Initial commit: project setup with dependencies

.gitignore

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+# Виртуальные окружения
+ml_env/
+env/
+venv/
+.venv/
+
+# Jupyter
+.ipynb_checkpoints/
+__pycache__/
+*.pyc
+*.pyo
+
+# Данные
+*.csv
+*.data
+*.pkl
+*.joblib
+
+# Логи
+*.log
+*.tmp
+
+# Системные файлы
+.DS_Store
+Thumbs.db

README.md

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+# Лабораторная работа по Машинному обучению
+
+## Описание проекта
+Исследование методов машинного обучения с использованием scikit-learn, pandas и matplotlib.
+
+## Установка и запуск
+1. Создайте виртуальное окружение: `python -m venv ml_env`
+2. Активируйте окружение: `source ml_env/bin/activate` (Linux/Mac) или `ml_env\Scripts\activate` (Windows)
+3. Установите зависимости: `pip install -r requirements.txt`
+4. Запустите JupyterLab: `jupyter lab`
+
+## Зависимости
+- scikit-learn
+- matplotlib
+- pandas
+- openml
+- jupyterlab

requirements.txt

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+anyio==4.11.0
+argon2-cffi==25.1.0
+argon2-cffi-bindings==25.1.0
+arrow==1.3.0
+asttokens==3.0.0
+async-lru==2.0.5
+attrs==25.3.0
+babel==2.17.0
+beautifulsoup4==4.14.2
+bleach==6.2.0
+certifi==2025.8.3
+cffi==2.0.0
+charset-normalizer==3.4.3
+colorama==0.4.6
+comm==0.2.3
+contourpy==1.3.3
+cycler==0.12.1
+debugpy==1.8.17
+decorator==5.2.1
+defusedxml==0.7.1
+executing==2.2.1
+fastjsonschema==2.21.2
+fonttools==4.60.1
+fqdn==1.5.1
+h11==0.16.0
+httpcore==1.0.9
+httpx==0.28.1
+idna==3.10
+ipykernel==6.30.1
+ipython==9.6.0
+ipython_pygments_lexers==1.1.1
+isoduration==20.11.0
+jedi==0.19.2
+Jinja2==3.1.6
+joblib==1.5.2
+json5==0.12.1
+jsonpointer==3.0.0
+jsonschema==4.25.1
+jsonschema-specifications==2025.9.1
+jupyter-events==0.12.0
+jupyter-lsp==2.3.0
+jupyter_client==8.6.3
+jupyter_core==5.8.1
+jupyter_server==2.17.0
+jupyter_server_terminals==0.5.3
+jupyterlab==4.4.9
+jupyterlab_pygments==0.3.0
+jupyterlab_server==2.27.3
+kiwisolver==1.4.9
+lark==1.3.0
+liac-arff==2.5.0
+MarkupSafe==3.0.3
+matplotlib==3.10.6
+matplotlib-inline==0.1.7
+minio==7.2.18
+mistune==3.1.4
+nbclient==0.10.2
+nbconvert==7.16.6
+nbformat==5.10.4
+nest-asyncio==1.6.0
+notebook_shim==0.2.4
+numpy==2.3.3
+openml==0.15.1
+packaging==25.0
+pandas==2.3.3
+pandocfilters==1.5.1
+parso==0.8.5
+pillow==11.3.0
+platformdirs==4.4.0
+prometheus_client==0.23.1
+prompt_toolkit==3.0.52
+psutil==7.1.0
+pure_eval==0.2.3
+pyarrow==21.0.0
+pycparser==2.23
+pycryptodome==3.23.0
+Pygments==2.19.2
+pyparsing==3.2.5
+python-dateutil==2.9.0.post0
+python-json-logger==3.3.0
+pytz==2025.2
+pywin32==311
+pywinpty==3.0.0
+PyYAML==6.0.3
+pyzmq==27.1.0
+referencing==0.36.2
+requests==2.32.5
+rfc3339-validator==0.1.4
+rfc3986-validator==0.1.1
+rfc3987-syntax==1.1.0
+rpds-py==0.27.1
+scikit-learn==1.7.2
+scipy==1.16.2
+seaborn==0.13.2
+Send2Trash==1.8.3
+setuptools==80.9.0
+six==1.17.0
+sniffio==1.3.1
+soupsieve==2.8
+stack-data==0.6.3
+terminado==0.18.1
+threadpoolctl==3.6.0
+tinycss2==1.4.0
+tornado==6.5.2
+tqdm==4.67.1
+traitlets==5.14.3
+types-python-dateutil==2.9.0.20250822
+typing_extensions==4.15.0
+tzdata==2025.2
+uri-template==1.3.0
+urllib3==2.5.0
+wcwidth==0.2.14
+webcolors==24.11.1
+webencodings==0.5.1
+websocket-client==1.8.0
+xmltodict==1.0.2