Edit ClearML Example

experiment_management/unet_segmentation_3d_ignite_clearml.ipynb

@@ -21,7 +21,7 @@
     "\n",
     "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/main/experiment_management/unet_segmentation_3d_ignite_clearml.ipynb)\n",
     "\n",
-    "This tutorial shows how to use ClearML to manage MONAI experiments. You can integrate ClearML into your code using Monai's built-in handlers: `ClearMLImageHandler`, `ClearMLStatsHandler`, and `ModelCheckpoint`.\n",
+    "This tutorial shows how to use ClearML to manage MONAI experiments. You can integrate ClearML into your code using MONAI's built-in handlers: `ClearMLImageHandler`, `ClearMLStatsHandler`, and `ModelCheckpoint`.\n",
     "\n",
     "The MONAI example used here is [3D segmentation with UNet](https://github.com/Project-MONAI/tutorials/blob/main/3d_segmentation/unet_segmentation_3d_ignite.ipynb)."
    ]
@@ -31,7 +31,7 @@
    "source": [
     "## Setup environment\n",
     "\n",
-    "`clearml` comes as part of the `monai[all]` installation. For more information about integrating ClearML into your Monai code, see [here](https://clear.ml/docs/latest/docs/integrations/monai). For more information about using ClearML (experiment management, data management, pipelines, model serving, and more), see [ClearML's official documentation](https://clear.ml/docs/latest/docs/)."
+    "`clearml` comes as part of the `monai[all]` installation. For more information about integrating ClearML into your MONAI code, see [here](https://clear.ml/docs/latest/docs/integrations/monai). For more information about using ClearML (experiment management, data management, pipelines, model serving, and more), see [ClearML's official documentation](https://clear.ml/docs/latest/docs/)."
    ],
    "metadata": {
     "collapsed": false
@@ -113,7 +113,7 @@
     "  * Sign up for free to the [ClearML Hosted Service](https://app.clear.ml/)\n",
     "  * Set up your own server, see [here](https://clear.ml/docs/latest/docs/deploying_clearml/clearml_server).\n",
     "\n",
-    "2. Add you ClearML credentials below. ClearML will use these credentials to connect to your server (see instructions for generating credentials [here](https://clear.ml/docs/latest/docs/getting_started/ds/ds_first_steps/#jupyter-notebook))."
+    "2. Add your ClearML credentials below. ClearML will use these credentials to connect to your server (see instructions for generating credentials [here](https://clear.ml/docs/latest/docs/getting_started/ds/ds_first_steps/#jupyter-notebook))."
    ],
    "metadata": {
     "collapsed": false
@@ -350,7 +350,7 @@
     "# ClearMLStatsHandler plots loss at every iteration\n",
     "# Creates a ClearML Task which logs the scalar plots\n",
     "task_name = \"UNet segmentation 3d\"\n",
-    "project_name = \"Monai example\"\n",
+    "project_name = \"MONAI example\"\n",
     "\n",
     "train_clearml_stats_handler = ClearMLStatsHandler(\n",
     "    task_name=task_name, project_name=project_name, log_dir=log_dir, output_transform=lambda x: x\n",
@@ -513,7 +513,7 @@
   {
    "cell_type": "markdown",
    "source": [
-    "![Monai ClearML Models](./../figures/monai_clearml_models.png)"
+    "![MONAI ClearML Models](./../figures/monai_clearml_models.png)"
    ],
    "metadata": {
     "id": "Uya6hN7At-C6"
@@ -534,7 +534,7 @@
   {
    "cell_type": "markdown",
    "source": [
-    "![monai_clearml_scalars.png](./../figures/monai_clearml_scalars.png)"
+    "![MONAI ClearML scalars.png](./../figures/monai_clearml_scalars.png)"
    ],
    "metadata": {
     "id": "DCLhp4e2uKsd"
@@ -554,7 +554,7 @@
   {
    "cell_type": "markdown",
    "source": [
-    "![monai_clearml_debug_samples.png](./../figures/monai_clearml_debug_samples.png)"
+    "![MONAI ClearML Debug Samples.png](./../figures/monai_clearml_debug_samples.png)"
    ],
    "metadata": {
     "id": "AFLJauKxt-Yy"