diff --git a/6_InfiniteMixtureModel.ipynb b/6_InfiniteMixtureModel.ipynb
index 5e286425a..51af607b0 100644
--- a/6_InfiniteMixtureModel.ipynb
+++ b/6_InfiniteMixtureModel.ipynb
@@ -139,7 +139,7 @@
     "\\end{align}\n",
     "$$\n",
     "\n",
-    "which resembles the model in the [Gaussian mixture model tutorial](1_GaussianMixtureModel.ipynb) with a slightly different notation."
+    "which resembles the model in the [Gaussian mixture model tutorial](https://turing.ml/dev/tutorials/1-gaussianmixturemodel/) with a slightly different notation."
    ]
   },
   {
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-       "<polyline clip-path=\"url(#clip6500)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
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        "  \"/>\n",
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        "  \"/>\n",
-       "<polyline clip-path=\"url(#clip6500)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
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        "  167.279,1128.6 193.505,1128.6 \n",
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-       "<polyline clip-path=\"url(#clip6500)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
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        "  167.279,870.595 193.505,870.595 \n",
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        "</g>\n",
-       "<g clip-path=\"url(#clip6500)\">\n",
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        "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 1404.11)\" x=\"143.279\" y=\"1404.11\">0</text>\n",
        "</g>\n",
-       "<g clip-path=\"url(#clip6500)\">\n",
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        "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 1146.1)\" x=\"143.279\" y=\"1146.1\">50</text>\n",
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-       "<g clip-path=\"url(#clip6500)\">\n",
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        "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 888.095)\" x=\"143.279\" y=\"888.095\">100</text>\n",
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        "</g>\n",
-       "<g clip-path=\"url(#clip6500)\">\n",
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        "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 372.082)\" x=\"143.279\" y=\"372.082\">200</text>\n",
        "</g>\n",
-       "<g clip-path=\"url(#clip6500)\">\n",
+       "<g clip-path=\"url(#clip5200)\">\n",
        "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 114.075)\" x=\"143.279\" y=\"114.075\">250</text>\n",
        "</g>\n",
-       "<g clip-path=\"url(#clip6500)\">\n",
+       "<g clip-path=\"url(#clip5200)\">\n",
        "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:66px; text-anchor:middle;\" transform=\"rotate(0, 1260.02, 1559.48)\" x=\"1260.02\" y=\"1559.48\">Number of clusters</text>\n",
        "</g>\n",
-       "<path clip-path=\"url(#clip6502)\" d=\"\n",
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        "  \"/>\n",
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    "mimetype": "application/julia",
    "name": "julia",
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+  },
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+   "version": "0.23.1"
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diff --git a/markdown/6_InfiniteMixtureModel.md b/markdown/6_InfiniteMixtureModel.md
index 515a69fff..a4e9539f3 100644
--- a/markdown/6_InfiniteMixtureModel.md
+++ b/markdown/6_InfiniteMixtureModel.md
@@ -84,7 +84,7 @@ x &\sim Normal(\mu_z, \Sigma)
 \end{align}
 $$
 
-which resembles the model in the [Gaussian mixture model tutorial](1_GaussianMixtureModel.ipynb) with a slightly different notation.
+which resembles the model in the [Gaussian mixture model tutorial](https://turing.ml/dev/tutorials/1-gaussianmixturemodel/) with a slightly different notation.
 
 ## Infinite Mixture Model
 
diff --git a/markdown/6_InfiniteMixtureModel_files/6_InfiniteMixtureModel_31_0.svg b/markdown/6_InfiniteMixtureModel_files/6_InfiniteMixtureModel_31_0.svg
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+++ b/markdown/6_InfiniteMixtureModel_files/6_InfiniteMixtureModel_31_0.svg
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