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Original file line number Diff line number Diff line change
Expand Up @@ -36,7 +36,7 @@
" - [Remove highly correlated features](#toc4_4_) \n",
"- [Documenting test results](#toc5_) \n",
" - [Configure and run comparison tests](#toc5_1_) \n",
" - [Log tests with a unique identifiers](#toc5_2_) \n",
" - [Log tests with unique identifiers](#toc5_2_) \n",
" - [Add test results to reporting](#toc5_3_) \n",
"- [Split the preprocessed dataset](#toc6_) \n",
" - [Initialize the split datasets](#toc6_1_) \n",
Expand Down Expand Up @@ -650,7 +650,7 @@
"source": [
"<a id='toc5_2_'></a>\n",
"\n",
"### Log tests with a unique identifiers\n",
"### Log tests with unique identifiers\n",
"\n",
"Next, we'll use the previously initialized `vm_balanced_raw_dataset` (that still has a highly correlated `Age` column) as input to run an individual test, then log the result to the ValidMind Platform.\n",
"\n",
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Expand Up @@ -29,7 +29,7 @@
"- [Initializing the model objects](#toc5_) \n",
" - [Initialize the model objects](#toc5_1_) \n",
" - [Assign predictions](#toc5_2_) \n",
"- [Running model validation tests](#toc6_) \n",
"- [Running model evaluation tests](#toc6_) \n",
" - [Run model performance tests](#toc6_1_) \n",
" - [Evaluate performance of the champion model](#toc6_1_1_) \n",
" - [Log a model finding](#toc6_1_2_) \n",
Expand Down Expand Up @@ -514,7 +514,7 @@
"source": [
"<a id='toc6_'></a>\n",
"\n",
"## Running model validation tests\n",
"## Running model evaluation tests\n",
"\n",
"With everything ready for us, let's run the rest of our validation tests. We'll focus on comprehensive testing around model performance of both the champion and challenger models going forward as we've already verified the data quality of the datasets used to train the champion model."
]
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2 changes: 1 addition & 1 deletion pyproject.toml
Original file line number Diff line number Diff line change
Expand Up @@ -10,7 +10,7 @@ description = "ValidMind Library"
license = "Commercial License"
name = "validmind"
readme = "README.pypi.md"
version = "2.8.22"
version = "2.8.23"

[tool.poetry.dependencies]
aiohttp = {extras = ["speedups"], version = "*"}
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2 changes: 1 addition & 1 deletion validmind/__version__.py
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@@ -1 +1 @@
__version__ = "2.8.22"
__version__ = "2.8.23"