diff --git a/README.md b/README.md index 5b0dacb..bb5a343 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,4 @@ -# AIM-PIbd-31-Kryukov-A-I - +Группа: ПИбд-31 +ФИО: Крюков Алексей Игоревич +Вариант: 16 +Cсылка на датасет: ЖЗЛ https://www.kaggle.com/datasets/imoore/age-dataset diff --git a/lab1.ipynb b/lab_1/lab1.ipynb similarity index 72% rename from lab1.ipynb rename to lab_1/lab1.ipynb index 6cf9170..4817017 100644 --- a/lab1.ipynb +++ b/lab_1/lab1.ipynb @@ -143,12 +143,12 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 45, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] diff --git a/lab_1/requirements.txt b/lab_1/requirements.txt new file mode 100644 index 0000000..e6463a0 --- /dev/null +++ b/lab_1/requirements.txt @@ -0,0 +1,18 @@ +certifi==2024.8.30 +contourpy==1.3.0 +cycler==0.12.1 +distlib==0.3.8 +filelock==3.15.4 +fonttools==4.53.1 +kiwisolver==1.4.7 +matplotlib==3.9.2 +numpy==2.1.1 +packaging==24.1 +pillow==10.4.0 +pipenv==2024.0.1 +platformdirs==4.2.2 +pyparsing==3.1.4 +python-dateutil==2.9.0.post0 +setuptools==74.1.2 +six==1.16.0 +virtualenv==20.26.3