\n",
"\n",
" \n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Question 1 (6pts). \n",
"\n",
"In this first part, we will rely on K-means to identify the white matter, gray matter and the Cerebrospinal Fluid (CSF) on T1 Magnetic Resonance Images. Start by downloading the files 't1_ai_msles2_1mm_pn3_rf0.mnc.gz' and 't1_icbm_normal_1mm_pn1_rf0.mnc.gz' from github. To open those files, you will need the nibabel package (you can install this package using the command 'pip install nibabel' from the command line). Once the package is installed, use the lines below to visualize the images. \n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
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