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Fixed non-rendering visualizations
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AlexejPenner committed Dec 14, 2023
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14 changes: 7 additions & 7 deletions template/quickstart.ipynb
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"\n",
"Follow along this notebook to understand how you can use ZenML to productionalize your ML workflows!\n",
"\n",
"<img src=\".assets/pipeline_overview.png\" width=\"70%\" alt=\"Pipelines Overview\">"
"<img src=\"assets/pipeline_overview.png\" width=\"50%\" alt=\"Pipelines Overview\">"
]
},
{
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"your training. ZenML mostly gets out of your way when you're writing your Python\n",
"code, as you'll see from the following cell.\n",
"\n",
"<img src=\".assets/feature_engineering_pipeline.png\" width=\"30%\" alt=\"Feature engineering pipeline\" />"
"<img src=\"assets/feature_engineering_pipeline.png\" width=\"50%\" alt=\"Feature engineering pipeline\" />"
]
},
{
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"Classifier, both batteries-included from `sklearn`. We'll train them both on the\n",
"same data and then compare their performance.\n",
"\n",
"<img src=\".assets/training_pipeline.png\" width=\"30%\" alt=\"Training pipeline\">"
"<img src=\"assets/training_pipeline.png\" width=\"50%\" alt=\"Training pipeline\">"
]
},
{
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"source": [
"If you are a [ZenML Cloud](https://zenml.io/cloud) user, you can see all of this visualized in the dashboard:\n",
"\n",
"<img src=\".assets/cloud_mcp_screenshot.png\" width=\"70%\" alt=\"Model Control Plane\">"
"<img src=\"assets/cloud_mcp_screenshot.png\" width=\"70%\" alt=\"Model Control Plane\">"
]
},
{
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"id": "2ecbc8cf",
"metadata": {},
"source": [
"<img src=\".assets/cloud_mcp.png\" width=\"60%\" alt=\"Model Control Plane\">"
"<img src=\"assets/cloud_mcp.png\" width=\"60%\" alt=\"Model Control Plane\">"
]
},
{
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"with `live data`. The critical step here is the `inference_predict` step, where we load the model in memory\n",
"and generate predictions:\n",
"\n",
"<img src=\".assets/inference_pipeline.png\" width=\"45%\" alt=\"Inference pipeline\">"
"<img src=\"assets/inference_pipeline.png\" width=\"45%\" alt=\"Inference pipeline\">"
]
},
{
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"source": [
"You can also see all predictions ever created as a complete history in the dashboard:\n",
"\n",
"<img src=\".assets/cloud_mcp_predictions.png\" width=\"70%\" alt=\"Model Control Plane\">"
"<img src=\"assets/cloud_mcp_predictions.png\" width=\"70%\" alt=\"Model Control Plane\">"
]
},
{
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