From 82aa552976fbce161663dd66d5471aeb1f12981c Mon Sep 17 00:00:00 2001 From: "Carlos A. Iglesias" Date: Thu, 3 Apr 2025 18:53:35 +0200 Subject: [PATCH] Update 2_5_1_Exercise.ipynb --- ml4/2_5_1_Exercise.ipynb | 8 +++----- 1 file changed, 3 insertions(+), 5 deletions(-) diff --git a/ml4/2_5_1_Exercise.ipynb b/ml4/2_5_1_Exercise.ipynb index 736515e..70cd129 100644 --- a/ml4/2_5_1_Exercise.ipynb +++ b/ml4/2_5_1_Exercise.ipynb @@ -204,11 +204,9 @@ "\n", "The same exercise (using the digits dataset) can be found in this [notebook](https://github.com/rsteca/sklearn-deap/blob/master/test.ipynb).\n", "\n", - "Submit a notebook where you include well-crafted conclusions about the exercises, discussing the pros and cons of using genetic algorithms for this purpose.\n", + "Since there is a problem with Scikit version 0.24, you can just comment on the different approaches.", "\n", - "Note: There is a problem with Scikit version 0.24. Comment on the different approaches.", - "\n", - "You can also use the library [sklearn-genetic-opt](https://sklearn-genetic-opt.readthedocs.io/en/stable/index.html)" + "Alternatively, you can also use the library [sklearn-genetic-opt](https://sklearn-genetic-opt.readthedocs.io/en/stable/index.html) and discuss the digit classification example included in the library." ] }, { @@ -217,7 +215,7 @@ "source": [ "## Optional. Optimizing an ML pipeline with a genetic algorithm\n", "\n", - "The library [TPOT](https://epistasislab.github.io/tpot/latest/) optimizes ML pipelines and comes with a lot of [examples](https://epistasislab.github.io/tpot/examples/) and even notebooks, for example for the [iris dataset](https://github.com/EpistasisLab/tpot/blob/master/tutorials/IRIS.ipynb).\n", + "The library [TPOT](https://epistasislab.github.io/tpot/latest/) optimizes ML pipelines and comes with a lot of [examples](https://epistasislab.github.io/tpot/latest/Tutorial/9_Genetic_Algorithm_Overview/) and even notebooks, for example for the [iris dataset](https://github.com/EpistasisLab/tpot/blob/master/tutorials/IRIS.ipynb).\n", "\n", "Your task is to apply TPOT to the intermediate challenge and write a short essay explaining:\n", "* what TPOT does (with your own words).\n",