数据科学导引数据科学导论Introduction to Data Science：北大学习资料Lecturers: 朱占星、章斯鑫
Teaching Assistants: 余冰、吴京⻛、徐举
Center for Data Science, Peking University


教学参考用书：
Reference books
• 欧⾼炎等。《数据科学导引》
• Elements of statistical learning
• Pattern recognition and machine learning
• Mallet. A wavelet tour of signal processing
• Vapnik. The nature of statistical learning theory


主要内容：
ds_lecture1.pdf
9.25数据预处理b.pdf
9.20-1lecture1.pdf
12.13深度学习1.pdf
GM_3_VI.pdf
Additive Logistic Regression a Statistical View of Boosting.pdf
9.20-2数据预处理a.pdf
9.25公式推导.pdf
11.13GM_1.pdf
12.25分布式计算.pdf
12.4文本分析.pdf
11.1clustering.pdf
10.23分类模型2.pdf
10.18分类模型1.pdf
11.15GM_2_HMM_CRF.pdf
10.9数据预处理c.pdf
10.16regression.pdf
10.30ensemble.pdf
10.9补充关于作业.pdf