通過此課程學(xué)生可以掌握大數(shù)據(jù)知識發(fā)現(xiàn)與應(yīng)用的基本方法,包括聚類,分類,數(shù)據(jù)處理等,并能夠按照工程學(xué)的方法,解決實(shí)際應(yīng)用上的大數(shù)據(jù)知識發(fā)現(xiàn)問題,如醫(yī)療,交通方面的問題,以保證大數(shù)據(jù)相關(guān)項目的正常實(shí)施。課程也會涉及機(jī)器學(xué)習(xí)方面的技術(shù),總體培養(yǎng)以偏向?qū)嶋H應(yīng)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