1.35"
+version = "3.1.40"
 
 [[Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
@@ -87,9 +87,15 @@ version = "1.12.1"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "0541d306de71e267c1a724f84d44bbc981f287b4"
+git-tree-sha1 = "f885e7e7c124f8c92650d61b9477b9ac2ee607dd"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.10.2"
+version = "1.11.1"
+
+[[ChangesOfVariables]]
+deps = ["LinearAlgebra", "Test"]
+git-tree-sha1 = "9a1d594397670492219635b35a3d830b04730d62"
+uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
+version = "0.1.1"
 
 [[CircularArrayBuffers]]
 git-tree-sha1 = "b097d863df6c40491b7553a1eb235fbb86d37d0e"
@@ -140,14 +146,20 @@ version = "0.3.0"
 
 [[Compat]]
 deps = ["Base64", "Dates", "DelimitedFiles", "Distributed", "InteractiveUtils", "LibGit2", "Libdl", "LinearAlgebra", "Markdown", "Mmap", "Pkg", "Printf", "REPL", "Random", "SHA", "Serialization", "SharedArrays", "Sockets", "SparseArrays", "Statistics", "Test", "UUIDs", "Unicode"]
-git-tree-sha1 = "31d0151f5716b655421d9d75b7fa74cc4e744df2"
+git-tree-sha1 = "dce3e3fea680869eaa0b774b2e8343e9ff442313"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "3.39.0"
+version = "3.40.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
 
+[[Configurations]]
+deps = ["ExproniconLite", "OrderedCollections", "TOML"]
+git-tree-sha1 = "79e812c535bb9780ba00f3acba526bde5652eb13"
+uuid = "5218b696-f38b-4ac9-8b61-a12ec717816d"
+version = "0.16.6"
+
 [[ConstructionBase]]
 deps = ["LinearAlgebra"]
 git-tree-sha1 = "f74e9d5388b8620b4cee35d4c5a618dd4dc547f4"
@@ -202,16 +214,16 @@ uuid = "163ba53b-c6d8-5494-b064-1a9d43ac40c5"
 version = "1.0.3"
 
 [[DiffRules]]
-deps = ["NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "7220bc21c33e990c14f4a9a319b1d242ebc5b269"
+deps = ["LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
+git-tree-sha1 = "3287dacf67c3652d3fed09f4c12c187ae4dbb89a"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.3.1"
+version = "1.4.0"
 
 [[Distances]]
 deps = ["LinearAlgebra", "Statistics", "StatsAPI"]
-git-tree-sha1 = "09d9eaef9ef719d2cd5d928a191dc95be2ec8059"
+git-tree-sha1 = "837c83e5574582e07662bbbba733964ff7c26b9d"
 uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
-version = "0.10.5"
+version = "0.10.6"
 
 [[Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
@@ -225,9 +237,9 @@ version = "0.24.18"
 
 [[DocStringExtensions]]
 deps = ["LibGit2"]
-git-tree-sha1 = "a32185f5428d3986f47c2ab78b1f216d5e6cc96f"
+git-tree-sha1 = "b19534d1895d702889b219c382a6e18010797f0b"
 uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
-version = "0.8.5"
+version = "0.8.6"
 
 [[Downloads]]
 deps = ["ArgTools", "LibCURL", "NetworkOptions"]
@@ -247,9 +259,9 @@ version = "1.2.9"
 
 [[EllipsisNotation]]
 deps = ["ArrayInterface"]
-git-tree-sha1 = "8041575f021cba5a099a456b4163c9a08b566a02"
+git-tree-sha1 = "9aad812fb7c4c038da7cab5a069f502e6e3ae030"
 uuid = "da5c29d0-fa7d-589e-88eb-ea29b0a81949"
-version = "1.1.0"
+version = "1.1.1"
 
 [[Expat_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -262,6 +274,11 @@ git-tree-sha1 = "b7e3d17636b348f005f11040025ae8c6f645fe92"
 uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
 version = "0.1.6"
 
+[[ExproniconLite]]
+git-tree-sha1 = "8b08cc88844e4d01db5a2405a08e9178e19e479e"
+uuid = "55351af7-c7e9-48d6-89ff-24e801d99491"
+version = "0.6.13"
+
 [[FFMPEG]]
 deps = ["FFMPEG_jll"]
 git-tree-sha1 = "b57e3acbe22f8484b4b5ff66a7499717fe1a9cc8"
@@ -286,6 +303,9 @@ git-tree-sha1 = "c6033cc3892d0ef5bb9cd29b7f2f0331ea5184ea"
 uuid = "f5851436-0d7a-5f13-b9de-f02708fd171a"
 version = "3.3.10+0"
 
+[[FileWatching]]
+uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
+
 [[FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays"]
 git-tree-sha1 = "693210145367e7685d8604aee33d9bfb85db8b31"
@@ -318,9 +338,9 @@ version = "0.4.2"
 
 [[ForwardDiff]]
 deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"]
-git-tree-sha1 = "63777916efbcb0ab6173d09a658fb7f2783de485"
+git-tree-sha1 = "ef3fec65f9db26fa2cf8f4133c697c5b7ce63c1d"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "0.10.21"
+version = "0.10.22"
 
 [[FreeType2_jll]]
 deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
@@ -343,11 +363,17 @@ version = "0.2.7"
 deps = ["Random"]
 uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"
 
+[[FuzzyCompletions]]
+deps = ["REPL"]
+git-tree-sha1 = "2cc2791b324e8ed387a91d7226d17be754e9de61"
+uuid = "fb4132e2-a121-4a70-b8a1-d5b831dcdcc2"
+version = "0.4.3"
+
 [[GLFW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Libglvnd_jll", "Pkg", "Xorg_libXcursor_jll", "Xorg_libXi_jll", "Xorg_libXinerama_jll", "Xorg_libXrandr_jll"]
-git-tree-sha1 = "dba1e8614e98949abfa60480b13653813d8f0157"
+git-tree-sha1 = "0c603255764a1fa0b61752d2bec14cfbd18f7fe8"
 uuid = "0656b61e-2033-5cc2-a64a-77c0f6c09b89"
-version = "3.3.5+0"
+version = "3.3.5+1"
 
 [[GPUArrays]]
 deps = ["Adapt", "LinearAlgebra", "Printf", "Random", "Serialization", "Statistics"]
@@ -357,9 +383,9 @@ version = "8.1.2"
 
 [[GPUCompiler]]
 deps = ["ExprTools", "InteractiveUtils", "LLVM", "Libdl", "Logging", "TimerOutputs", "UUIDs"]
-git-tree-sha1 = "ba475ea91facd7bde9f0f113f60e975882b4f5ca"
+git-tree-sha1 = "77d915a0af27d474f0aaf12fcd46c400a552e84c"
 uuid = "61eb1bfa-7361-4325-ad38-22787b887f55"
-version = "0.13.6"
+version = "0.13.7"
 
 [[GR]]
 deps = ["Base64", "DelimitedFiles", "GR_jll", "HTTP", "JSON", "Libdl", "LinearAlgebra", "Pkg", "Printf", "Random", "Serialization", "Sockets", "Test", "UUIDs"]
@@ -369,9 +395,9 @@ version = "0.61.0"
 
 [[GR_jll]]
 deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Pkg", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "cafe0823979a5c9bff86224b3b8de29ea5a44b2e"
+git-tree-sha1 = "fd75fa3a2080109a2c0ec9864a6e14c60cca3866"
 uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
-version = "0.61.0+0"
+version = "0.62.0+0"
 
 [[GeometryBasics]]
 deps = ["EarCut_jll", "IterTools", "LinearAlgebra", "StaticArrays", "StructArrays", "Tables"]
@@ -421,9 +447,9 @@ uuid = "47d2ed2b-36de-50cf-bf87-49c2cf4b8b91"
 version = "0.0.4"
 
 [[HypertextLiteral]]
-git-tree-sha1 = "5efcf53d798efede8fee5b2c8b09284be359bf24"
+git-tree-sha1 = "2b078b5a615c6c0396c77810d92ee8c6f470d238"
 uuid = "ac1192a8-f4b3-4bfe-ba22-af5b92cd3ab2"
-version = "0.9.2"
+version = "0.9.3"
 
 [[IOCapture]]
 deps = ["Logging", "Random"]
@@ -438,9 +464,9 @@ uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
 version = "0.4.3"
 
 [[IfElse]]
-git-tree-sha1 = "28e837ff3e7a6c3cdb252ce49fb412c8eb3caeef"
+git-tree-sha1 = "debdd00ffef04665ccbb3e150747a77560e8fad1"
 uuid = "615f187c-cbe4-4ef1-ba3b-2fcf58d6d173"
-version = "0.1.0"
+version = "0.1.1"
 
 [[IniFile]]
 deps = ["Test"]
@@ -472,9 +498,9 @@ version = "0.5.3"
 
 [[InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "f0c6489b12d28fb4c2103073ec7452f3423bd308"
+git-tree-sha1 = "a7254c0acd8e62f1ac75ad24d5db43f5f19f3c65"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.1"
+version = "0.1.2"
 
 [[IrrationalConstants]]
 git-tree-sha1 = "7fd44fd4ff43fc60815f8e764c0f352b83c49151"
@@ -546,9 +572,9 @@ uuid = "dd4b983a-f0e5-5f8d-a1b7-129d4a5fb1ac"
 version = "2.10.1+0"
 
 [[LaTeXStrings]]
-git-tree-sha1 = "c7f1c695e06c01b95a67f0cd1d34994f3e7db104"
+git-tree-sha1 = "f2355693d6778a178ade15952b7ac47a4ff97996"
 uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
-version = "1.2.1"
+version = "1.3.0"
 
 [[Latexify]]
 deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "Printf", "Requires"]
@@ -632,10 +658,10 @@ deps = ["Libdl"]
 uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
 
 [[LogExpFunctions]]
-deps = ["ChainRulesCore", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "6193c3815f13ba1b78a51ce391db8be016ae9214"
+deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
+git-tree-sha1 = "be9eef9f9d78cecb6f262f3c10da151a6c5ab827"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.4"
+version = "0.3.5"
 
 [[Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
@@ -648,9 +674,9 @@ version = "2021.1.1+2"
 
 [[MacroTools]]
 deps = ["Markdown", "Random"]
-git-tree-sha1 = "5a5bc6bf062f0f95e62d0fe0a2d99699fed82dd9"
+git-tree-sha1 = "3d3e902b31198a27340d0bf00d6ac452866021cf"
 uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
-version = "0.5.8"
+version = "0.5.9"
 
 [[Markdown]]
 deps = ["Base64"]
@@ -689,6 +715,12 @@ uuid = "a63ad114-7e13-5084-954f-fe012c677804"
 [[MozillaCACerts_jll]]
 uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
 
+[[MsgPack]]
+deps = ["Serialization"]
+git-tree-sha1 = "a8cbf066b54d793b9a48c5daa5d586cf2b5bd43d"
+uuid = "99f44e22-a591-53d1-9472-aa23ef4bd671"
+version = "1.1.0"
+
 [[MultivariateStats]]
 deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsBase"]
 git-tree-sha1 = "8d958ff1854b166003238fe191ec34b9d592860a"
@@ -697,9 +729,9 @@ version = "0.8.0"
 
 [[NNlib]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "LinearAlgebra", "Pkg", "Requires", "Statistics"]
-git-tree-sha1 = "5203a4532ad28c44f82c76634ad621d7c90abcbd"
+git-tree-sha1 = "e9ee896802054f832a646f607d26ea9fa1181c90"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.7.29"
+version = "0.7.30"
 
 [[NNlibCUDA]]
 deps = ["CUDA", "LinearAlgebra", "NNlib", "Random", "Statistics"]
@@ -728,9 +760,9 @@ version = "0.4.0"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "c0e9e582987d36d5a61e650e6e543b9e44d9914b"
+git-tree-sha1 = "043017e0bdeff61cfbb7afeb558ab29536bbb5ed"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.10.7"
+version = "1.10.8"
 
 [[Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -777,15 +809,15 @@ version = "8.44.0+0"
 
 [[PDMats]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "4dd403333bcf0909341cfe57ec115152f937d7d8"
+git-tree-sha1 = "c8b8775b2f242c80ea85c83714c64ecfa3c53355"
 uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
-version = "0.11.1"
+version = "0.11.3"
 
 [[Parsers]]
 deps = ["Dates"]
-git-tree-sha1 = "f19e978f81eca5fd7620650d7dbea58f825802ee"
+git-tree-sha1 = "ae4bbcadb2906ccc085cf52ac286dc1377dceccc"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.1.0"
+version = "2.1.2"
 
 [[Pixman_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -815,6 +847,12 @@ git-tree-sha1 = "68a8a1f4d5763271d38847f0e22d67a7a61b6565"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
 version = "1.23.0"
 
+[[Pluto]]
+deps = ["Base64", "Configurations", "Dates", "Distributed", "FileWatching", "FuzzyCompletions", "HTTP", "InteractiveUtils", "Logging", "Markdown", "MsgPack", "Pkg", "REPL", "Sockets", "TableIOInterface", "Tables", "UUIDs"]
+git-tree-sha1 = "39da9dbed4931b85d65029ee78f75231cbfe20c4"
+uuid = "c3e4b0f8-55cb-11ea-2926-15256bba5781"
+version = "0.17.1"
+
 [[PlutoUI]]
 deps = ["Base64", "Dates", "Hyperscript", "HypertextLiteral", "IOCapture", "InteractiveUtils", "JSON", "Logging", "Markdown", "Random", "Reexport", "UUIDs"]
 git-tree-sha1 = "4c8a7d080daca18545c56f1cac28710c362478f3"
@@ -921,9 +959,9 @@ version = "0.8.6"
 
 [[ReinforcementLearningEnvironments]]
 deps = ["DelimitedFiles", "IntervalSets", "LinearAlgebra", "MacroTools", "Markdown", "Pkg", "Random", "ReinforcementLearningBase", "Requires", "SparseArrays", "StatsBase"]
-git-tree-sha1 = "ad6c03cc29b489c86119d7aa855e632f6f9792f9"
+git-tree-sha1 = "712247ae87b2c2e7107416bce256278d84d1b597"
 uuid = "25e41dd2-4622-11e9-1641-f1adca772921"
-version = "0.6.8"
+version = "0.6.9"
 
 [[ReinforcementLearningZoo]]
 deps = ["AbstractTrees", "CUDA", "CircularArrayBuffers", "DataStructures", "Dates", "Distributions", "Flux", "IntervalSets", "LinearAlgebra", "Logging", "MacroTools", "Random", "ReinforcementLearningBase", "ReinforcementLearningCore", "Setfield", "Statistics", "StatsBase", "StructArrays", "Zygote"]
@@ -998,9 +1036,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "2d57e14cd614083f132b6224874296287bfa3979"
+git-tree-sha1 = "f0bccf98e16759818ffc5d97ac3ebf87eb950150"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "1.8.0"
+version = "1.8.1"
 
 [[Static]]
 deps = ["IfElse"]
@@ -1055,6 +1093,11 @@ uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 deps = ["Dates"]
 uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
 
+[[TableIOInterface]]
+git-tree-sha1 = "9a0d3ab8afd14f33a35af7391491ff3104401a35"
+uuid = "d1efa939-5518-4425-949f-ab857e148477"
+version = "0.1.6"
+
 [[TableOperations]]
 deps = ["SentinelArrays", "Tables", "Test"]
 git-tree-sha1 = "e383c87cf2a1dc41fa30c093b2a19877c83e1bc1"
@@ -1291,9 +1334,9 @@ version = "1.5.0+0"
 
 [[Zygote]]
 deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "IRTools", "InteractiveUtils", "LinearAlgebra", "MacroTools", "NaNMath", "Random", "Requires", "SpecialFunctions", "Statistics", "ZygoteRules"]
-git-tree-sha1 = "0fc9959bcabc4668c403810b4e851f6b8962eac9"
+git-tree-sha1 = "2c30f2df0ba43c17e88c8b55b5b22c401f7cde4e"
 uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
-version = "0.6.29"
+version = "0.6.30"
 
 [[ZygoteRules]]
 deps = ["MacroTools"]

Project.toml

@@ -1,8 +1,10 @@
 [deps]
 Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
 Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
+LaTeXStrings = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
 Measures = "442fdcdd-2543-5da2-b0f3-8c86c306513e"
 Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
+Pluto = "c3e4b0f8-55cb-11ea-2926-15256bba5781"
 PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
 ReinforcementLearning = "158674fc-8238-5cab-b5ba-03dfc80d1318"
 Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"

notebooks/Chapter12_Random_Walk.jl

@@ -1,5 +1,5 @@
 ### A Pluto.jl notebook ###
-# v0.16.4
+# v0.17.0
 
 using Markdown
 using InteractiveUtils
@@ -66,7 +66,7 @@ end
 begin
 	As = [0:0.1:1, 0:0.1:1, 0:0.1:1, 0:0.1:1, 0:0.1:1, 0:0.05:0.5, 0:0.02:0.2, 0:0.01:0.1]
 	Λ = [0., 0.4, .8, 0.9, 0.95, 0.975, 0.99, 1.]
-	p = plot(legend=:topright)
+	p = plot(legend=:topright, xlabel="α", ylabel="RMS error")
 	for (A, λ) in zip(As, Λ)
 		plot!(p, A, [records(α, λ) for α in A], label="lambda = $λ")
 	end