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现代Python数据分析与机器学习课程体系已形成清晰的分层递进式结构，涵盖从编程基础到高级算法的完整知识链。以杨年华编著的《Python数据分析与机器学习(微课视频版)》为例，其课程架构分为三大板块：Python语法基础、数据分析与可视化、机器学习应用。