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day1

Day 1

(介绍和欢迎)

Introduction and Welcome (G. Djorgovski, R. Doyle, D. Crichton)

  • Video 1 (Djorgovski) [10:41] Slides (pdf)
  • Video 2 (Doyle & Crichton) [16:22] Slides (pdf)

Additional readings:

"The Fourth Paradigm" (free book download from Microsoft Research) 第四范式

NAS report "Frontiers in Massive Data Analysis" (2013), free pdf download “大规模数据分析领域“

Many other relevant reports are available from the NAS 相关报道

(大数据架构:基础)

Big Data Architecture: Fundamentals (C. Mattman)

  • Part 1 [24:15] Slides (pdf)
  • Part 2 [16:39] Slides (pdf)
  • Part 3 [19:20] Slides (pdf)
  • Hands-on exercise (pdf): a description, contains links for the necessary downloads.

Additional readings: Apache OODT (Big Data Processing) 大数据处理

(机器学习的介绍)

Introduction to Machine Learning (C. Donalek)

  • General Aspects [14:01] Slides (pdf)
  • Supervised Learning [14:09] Slides (pdf)
  • Unsupervised Learning [15:00] Slides (pdf)

Additional resources: 

  • Yaser Abu-Mostafa‘s Caltech class "Learning From Data" 从数据中学习
  • "Data Mining - Concepts and Techniques", J. Han & M. Kamber, MK, “数据挖掘”概念和技术,

day1