Add lecture materials for Model-Free, Control, and Value topics

- Added Lecture4 - ModelFree.pdf (3013 KB) - Added Lecture5 - Control.pdf (2575 KB) - Added Lecture6 - Value.pdf (3320 KB)
2026-04-28 20:28:00 +08:00
commit ceddbdd559
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+[project]
+name = "insurance-premium-risk"
+version = "0.1.0"
+description = "DTS304TC Coursework 1 - 健康保险保费风险预测"
+requires-python = ">=3.10"
+dependencies = [
+    # 基础科学计算
+    "numpy>=2.2.6",
+    "pandas>=2.3.3",
+    "scipy>=1.15.3",
+
+    # 机器学习核心
+    "scikit-learn>=1.7.2",
+    "xgboost>=3.2.0",
+
+    # 超参数优化
+    "optuna>=4.8.0",
+
+    # 可视化
+    "matplotlib>=3.10.8",
+    "seaborn>=0.13.2",
+
+    # 数据预处理
+    "imbalanced-learn>=0.14.1",
+    "shap>=0.49.1",
+
+    # 实用工具
+    "joblib>=1.5.3",
+    "tqdm>=4.67.1",
+]
+
+# 开发依赖
+[project.optional-dependencies]
+dev = ["pytest>=7.4.0", "black>=23.7.0", "ruff>=0.0.290", "mypy>=1.5.0"]
+docs = ["sphinx>=7.1.0", "nbsphinx>=0.9.0", "sphinx-rtd-theme>=1.3.0"]
+
+[tool.uv]
+# Python 环境设置 - 使用 Anaconda 的 my_env 环境
+python-version = "3.10"
+
+# 显式指定 Python 路径（确保使用 anaconda my_env）
+python-path = "D:\\ProgramData\\anaconda3\\envs\\my_env\\python.exe"
+
+# 包索引配置（使用清华镜像源加速下载）
+index-url = "https://pypi.tuna.tsinghua.edu.cn/simple"
+
+# 备用索引源（按优先级排列）
+extra-index-url = [
+    "https://pypi.org/simple",
+    "https://mirrors.aliyun.com/pypi/simple/",
+]
+
+# 并行安装（加快安装速度）
+parallel = true
+
+# 不自动管理 Python 版本（使用已有的 anaconda 环境）
+managed = false
+
+# 不允许自动下载 Python
+python-downloads = false
+
+# 预发布版本（如果需要测试最新功能）
+# prerelease = false
+
+# 排除特定包（如果有兼容性问题）
+# exclude-newer = "2025-01-01T00:00:00Z"
+
+# 环境变量
+[tool.uv.env]
+# 设置网络超时（秒）
+UV_HTTP_TIMEOUT = "300"
+
+# 设置并发下载数
+UV_CONCURRENT_DOWNLOADS = "8"
+
+[tool.black]
+line-length = 100
+target-version = ['py310']
+include = '\.pyi?$'
+exclude = '''
+/(
+    \.git
+  | \.venv
+  | build
+  | dist
+  | __pycache__
+)/
+'''
+
+[tool.ruff]
+line-length = 100
+target-version = "py310"
+
+[tool.ruff.lint]
+select = [
+    "E",  # pycodestyle errors
+    "W",  # pycodestyle warnings
+    "F",  # pyflakes
+    "I",  # isort
+    "B",  # flake8-bugbear
+    "C4", # flake8-comprehensions
+    "UP", # pyupgrade
+]
+ignore = [
+    "E501", # line too long (handled by black)
+    "B008", # do not perform function calls in argument defaults
+    "C901", # too complex
+]
+
+[tool.pytest.ini_options]
+testpaths = ["tests"]
+python_files = ["test_*.py"]
+python_classes = ["Test*"]
+python_functions = ["test_*"]
+addopts = "-v --tb=short"
+
+[tool.mypy]
+python_version = "3.10"
+warn_return_any = true
+warn_unused_configs = true
+disallow_untyped_defs = false
+ignore_missing_imports = true
+
+[tool.jupyter]
+# Jupyter 相关配置
+kernel_name = "my_env"
+
+[tool.jupyter.lab]
+# JupyterLab 相关配置
+autoreload = true
+
+[tool.lazy-logs]
+# 日志配置
+level = "INFO"
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"