diff --git a/Week 3/7 Linear Equation Systems.ipynb b/Week 3/7 Linear Equation Systems.ipynb index fb48fc9..ae52e38 100644 --- a/Week 3/7 Linear Equation Systems.ipynb +++ b/Week 3/7 Linear Equation Systems.ipynb @@ -820,8 +820,6 @@ " within the error defined by the same eps as used for the iteration.\n", " \"\"\"\n", " \n", - " # TODO: Do we need to plot the error over epsilon like in task 4?\n", - " \n", " return test_alg(CG, \"Conjugate Gradient\")\n", " \n", "test_CG()" @@ -1014,7 +1012,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1066,7 +1064,7 @@ "ax[0].legend()\n", "\n", "ax[1].set_yscale(\"log\")\n", - "ax[0].set_xlabel(\"$\\epsilon$\")\n", + "ax[1].set_xlabel(\"$\\epsilon$\")\n", "ax[1].set_ylabel(\"runtime (seconds)\")\n", "ax[1].legend()\n", "\n",