通過此課程學生可以掌握大數據知識發現與應用的基本方法,包括聚類,分類,數據處理等,并能夠按照工程學的方法,解決實際應用上的大數據知識發現問題,如醫療,交通方面的問題,以保證大數據相關項目的正常實施。課程也會涉及機器學習方面的技術,總體培養以偏向實際應用為主,科研解決問題能力為輔。
Week 1 Introduction to Big Data Knowledge Discovery and Application/Clustering
Week 2 Classification/Evaluation Methods/Student Presentations
Week 3 Recommendation System/Student Presentations
Week 4 Expert Talk/Student Presentations
Week 5 Data Visualization/Forecasting System/Student Presentations
Week 6 Knowledge Discovery on Transportation/Student Presentations
Week 7 Knowledge Discovery on Education/Student Presentations
Week 8 Student Presentations/Conclusions