diff --git a/Manifest.toml b/Manifest.toml
index 0aa0c42..6bb42c7 100644
--- a/Manifest.toml
+++ b/Manifest.toml
@@ -21,15 +21,15 @@ version = "0.1.7"
 
 [[deps.CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
-git-tree-sha1 = "02aa26a4cf76381be7f66e020a3eddeb27b0a092"
+git-tree-sha1 = "cd67fc487743b2f0fd4380d4cbd3a24660d0eec8"
 uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
-version = "0.7.2"
+version = "0.7.3"
 
 [[deps.ConcurrentUtilities]]
 deps = ["Serialization", "Sockets"]
-git-tree-sha1 = "5372dbbf8f0bdb8c700db5367132925c0771ef7e"
+git-tree-sha1 = "8cfa272e8bdedfa88b6aefbbca7c19f1befac519"
 uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
-version = "2.2.1"
+version = "2.3.0"
 
 [[deps.Dates]]
 deps = ["Printf"]
@@ -68,9 +68,9 @@ uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
 
 [[deps.Franklin]]
 deps = ["Dates", "DelimitedFiles", "DocStringExtensions", "ExprTools", "FranklinTemplates", "HTTP", "Literate", "LiveServer", "Logging", "Markdown", "NodeJS", "OrderedCollections", "Pkg", "REPL", "Random", "TOML"]
-git-tree-sha1 = "a9dd685745912cbe1d8d9c5e3126ab1f885b94ee"
+git-tree-sha1 = "31e70717e0640d6576fe04d611a33df1c9c312d6"
 uuid = "713c75ef-9fc9-4b05-94a9-213340da978e"
-version = "0.10.93"
+version = "0.10.95"
 
 [[deps.FranklinTemplates]]
 deps = ["LiveServer"]
@@ -130,9 +130,9 @@ uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
 
 [[deps.Literate]]
 deps = ["Base64", "IOCapture", "JSON", "REPL"]
-git-tree-sha1 = "ae5703dde29228490f03cbd64c47be8131819485"
+git-tree-sha1 = "7cf4b8ca67b6a86a2ad7526bfe514ecd00d944f9"
 uuid = "98b081ad-f1c9-55d3-8b20-4c87d4299306"
-version = "2.15.0"
+version = "2.16.0"
 
 [[deps.LiveServer]]
 deps = ["HTTP", "LoggingExtras", "MIMEs", "Pkg", "Sockets", "Test"]
@@ -145,9 +145,9 @@ uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
 
 [[deps.LoggingExtras]]
 deps = ["Dates", "Logging"]
-git-tree-sha1 = "0d097476b6c381ab7906460ef1ef1638fbce1d91"
+git-tree-sha1 = "c1dd6d7978c12545b4179fb6153b9250c96b0075"
 uuid = "e6f89c97-d47a-5376-807f-9c37f3926c36"
-version = "1.0.2"
+version = "1.0.3"
 
 [[deps.MIMEs]]
 git-tree-sha1 = "65f28ad4b594aebe22157d6fac869786a255b7eb"
@@ -159,10 +159,10 @@ 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 = "f512dc13e64e96f703fd92ce617755ee6b5adf0f"
 uuid = "739be429-bea8-5141-9913-cc70e7f3736d"
-version = "1.1.7"
+version = "1.1.8"
 
 [[deps.MbedTLS_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -194,9 +194,9 @@ version = "1.4.1"
 
 [[deps.OpenSSL_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "ceeda72c9fd6bbebc4f4f598560789145a8b6c4c"
+git-tree-sha1 = "cc6e1927ac521b659af340e0ca45828a3ffc748f"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "3.0.11+0"
+version = "3.0.12+0"
 
 [[deps.OrderedCollections]]
 git-tree-sha1 = "2e73fe17cac3c62ad1aebe70d44c963c3cfdc3e3"
@@ -205,9 +205,9 @@ version = "1.6.2"
 
 [[deps.Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
-git-tree-sha1 = "716e24b21538abc91f6205fd1d8363f39b442851"
+git-tree-sha1 = "a935806434c9d4c506ba941871b327b96d41f2bf"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.7.2"
+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"]
@@ -268,15 +268,18 @@ 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.URIs]]
-git-tree-sha1 = "b7a5e99f24892b6824a954199a45e9ffcc1c70f0"
+git-tree-sha1 = "67db6cc7b3821e19ebe75791a9dd19c9b1188f2b"
 uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
-version = "1.5.0"
+version = "1.5.1"
 
 [[deps.UUIDs]]
 deps = ["Random", "SHA"]
diff --git a/package-lock.json b/package-lock.json
index a904d68..f032591 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -5,13 +5,13 @@
   "packages": {
     "": {
       "dependencies": {
-        "highlight.js": "^11.8.0"
+        "highlight.js": "^11.9.0"
       }
     },
     "node_modules/highlight.js": {
-      "version": "11.8.0",
-      "resolved": "https://registry.npmjs.org/highlight.js/-/highlight.js-11.8.0.tgz",
-      "integrity": "sha512-MedQhoqVdr0U6SSnWPzfiadUcDHfN/Wzq25AkXiQv9oiOO/sG0S7XkvpFIqWBl9Yq1UYyYOOVORs5UW2XlPyzg==",
+      "version": "11.9.0",
+      "resolved": "https://registry.npmjs.org/highlight.js/-/highlight.js-11.9.0.tgz",
+      "integrity": "sha512-fJ7cW7fQGCYAkgv4CPfwFHrfd/cLS4Hau96JuJ+ZTOWhjnhoeN1ub1tFmALm/+lW5z4WCAuAV9bm05AP0mS6Gw==",
       "engines": {
         "node": ">=12.0.0"
       }
diff --git a/package.json b/package.json
index e37b17c..c849f52 100644
--- a/package.json
+++ b/package.json
@@ -1,5 +1,5 @@
 {
   "dependencies": {
-    "highlight.js": "^11.8.0"
+    "highlight.js": "^11.9.0"
   }
 }
diff --git a/sitemap.xml b/sitemap.xml
index d992423..3a15350 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,157 +3,157 @@
 
 <url>
     <loc>fluxml.ai/blogposts/2017-12-06-ml-pl/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
     <changefreq>monthly</changefreq>
     <priority>0.5</priority>
 </url>
 <url>
     <loc>fluxml.ai/blogposts/2019-09-11-simulating-the-motion-of-charges/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
     <changefreq>monthly</changefreq>
     <priority>0.5</priority>
 </url>
 <url>
     <loc>fluxml.ai/governance/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
     <changefreq>monthly</changefreq>
     <priority>0.5</priority>
 </url>
 <url>
     <loc>fluxml.ai/blogposts/2019-05-30-JSoC-Cohort/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
     <changefreq>monthly</changefreq>
     <priority>0.5</priority>
 </url>
 <url>
     <loc>fluxml.ai/getting_started/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
     <changefreq>monthly</changefreq>
     <priority>0.5</priority>
 </url>
 <url>
     <loc>fluxml.ai/gsod/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
     <changefreq>monthly</changefreq>
     <priority>0.5</priority>
 </url>
 <url>
     <loc>fluxml.ai/blogposts/2020-06-29-acclerating-flux-torch/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
     <changefreq>monthly</changefreq>
     <priority>0.5</priority>
 </url>
 <url>
     <loc>fluxml.ai/tutorialposts/2021-10-14-vanilla-gan/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
     <changefreq>monthly</changefreq>
     <priority>0.5</priority>
 </url>
 <url>
     <loc>fluxml.ai/gsoc/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
     <changefreq>monthly</changefreq>
     <priority>0.5</priority>
 </url>
 <url>
     <loc>fluxml.ai/tutorials/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-11</lastmod>
     <changefreq>monthly</changefreq>
     <priority>0.5</priority>
 </url>
 <url>
     <loc>fluxml.ai/tutorialposts/2020-09-15-deep-learning-flux/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
     <changefreq>monthly</changefreq>
     <priority>0.5</priority>
 </url>
 <url>
     <loc>fluxml.ai/tutorialposts/2020-10-18-transfer-learning/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
     <changefreq>monthly</changefreq>
     <priority>0.5</priority>
 </url>
 <url>
     <loc>fluxml.ai/blog/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-11</lastmod>
     <changefreq>monthly</changefreq>
     <priority>0.5</priority>
 </url>
 <url>
     <loc>fluxml.ai/models/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
     <changefreq>monthly</changefreq>
     <priority>0.5</priority>
 </url>
 <url>
     <loc>fluxml.ai/blogposts/2018-12-03-ml-language-compiler/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
     <changefreq>monthly</changefreq>
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 </url>
 <url>
     <loc>fluxml.ai/blogposts/2017-08-24-generic-gpu/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
     <changefreq>monthly</changefreq>
     <priority>0.5</priority>
 </url>
 <url>
     <loc>fluxml.ai/blogposts/2019-02-07-what-is-differentiable-programming/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
     <changefreq>monthly</changefreq>
     <priority>0.5</priority>
 </url>
 <url>
     <loc>fluxml.ai/tutorialposts/2021-01-26-mlp/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
     <changefreq>monthly</changefreq>
     <priority>0.5</priority>
 </url>
 <url>
     <loc>fluxml.ai/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
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     <changefreq>monthly</changefreq>
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 </url>
 <url>
     <loc>fluxml.ai/blogposts/2021-12-1-flux-numfocus/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
     <changefreq>monthly</changefreq>
     <priority>0.5</priority>
 </url>
 <url>
     <loc>fluxml.ai/tutorialposts/2021-02-07-convnet/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
     <changefreq>monthly</changefreq>
     <priority>0.5</priority>
 </url>
 <url>
     <loc>fluxml.ai/blogposts/2023-06-07-metalhead-v0.8/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
     <changefreq>monthly</changefreq>
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 </url>
 <url>
     <loc>fluxml.ai/blogposts/2019-03-05-dp-vs-rl/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
     <changefreq>monthly</changefreq>
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 </url>
 <url>
     <loc>fluxml.ai/tutorialposts/2021-01-21-data-loader/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
     <changefreq>monthly</changefreq>
     <priority>0.5</priority>
 </url>
 <url>
     <loc>fluxml.ai/blogposts/2020-12-20-Flux3D/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
     <changefreq>monthly</changefreq>
     <priority>0.5</priority>
 </url>
 <url>
     <loc>fluxml.ai/tutorialposts/2021-10-08-dcgan-mnist/index.html</loc>
-    <lastmod>2023-09-30</lastmod>
+    <lastmod>2023-11-10</lastmod>
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 </url>
diff --git a/tutorialposts/2020-09-15-deep-learning-flux/index.html b/tutorialposts/2020-09-15-deep-learning-flux/index.html
index 77d5650..bffb154 100644
--- a/tutorialposts/2020-09-15-deep-learning-flux/index.html
+++ b/tutorialposts/2020-09-15-deep-learning-flux/index.html
@@ -1 +1 @@
-<!DOCTYPE html> <html lang=en > <style> #cppn{ position:absolute; top:0; bottom:0; height: 100%; width: 100vw; } iframe { display: block; border-style:none; } </style> <meta property="og:title" content=Flux.jl > <meta property="og:description" content="The elegant machine learning library"> <meta property="og:image" content="/assets/images/FluxGitHubPreview.png"> <meta property="og:url" content=fluxml.ai > <meta name="twitter:title" content=Flux.jl > <meta name="twitter:description" content="The elegant machine learning library"> <meta name="twitter:image" content="/assets/images/FluxGitHubPreview.png"> <meta name="twitter:card" content=summary_large_image > <link rel=apple-touch-icon  sizes=180x180  href="assets/favicon_io/apple-touch-icon.png"> <link rel=icon  type="image/png" sizes=32x32  href="assets/favicon_io/favicon-32x32.png"> <link rel=icon  type="image/png" sizes=16x16  href="assets/favicon_io/favicon-16x16.png"> <link rel=manifest  href="assets/favicon_io/site.webmanifest"> <script async src="https://www.googletagmanager.com/gtag/js?id=UA-36890222-9"></script> <script> window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} gtag('js', new Date()); gtag('config', 'UA-36890222-9'); </script> <meta charset=utf-8 > <meta name=viewport  content="width=device-width, initial-scale=1, shrink-to-fit=no"> <link rel=stylesheet  href="https://maxcdn.bootstrapcdn.com/bootstrap/4.0.0-beta/css/bootstrap.min.css" integrity="sha384-/Y6pD6FV/Vv2HJnA6t+vslU6fwYXjCFtcEpHbNJ0lyAFsXTsjBbfaDjzALeQsN6M" crossorigin=anonymous > <link rel=stylesheet  href="../../css/script_default.css"> <link rel=stylesheet  href="../../css/site.css"> <link rel=stylesheet  href="https://use.fontawesome.com/releases/v5.6.3/css/all.css" integrity="sha384-UHRtZLI+pbxtHCWp1t77Bi1L4ZtiqrqD80Kn4Z8NTSRyMA2Fd33n5dQ8lWUE00s/" crossorigin=anonymous > <link rel=stylesheet  href="https://cdn.jsdelivr.net/npm/katex@0.10.0/dist/katex.min.css" integrity="sha384-9eLZqc9ds8eNjO3TmqPeYcDj8n+Qfa4nuSiGYa6DjLNcv9BtN69ZIulL9+8CqC9Y" crossorigin=anonymous > <script defer src="https://cdn.jsdelivr.net/npm/katex@0.10.0/dist/katex.min.js" integrity="sha384-K3vbOmF2BtaVai+Qk37uypf7VrgBubhQreNQe9aGsz9lB63dIFiQVlJbr92dw2Lx" crossorigin=anonymous ></script> <script defer src="https://cdn.jsdelivr.net/npm/katex@0.10.0/dist/contrib/auto-render.min.js" integrity="sha384-kmZOZB5ObwgQnS/DuDg6TScgOiWWBiVt0plIRkZCmE6rDZGrEOQeHM5PcHi+nyqe" crossorigin=anonymous  onload="renderMathInElement(document.body, { delimiters: [ {left: '$[[', right: ']]', display: true}, {left: '\\[', right: '\\]', display: true}, {left: '[[', right: ']]', display: false} ] });"> </script> <title>Flux – Elegant ML</title> <nav class="navbar navbar-expand-lg navbar-dark container lighter"> <a class=navbar-brand  href="/./"> <div class=logo  style="font-size:30pt;margin-top:-15px;margin-bottom:-10px;">flux</div> </a> <button class=navbar-toggler  type=button  data-toggle=collapse  data-target="#navbarSupportedContent" aria-controls=navbarSupportedContent  aria-expanded=false  aria-label="Toggle navigation"> <span class=navbar-toggler-icon ></span> </button> <div class="collapse navbar-collapse" id=navbarSupportedContent > <ul class="navbar-nav mr-auto"> <li class=nav-item > <a class=nav-link  href="https://fluxml.ai/Flux.jl/" target=_blank >Documentation</a> <li class=nav-item > <a class=nav-link  href="https://github.com/FluxML/model-zoo/" target=_blank >Model Zoo</a> <li class=nav-item > <a class=nav-link  href="https://github.com/FluxML/Flux.jl" target=_blank >GitHub</a> <li class=nav-item > <a class=nav-link  href="https://fluxml.ai/Flux.jl/stable/ecosystem/">Ecosystem</a> <!-- <li class=nav-item > <a class=nav-link  href="/./gsod/">GSoD</a> --> <li class=nav-item > <a class=nav-link  href="/./blog/">Blog</a> <li class=nav-item > <a class=nav-link  href="/./gsoc/">GSoC</a> <li> <a class=nav-link  href="/./governance/">Governance</a> <li class=nav-item > <a class=nav-link  href="https://github.com/FluxML/Flux.jl/blob/master/CONTRIBUTING.md" target=_blank >Contribute</a> </ul> </div> </nav> <div class=content > <div class=container > <h1>Deep Learning with Flux - A 60 Minute Blitz</h1> <div class=franklin-content > <p class=author >– Saswat Das, Mike Innes, Andrew Dinhobl, Ygor Canalli, Sudhanshu Agrawal, João Felipe Santos</p> </div> </div> </div> <div class="container footer lighter"> <p>Flux: A Deep Learning Library for the Julia Programming Language </p> <a href="https://twitter.com/FluxML?ref_src=twsrc%5Etfw" class=twitter-follow-button  data-show-count=false >Follow @FluxML</a> <script async src="https://platform.twitter.com/widgets.js" charset=utf-8 ></script> </div> <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script> <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script> <script src="/./libs/highlight.pack.js"></script> <script>hljs.initHighlightingOnLoad();</script> <script src="/.//instant.page/1.0.0" type=module  integrity="sha384-6w2SekMzCkuMQ9sEbq0cLviD/yR2HfA/+ekmKiBnFlsoSvb/VmQFSi/umVShadQI"></script>
\ No newline at end of file
+<!DOCTYPE html> <html lang=en > <style> #cppn{ position:absolute; top:0; bottom:0; height: 100%; width: 100vw; } iframe { display: block; border-style:none; } </style> <meta property="og:title" content=Flux.jl > <meta property="og:description" content="The elegant machine learning library"> <meta property="og:image" content="/assets/images/FluxGitHubPreview.png"> <meta property="og:url" content=fluxml.ai > <meta name="twitter:title" content=Flux.jl > <meta name="twitter:description" content="The elegant machine learning library"> <meta name="twitter:image" content="/assets/images/FluxGitHubPreview.png"> <meta name="twitter:card" content=summary_large_image > <link rel=apple-touch-icon  sizes=180x180  href="assets/favicon_io/apple-touch-icon.png"> <link rel=icon  type="image/png" sizes=32x32  href="assets/favicon_io/favicon-32x32.png"> <link rel=icon  type="image/png" sizes=16x16  href="assets/favicon_io/favicon-16x16.png"> <link rel=manifest  href="assets/favicon_io/site.webmanifest"> <script async src="https://www.googletagmanager.com/gtag/js?id=UA-36890222-9"></script> <script> window.dataLayer = window.dataLayer || []; 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url='http://fluxml.ai/Flux.jl/stable/tutorials/2020-09-15-deep-learning-flux/'"/> <p class=author >– Saswat Das, Mike Innes, Andrew Dinhobl, Ygor Canalli, Sudhanshu Agrawal, João Felipe Santos</p> </div> </div> </div> <div class="container footer lighter"> <p>Flux: A Deep Learning Library for the Julia Programming Language </p> <a href="https://twitter.com/FluxML?ref_src=twsrc%5Etfw" class=twitter-follow-button  data-show-count=false >Follow @FluxML</a> <script async src="https://platform.twitter.com/widgets.js" charset=utf-8 ></script> </div> <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script> <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script> <script src="/./libs/highlight.pack.js"></script> <script>hljs.initHighlightingOnLoad();</script> <script src="/.//instant.page/1.0.0" type=module  integrity="sha384-6w2SekMzCkuMQ9sEbq0cLviD/yR2HfA/+ekmKiBnFlsoSvb/VmQFSi/umVShadQI"></script>
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diff --git a/tutorialposts/2020-10-18-transfer-learning/index.html b/tutorialposts/2020-10-18-transfer-learning/index.html
index e04e8bd..842c1d2 100644
--- a/tutorialposts/2020-10-18-transfer-learning/index.html
+++ b/tutorialposts/2020-10-18-transfer-learning/index.html
@@ -1 +1 @@
-<!DOCTYPE html> <html lang=en > <style> #cppn{ position:absolute; top:0; bottom:0; height: 100%; width: 100vw; } iframe { display: block; border-style:none; } </style> <meta property="og:title" content=Flux.jl > <meta property="og:description" content="The elegant machine learning library"> <meta property="og:image" content="/assets/images/FluxGitHubPreview.png"> <meta property="og:url" content=fluxml.ai > <meta name="twitter:title" content=Flux.jl > <meta name="twitter:description" content="The elegant machine learning library"> <meta name="twitter:image" content="/assets/images/FluxGitHubPreview.png"> <meta name="twitter:card" content=summary_large_image > <link rel=apple-touch-icon  sizes=180x180  href="assets/favicon_io/apple-touch-icon.png"> <link rel=icon  type="image/png" sizes=32x32  href="assets/favicon_io/favicon-32x32.png"> <link rel=icon  type="image/png" sizes=16x16  href="assets/favicon_io/favicon-16x16.png"> <link rel=manifest  href="assets/favicon_io/site.webmanifest"> <script async src="https://www.googletagmanager.com/gtag/js?id=UA-36890222-9"></script> <script> window.dataLayer = window.dataLayer || []; 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+<!DOCTYPE html> <html lang=en > <style> #cppn{ position:absolute; top:0; bottom:0; height: 100%; width: 100vw; } iframe { display: block; border-style:none; } </style> <meta property="og:title" content=Flux.jl > <meta property="og:description" content="The elegant machine learning library"> <meta property="og:image" content="/assets/images/FluxGitHubPreview.png"> <meta property="og:url" content=fluxml.ai > <meta name="twitter:title" content=Flux.jl > <meta name="twitter:description" content="The elegant machine learning library"> <meta name="twitter:image" content="/assets/images/FluxGitHubPreview.png"> <meta name="twitter:card" content=summary_large_image > <link rel=apple-touch-icon  sizes=180x180  href="assets/favicon_io/apple-touch-icon.png"> <link rel=icon  type="image/png" sizes=32x32  href="assets/favicon_io/favicon-32x32.png"> <link rel=icon  type="image/png" sizes=16x16  href="assets/favicon_io/favicon-16x16.png"> <link rel=manifest  href="assets/favicon_io/site.webmanifest"> <script async src="https://www.googletagmanager.com/gtag/js?id=UA-36890222-9"></script> <script> window.dataLayer = window.dataLayer || []; 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url='http://fluxml.ai/Flux.jl/stable/training/training/'"/> <p class=author >– Dhairya Gandhi</p> </div> </div> </div> <div class="container footer lighter"> <p>Flux: A Deep Learning Library for the Julia Programming Language </p> <a href="https://twitter.com/FluxML?ref_src=twsrc%5Etfw" class=twitter-follow-button  data-show-count=false >Follow @FluxML</a> <script async src="https://platform.twitter.com/widgets.js" charset=utf-8 ></script> </div> <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script> <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script> <script src="/./libs/highlight.pack.js"></script> <script>hljs.initHighlightingOnLoad();</script> <script src="/.//instant.page/1.0.0" type=module  integrity="sha384-6w2SekMzCkuMQ9sEbq0cLviD/yR2HfA/+ekmKiBnFlsoSvb/VmQFSi/umVShadQI"></script>
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diff --git a/tutorialposts/2021-01-21-data-loader/index.html b/tutorialposts/2021-01-21-data-loader/index.html
index 6c74ff9..2cde9ce 100644
--- a/tutorialposts/2021-01-21-data-loader/index.html
+++ b/tutorialposts/2021-01-21-data-loader/index.html
@@ -1 +1 @@
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diff --git a/tutorialposts/2021-01-26-mlp/index.html b/tutorialposts/2021-01-26-mlp/index.html
index 8c15e77..c6afdca 100644
--- a/tutorialposts/2021-01-26-mlp/index.html
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url='http://fluxml.ai/Flux.jl/stable/tutorials/2021-01-26-mlp/'"/> <p class=author >– Adarsh Kumar, Mike J Innes, Andrew Dinhobl, Jerry Ling, natema, Zhang Shitian, Liliana Badillo, Dhairya Gandhi</p> </div> </div> </div> <div class="container footer lighter"> <p>Flux: A Deep Learning Library for the Julia Programming Language </p> <a href="https://twitter.com/FluxML?ref_src=twsrc%5Etfw" class=twitter-follow-button  data-show-count=false >Follow @FluxML</a> <script async src="https://platform.twitter.com/widgets.js" charset=utf-8 ></script> </div> <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script> <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script> <script src="/./libs/highlight.pack.js"></script> <script>hljs.initHighlightingOnLoad();</script> <script src="/.//instant.page/1.0.0" type=module  integrity="sha384-6w2SekMzCkuMQ9sEbq0cLviD/yR2HfA/+ekmKiBnFlsoSvb/VmQFSi/umVShadQI"></script>
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diff --git a/tutorialposts/2021-02-07-convnet/index.html b/tutorialposts/2021-02-07-convnet/index.html
index d9f274c..2367211 100644
--- a/tutorialposts/2021-02-07-convnet/index.html
+++ b/tutorialposts/2021-02-07-convnet/index.html
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diff --git a/tutorialposts/2021-10-08-dcgan-mnist/index.html b/tutorialposts/2021-10-08-dcgan-mnist/index.html
index b1dfec7..3ea1904 100644
--- a/tutorialposts/2021-10-08-dcgan-mnist/index.html
+++ b/tutorialposts/2021-10-08-dcgan-mnist/index.html
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