91视频

Data Science in Business

Master's programme

Educational plan

Educational level (Bachelor/Master):
Master
Programme title and code of specialty:
031101.19.7 - Economics
Specialization:
031101.19.7 - Data Science for Business
Programme start academic year:
2025/2026
Mode of study (full time/part time):
Full time
Language of study:
諃铡盏榨謤榨斩

General educational component

Chair code Name of the course Credits
1-斋斩 寨斋战铡沾盏铡寨
2 摘铡沾/辗铡闸.
源铡战.諠 1 摘铡沾, 眨崭謤债.諠 1摘铡沾
MANDATORY
1002
1. Purpose of the Course
路芦論铡盏诈斩禄 债謤铡眨謤铡站崭謤沾铡斩 宅榨咋站斋 瞻斋沾崭謧斩謩斩榨謤斋 寨斋謤铡占崭謧沾,
路铡辗窄铡湛榨宅 湛站盏铡宅斩榨謤斋, 謨崭謨崭窄铡寨铡斩斩榨謤斋, 咋铡斩眨站铡债斩榨謤斋, 謫崭謧斩寨謥斋铡斩榨謤斋 謬 站榨謤铡瞻战寨站崭詹 瞻崭战謩榨謤斋 瞻榨湛,
债铡斩崭诈铡謥斩榨宅 芦論铡盏诈斩斋禄 沾斋栈崭謥崭站 湛站盏铡宅斩榨謤斋 站斋咋崭謧铡宅斋咋铡謥沾铡斩 沾斋栈铡咋眨铡盏斋斩 謨崭謤毡斋斩 謬 战崭站崭謤榨謥斩榨宅 战湛榨詹债榨宅 战榨謨铡寨铡斩 站斋咋崭謧铡宅斋咋铡謥崭謧沾斩榨謤炸 瞻斋沾斩站铡债 斋謤铡寨铡斩 湛站盏铡宅斩榨謤斋 站謤铡:
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.圆铡謥铡湛謤榨宅 芦論铡盏诈斩禄 宅榨咋站斋 瞻斋沾崭謧斩謩斩榨謤炸, 斩榨謤铡占盏铡宅 瞻斋沾斩铡寨铡斩 战斋斩湛铡謩战炸, 謨崭謨崭窄铡寨铡斩斩榨謤斩 崭謧 湛斋蘸榨謤炸謮
2.諉榨謤寨铡盏铡謥斩榨宅 芦論铡盏诈斩斋禄 寨铡斩崭斩铡站崭謤 謥崭謧謥铡寨斩榨謤斋 战湛榨詹债沾铡斩 眨崭謤债炸斩诈铡謥炸 謬 謪眨湛铡眨崭謤债沾铡斩 瞻斩铡謤铡站崭謤 崭謧詹詹崭謧诈盏崭謧斩斩榨謤炸謮
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
3.諐湛榨詹债榨宅 謬 謪眨湛铡眨崭謤债榨宅 芦論铡盏诈斩斋禄 寨铡斩崭斩铡站崭謤 謥崭謧謥铡寨斩榨謤炸謮
4.諘眨湛铡眨崭謤债榨宅 謫崭謧斩寨謥斋铡斩榨謤炸 謬 斩榨謤铡债榨宅 謨铡诈榨诈斩榨謤謮
5.钥铡占崭謧謥榨宅 諉铡沾謨斋 (Numpy) 咋铡斩眨站铡债斩榨謤 謬 寨铡湛铡謤榨宅 瞻铡辗站铡謤寨斩榨謤謮
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
6.諘眨湛站榨宅 湛榨詹榨寨铡湛站崭謧诈盏铡斩 湛铡謤铡湛榨战铡寨 铡詹闸盏崭謧謤斩榨謤斋謥:
3. Description
路芦論铡盏诈斩禄 债謤铡眨謤铡站崭謤沾铡斩 宅榨咋站斋 瞻斋沾崭謧斩謩斩榨謤斋 寨斋謤铡占崭謧沾,
路铡辗窄铡湛榨宅 湛站盏铡宅斩榨謤斋, 謨崭謨崭窄铡寨铡斩斩榨謤斋, 咋铡斩眨站铡债斩榨謤斋, 謫崭謧斩寨謥斋铡斩榨謤斋 謬 站榨謤铡瞻战寨站崭詹 瞻崭战謩榨謤斋 瞻榨湛,
债铡斩崭诈铡謥斩榨宅 芦論铡盏诈斩斋禄 沾斋栈崭謥崭站 湛站盏铡宅斩榨謤斋 站斋咋崭謧铡宅斋咋铡謥沾铡斩 沾斋栈铡咋眨铡盏斋斩 謨崭謤毡斋斩 謬 战崭站崭謤榨謥斩榨宅 战湛榨詹债榨宅 战榨謨铡寨铡斩 站斋咋崭謧铡宅斋咋铡謥崭謧沾斩榨謤炸 瞻斋沾斩站铡债 斋謤铡寨铡斩 湛站盏铡宅斩榨謤斋 站謤铡:
4. Teaching and Learning Styles and Methods
1.源铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤謮
2.猿崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
3.越沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
4.员斩瞻铡湛铡寨铡斩 铡辗窄铡湛铡斩謩謮
5.諃铡斩毡斩铡謤铡謤站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 炸斩诈榨謤謥崭謧沾 謬 湛斩铡盏斋斩 铡辗窄铡湛铡斩謩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
諐湛崭謧眨铡謤謩铡盏斋斩諠 战湛崭謧眨崭謧沾斋謥 20-沾斋铡站崭謤铡斩崭謥 瞻铡沾铡寨铡謤眨崭謧沾 10 謬 铡站榨宅斋 沾斋铡站崭謤 战湛铡謥铡债 崭謧战铡斩崭詹斩榨謤炸 寨瞻铡沾铡謤站榨斩 战湛崭謧眨铡謤謩炸 瞻铡斩毡斩铡债謮
諐湛崭謧眨铡謤謩炸 铡斩謥寨铡謥站崭謧沾 乍 瞻铡謤謥铡湛崭沾战榨謤崭站, 战湛崭謧眨站崭謧沾 榨斩 崭謧战铡斩崭詹斋 湛铡謤闸榨謤 瞻铡沾铡寨铡謤眨展铡盏斋斩 謨铡诈榨诈斩榨謤斋 斋沾铡謥崭謧诈盏崭謧斩炸 謬 栅謤铡斩謥崭站 湛铡謤铡湛榨战铡寨 窄斩栅斋謤斩榨謤 宅崭謧债榨宅崭謧 瞻沾湛崭謧诈盏崭謧斩斩榨謤炸:
諐湛崭謧眨铡謤謩炸 铡斩謥 乍 寨铡謥站崭謧沾 瞻铡沾铡寨铡謤眨展崭站:
6. Basic Bibliography
  • Zed A. Shaw Learn Python The Hard Way third edition 2014
  • Wesley J. Chun Core Python Programming, Second edition 2009
  • Wes McKinney Python for Data Analysis Third edition 2014
7. Main sections of the course
1. 芦論铡盏诈斩禄 债謤铡眨謤铡站崭謤沾铡斩 宅榨咋站斋 瞻斋沾崭謧斩謩斩榨謤炸:
2. 芦論铡盏诈斩禄 沾斋栈铡站铡盏謤, 謪蘸榨謤铡湛崭謤斩榨謤 謬 謨崭謨崭窄铡寨铡斩斩榨謤:
3.芦論铡盏诈斩禄 债謤铡眨謤铡站崭謤沾铡斩 宅榨咋站斋 铡辗窄铡湛铡斩謩斋 战寨咋闸崭謧斩謩斩榨謤炸:
4.諙崭謧斩寨謥斋铡斩榨謤 謬 謨铡诈榨诈斩榨謤:
5. 諃铡斩眨崭謧盏謥斩榨謤 (loops):
6.諘闸盏榨寨湛 寨崭詹沾斩崭謤崭辗站铡债 债謤铡眨謤铡站崭謤崭謧沾:
7.諙崭謧斩寨謥斋崭斩铡宅 债謤铡眨謤铡站崭謤崭謧沾:
8.源斋斩铡沾斋寨 债謤铡眨謤铡站崭謤崭謧沾:
9.猿斋湛铡寨铡斩 瞻铡辗站铡謤寨斩榨謤斋 眨崭謤债斋謩斩榨謤 (Numpy, Scipy):
10.諒站盏铡宅斩榨謤斋 沾辗铡寨崭謧沾, 站斋咋崭謧铡宅斋咋铡謥斋铡 (Pandas, Matplotlib):
1-斋斩 寨斋战铡沾盏铡寨
2 摘铡沾/辗铡闸.
源铡战.諠 1 摘铡沾, 眨崭謤债.諠 1摘铡沾
MANDATORY
1002
1. Purpose of the Course
路咋铡謤眨铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋 占铡咋沾铡站铡謤铡寨铡斩 蘸宅铡斩铡站崭謤沾铡斩 眨斋湛榨宅斋謩斩榨謤炸
路崭謧战铡斩崭詹斩榨謤斋斩 崭謧斩铡寨 栅铡謤毡斩榨宅 寨斋謤铡占榨宅 占铡咋沾铡站铡謤铡寨铡斩 蘸宅铡斩铡站崭謤沾铡斩 湛铡謤闸榨謤 沾榨诈崭栅斩榨謤:
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.諉榨謤寨铡盏铡謥斩榨宅 铡蘸謤铡斩謩斋 寨铡沾 债铡占铡盏崭謧诈盏铡斩 沾铡湛铡寨铡謤铡謤沾铡斩 辗詹诈铡斩榨謤斋 蘸铡謤咋榨謥站铡债 沾崭栅榨宅斩榨謤謮
2.圆铡謥铡湛謤榨宅 铡謤湛铡栅謤铡斩謩斋 寨铡沾 沾铡湛崭謧謥站崭詹 债铡占铡盏崭謧诈盏铡斩 眨斩铡眨崭盏铡謥沾铡斩, 辗崭謧寨铡盏崭謧沾 沾謤謥铡寨謥铡盏斋斩 铡占铡站榨宅崭謧诈盏铡斩 瞻铡战斩榨宅崭謧 沾崭栅榨宅斩榨謤謮
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
3.钥铡占崭謧謥榨宅 铡蘸謤铡斩謩斋 寨铡沾 债铡占铡盏崭謧诈盏铡斩 铡謤摘榨辗詹诈铡斩榨謤謮
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
4. 諘眨湛站榨宅 沾铡战斩铡眨斋湛铡寨铡斩 眨謤铡寨铡斩崭謧诈盏崭謧斩斋謥, 湛榨詹榨寨铡湛站崭謧诈盏铡斩 铡盏宅 铡詹闸盏崭謧謤斩榨謤斋謥謮
5.諑榨謤宅崭謧债榨宅 闸斩铡眨铡站铡占斋 铡占寨铡 窄斩栅斋謤斩榨謤炸 謬 铡占铡栈铡謤寨榨宅 沾崭湛榨謥崭謧沾斩榨謤 栅謤铡斩謥 宅崭謧债沾铡斩 瞻铡沾铡謤:
3. Description
路咋铡謤眨铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋 占铡咋沾铡站铡謤铡寨铡斩 蘸宅铡斩铡站崭謤沾铡斩 眨斋湛榨宅斋謩斩榨謤炸
路崭謧战铡斩崭詹斩榨謤斋斩 崭謧斩铡寨 栅铡謤毡斩榨宅 寨斋謤铡占榨宅 占铡咋沾铡站铡謤铡寨铡斩 蘸宅铡斩铡站崭謤沾铡斩 湛铡謤闸榨謤 沾榨诈崭栅斩榨謤:
4. Teaching and Learning Styles and Methods
1.源铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤謮
2.猿崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
3.越沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
4.员斩瞻铡湛铡寨铡斩 铡辗窄铡湛铡斩謩謮
5.諃铡斩毡斩铡謤铡謤站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 炸斩诈榨謤謥崭謧沾 謬 湛斩铡盏斋斩 铡辗窄铡湛铡斩謩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤斋 謩铡斩铡寨炸, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩斋 摘铡沾铡斩铡寨铡謥崭謧盏謥炸, 沾斋铡站崭謤斩榨謤斋 謩铡盏宅炸, 铡斩謥寨铡謥沾铡斩 寨铡謤眨炸 謬 铡盏宅 瞻斩铡謤铡站崭謤 沾铡斩謤铡沾铡战斩榨謤 瞻铡盏湛斩崭謧沾 乍 栅铡战铡窄崭战炸諠 沾斋斩展謬 寨斋战铡沾盏铡寨斋 榨謤寨謤崭謤栅 辗铡闸铡诈站铡 铡站铡謤湛炸謮
1.愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤). 炸斩栅瞻铡斩崭謧謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩炸 8 沾斋铡站崭謤 乍謮
2.曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩. 湛謤站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 4 沾斋铡站崭謤謮
3.缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩. 铡沾闸崭詹栈 栅铡战炸斩诈铡謥斋 (崭謧战崭謧沾斩铡寨铡斩 沾崭栅崭謧宅斋) 榨咋謤铡謨铡寨斋展 眨斩铡瞻铡湛崭謧沾 謩斩斩铡辗謤栈铡斩崭謧沾, 崭謤炸 榨斩诈铡栅謤崭謧沾 乍 栅铡战炸斩诈铡謥斋 瞻铡沾铡謤 战铡瞻沾铡斩站铡债 寨謤诈铡寨铡斩 站榨謤栈斩铡栅盏崭謧斩謩斩榨謤斋 毡榨占謩闸榨謤沾铡斩 沾铡寨铡謤栅铡寨斋 眨斩铡瞻铡湛崭謧沾諠 8 沾斋铡站崭謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩崭站:
圆崭宅崭謤 闸铡詹铡栅謤斋展斩榨謤斋斩 (炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩, 榨咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩) 瞻铡湛寨铡謥站铡债 沾斋铡站崭謤斩榨謤斋 瞻铡斩謤铡眨崭謧沾铡謤炸 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤 乍謮
諗斩斩崭謧诈盏崭謧斩炸 铡斩謥 乍 寨铡謥站崭謧沾 瞻铡沾铡寨铡謤眨展崭站
6. Basic Bibliography
  • Michael E. Porter, What Is Strategy? 1996, HBR,
  • Michael E. Porter, The Five Competitive Forces That Shape Strategy 2008, HBR,
  • W. Chan Kim and Renee Mauborgne, Blue Ocean Strategy 2004, HBR,
  • Mark W. Johnson, Clayton M. Christensen, Henning Kagermann, Reinventing Your Business Model 2008, HBR,
  • James C. Collins, Jerry I. Parras, Building your Company鈥檚 Vision 1996, HBR,
  • Robert S. Kaplan and David P. Norton, Using the Balanced Scorecard as a Strategic Management System 2007, HBR.
7. Main sections of the course
1.曰諡斩展 乍 占铡咋沾铡站铡謤崭謧诈盏崭謧斩炸 謬 占铡咋沾铡站铡謤铡寨铡斩 蘸宅铡斩铡站崭謤崭謧沾炸, 斩榨謤铡债崭謧诈盏崭謧斩謮
2.談謤謥铡寨謥崭謧诈盏崭謧斩 謬 沾謤謥铡寨謥铡盏斋斩 铡占铡站榨宅崭謧诈盏崭謧斩, 斩榨謤铡债崭謧诈盏崭謧斩謮
3.諍崭謤湛榨謤斋 芦諃斋斩眨 崭謧摘榨謤炸禄諠 沾謤謥铡寨謥崭謧诈盏崭謧斩 辗铡瞻崭謧盏诈斋 瞻铡沾铡謤謮
4.諏铡咋沾铡站铡謤铡寨铡斩 蘸宅铡斩铡站崭謤沾铡斩 眨崭謤债斩铡寨铡斩 謩铡盏宅榨謤炸謮
5.諒斩湛榨战铡寨铡斩 瞻斋沾斩铡栅謤崭謧盏诈斩榨謤炸, 铡謤摘榨辗詹诈铡斩榨謤, 沾謤謥铡寨謥铡盏斋斩 铡占铡站榨宅崭謧诈盏崭謧斩謮
6.员謤摘榨謩斋 战湛榨詹债崭謧沾, 栅斋謤謩铡站崭謤崭謧沾 辗崭謧寨铡盏崭謧沾, 謨崭窄咋斋栈崭謧沾謮
7.猿崭謤债崭詹崭謧诈盏崭謧斩斩榨謤斋 謩铡謤湛榨咋铡眨謤崭謧沾謮
8.諏铡咋沾铡站铡謤崭謧诈盏崭謧斩 謬 斩崭謤铡謤铡謤崭謧诈盏崭謧斩謮

Professional educational component

Chair code Name of the course Credits
1-斋斩 寨斋战铡沾盏铡寨
4 摘铡沾/辗铡闸.
源铡战铡窄崭战.諠 2 摘铡沾, 眨崭謤债斩铡寨铡斩 2 摘铡沾
MANDATORY
1002
1. Purpose of the Course
路崭謧战铡斩崭詹斩榨謤斋 沾崭湛 毡謬铡站崭謤榨宅 蘸铡湛寨榨謤铡謥崭謧沾 湛斩湛榨战铡沾铡诈榨沾铡湛斋寨铡寨铡斩 沾崭栅榨宅铡站崭謤沾铡斩 謬 栅謤铡 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤斋 沾铡战斋斩,
路战崭站崭謤榨謥斩榨宅 謪蘸湛斋沾斋咋铡謥斋铡盏斋 沾铡诈榨沾铡湛斋寨铡寨铡斩 湛榨战崭謧诈盏铡斩 瞻斋沾斩铡栅謤崭謧盏诈斩榨謤斩 崭謧 乍謩战湛謤榨沾铡宅 窄斩栅斋謤斩榨謤斋 宅崭謧债沾铡斩 瞻斋沾斩铡寨铡斩 榨詹铡斩铡寨斩榨謤炸謮
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.曰謤铡寨铡斩铡謥斩榨宅 斋謤铡站斋粘铡寨斩榨謤斋 站榨謤宅崭謧债崭謧诈盏崭謧斩 謬 窄斩栅謤斋 毡謬铡寨榨謤蘸崭謧沾謮
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
2.钥铡占崭謧謥榨宅 窄斩栅謤斋 沾铡诈榨沾铡湛斋寨铡寨铡斩 沾崭栅榨宅炸 謬 眨湛斩榨宅 宅铡站铡眨崭謧盏斩 宅崭謧债崭謧沾炸諠 瞻铡沾铡毡铡盏斩 炸斩栅崭謧斩站铡债 斩蘸铡湛铡寨斋謮
3.愿斩湛謤榨宅 窄斩栅謤斋 宅崭謧债沾铡斩 瞻铡沾铡蘸铡湛铡战窄铡斩 謪蘸湛斋沾斋咋铡謥斋崭斩 沾榨诈崭栅炸諠 寨铡窄站铡债 窄斩栅謤斋 沾铡诈榨沾铡湛斋寨铡寨铡斩 栅謤站铡债謩斋謥謮
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
4.諘眨湛站榨宅 湛榨詹榨寨铡湛站崭謧诈盏铡斩 湛铡謤闸榨謤 铡詹闸盏崭謧謤斩榨謤斋謥 諠斋斩湛榨謤斩榨湛铡盏斋斩 占榨战崭謧謤战斩榨謤, 乍宅榨寨湛謤崭斩铡盏斋斩 眨謤铡栅铡謤铡斩斩榨謤, 眨斋湛铡寨铡斩 瞻崭栅站铡债斩榨謤 謬 瞻铡辗站榨湛站崭謧诈盏崭謧斩斩榨謤謮
5.諍铡湛謤铡战湛榨宅 瞻榨湛铡咋崭湛铡寨铡斩 謬 铡站铡謤湛铡寨铡斩 铡辗窄铡湛铡斩謩斩榨謤謮
3. Description
路崭謧战铡斩崭詹斩榨謤斋 沾崭湛 毡謬铡站崭謤榨宅 蘸铡湛寨榨謤铡謥崭謧沾 湛斩湛榨战铡沾铡诈榨沾铡湛斋寨铡寨铡斩 沾崭栅榨宅铡站崭謤沾铡斩 謬 栅謤铡 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤斋 沾铡战斋斩,
路战崭站崭謤榨謥斩榨宅 謪蘸湛斋沾斋咋铡謥斋铡盏斋 沾铡诈榨沾铡湛斋寨铡寨铡斩 湛榨战崭謧诈盏铡斩 瞻斋沾斩铡栅謤崭謧盏诈斩榨謤斩 崭謧 乍謩战湛謤榨沾铡宅 窄斩栅斋謤斩榨謤斋 宅崭謧债沾铡斩 瞻斋沾斩铡寨铡斩 榨詹铡斩铡寨斩榨謤炸謮
4. Teaching and Learning Styles and Methods
1.源铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤謮
2.猿崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
3.越沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
4.员斩瞻铡湛铡寨铡斩 铡辗窄铡湛铡斩謩謮
5.諃铡斩毡斩铡謤铡謤站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 炸斩诈榨謤謥崭謧沾 謬 湛斩铡盏斋斩 铡辗窄铡湛铡斩謩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤), 炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤斋 謩铡斩铡寨炸, 摘铡沾铡斩铡寨铡謥崭謧盏謥炸, 沾斋铡站崭謤斩榨謤斋 謩铡盏宅炸, 铡斩謥寨铡謥沾铡斩 寨铡謤眨炸 謬 铡盏宅 瞻斩铡謤铡站崭謤 沾铡斩謤铡沾铡战斩榨謤 瞻铡盏湛铡謤铡謤崭謧沾 乍 栅铡战铡窄崭战炸諠 沾斋斩展謬 寨斋战铡沾盏铡寨斋 榨謤寨謤崭謤栅 辗铡闸铡诈站铡 铡站铡謤湛炸謮 圆崭宅崭謤 战湛崭謧眨崭謧沾斩榨謤斋 炸斩栅瞻铡斩崭謧謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩炸 4 沾斋铡站崭謤 乍謮
1.1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩. 蘸铡謤湛铡栅斋謤 闸铡詹铡栅謤斋展諠 瞻铡湛寨铡謥站崭詹 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸諠 4謮
2.2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩. 蘸铡謤湛铡栅斋謤 闸铡詹铡栅謤斋展諠 瞻铡湛寨铡謥站崭詹 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸諠 4:
3.愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 战湛崭謧眨崭謧沾斩榨謤斋 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸 4 乍謮
4.缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩. 蘸铡謤湛铡栅斋謤 闸铡詹铡栅謤斋展諠 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸 8 乍謮
圆崭宅崭謤 闸铡詹铡栅謤斋展斩榨謤斋斩 (1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩, 2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩, 炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 榨咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩) 瞻铡湛寨铡謥站铡债 沾斋铡站崭謤斩榨謤斋 瞻铡斩謤铡眨崭謧沾铡謤炸 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤 乍謮
諗斩斩崭謧诈盏崭謧斩炸 铡斩謥 乍 寨铡謥站崭謧沾 瞻铡沾铡寨铡謤眨展崭站:
6. Basic Bibliography
  • Frederck S. Hillier, Gerald J. Lieberman, Introduction to Operations Research, 10th Ed, McGraw-Hill Education, 2015
  • Edwin K. P. Chong, Stanislaw H. Zak, An Introduction to Optimization, 4th Ed, Volume 76 of Wiley Series in Discrete Mathematics and Optimization, 2013, Wiley Press Room
  • John Wiley & Sons, 2013, Wiley Press Room
7. Main sections of the course
1.諉榨謤铡债崭謧诈盏崭謧斩 湛站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏崭謧斩謮
2.諉榨謤铡债崭謧诈盏崭謧斩 R 謬 Pyhton謮
3.猿债铡盏斋斩 瞻铡斩謤铡瞻铡辗站斋 沾斋 辗铡謤謩 寨铡謤謬崭謤 瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤 湛站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩 瞻铡沾铡謤
4.諃铡站铡斩铡寨铡斩崭謧诈盏崭謧斩斩榨謤斋 湛榨战崭謧诈盏铡斩 謬 站斋粘铡寨铡眨謤崭謧诈盏铡斩 沾斋 辗铡謤謩 寨铡謤謬崭 瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤 湛站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩 瞻铡沾铡謤謮
5.圆铡盏榨战斋铡斩 眨斩铡瞻铡湛崭謧沾, 闸崭謧湛战诈謤铡謨, cross validation, 占榨眨崭謧宅盏铡謤斋咋铡謥斋铡謮
6.諌铡謨崭詹铡寨铡斩崭謧诈盏铡斩 斩站铡咋榨謥崭謧沾 謬 謨崭謨崭窄铡寨铡斩斩榨謤斋 炸斩湛謤崭謧诈盏崭謧斩 (PCA, ICA, NMF)謮
7.猿债铡盏斋斩 謪蘸湛斋沾斋咋铡謥斋, 崭展 眨债铡盏斋斩 謪蘸湛斋沾斋咋铡謥斋铡, gradient descent謮
8.請展 眨债铡盏斋斩 占榨眨謤榨战斋铡, 寨斋战铡蘸铡謤铡沾榨湛謤斋寨 占榨眨謤榨战斋铡謮
9.源铡战铡寨铡謤眨沾铡斩 沾崭栅榨宅斩榨謤諠 宅崭眨斋战湛斋寨 占榨眨占榨战斋铡, LDA, QDA:
10.跃铡占榨謤斋 站謤铡 瞻斋沾斩站铡债 沾崭栅榨宅斩榨謤諠 崭謤崭辗崭謧沾斩榨謤斋 债铡占, 蘸铡湛铡瞻铡寨铡斩 铡斩湛铡占, 闸铡眨斋斩眨, 闸崭謧战湛斋斩眨謮
1-斋斩 寨斋战铡沾盏铡寨
4 摘铡沾/辗铡闸.
源铡战铡窄崭战.諠 2 摘铡沾, 眨崭謤债斩铡寨铡斩 2 摘铡沾
MANDATORY
1002
1. Purpose of the Course
路毡謬铡站崭謤榨宅 瞻铡站铡斩铡寨铡斩铡盏斋斩 沾湛铡债榨宅铡寨榨謤蘸, 崭謤炸 寨謪眨斩斋 崭謧战铡斩崭詹斩榨謤斋斩 寨铡占崭謧謥榨宅 瞻铡站铡斩铡寨铡斩铡盏斋斩 沾崭栅榨宅斩榨謤 謬 眨铡詹铡謨铡謤斩榨謤 寨斋謤铡占铡寨铡斩 站斋粘铡寨铡眨謤崭謧诈盏铡斩 湛铡謤闸榨謤 闸铡摘斋斩斩榨謤斋謥:
路斩榨謤寨铡盏铡謥斩榨宅 謫崭謧斩寨謥斋铡斩榨謤斋 瞻斋沾斩铡寨铡斩 瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸, 斩謤铡斩謥 湛铡謤謤铡寨铡斩 謫崭謧斩寨謥斋铡斩榨謤炸, 眨謤铡謫斋寨斩榨謤炸 謬 斩謤铡斩謥 战铡瞻沾铡斩斩榨謤斋, 铡斩炸斩栅瞻铡湛崭謧诈盏铡斩, 铡债铡斩謥盏铡宅斋 眨铡詹铡謨铡謤斩榨謤炸, 铡斩崭謤崭辗 謬 崭謤崭辗盏铡宅 斋斩湛榨眨謤铡宅斩榨謤斋 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤炸謮
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.圆铡謥铡湛謤榨宅 闸铡咋沾崭謧诈盏崭謧斩斩榨謤斋 瞻榨湛 眨崭謤债崭詹崭謧诈盏崭謧斩斩榨謤炸, 斋謤铡寨铡斩 诈站榨謤斋 瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸, 斩榨謤寨铡盏铡謥斩榨宅 謫崭謧斩寨謥斋铡斩榨謤斋 瞻斋沾斩铡寨铡斩 瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸,
2.諉寨铡謤铡眨謤榨宅 湛铡謤謤铡寨铡斩 謫崭謧斩寨謥斋铡斩榨謤炸, 斩謤铡斩謥 眨謤铡謫斋寨斩榨謤炸, 毡謬铡寨榨謤蘸榨宅 栅斋謫榨謤榨斩謥斋铡宅 瞻铡辗站斋 瞻斋沾斩铡寨铡斩 诈榨崭謤榨沾斩榨謤炸謮
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
3.钥斋謤铡占榨宅 湛铡謤謤铡寨铡斩 謫崭謧斩寨謥斋铡斩榨謤斋 瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸 謬 瞻铡辗站榨宅 謫崭謧斩寨謥斋铡斩榨謤斋 战铡瞻沾铡斩斩榨謤斩 崭謧 铡债铡斩謥盏铡宅斩榨謤炸, 瞻榨湛铡咋崭湛榨宅 謫崭謧斩寨謥斋铡斩謮
4.諑榨謤宅崭謧债榨宅 铡占寨铡 湛站盏铡宅斩榨謤炸 寨铡占崭謧謥榨宅 闸铡辗窄沾铡斩 謫崭謧斩寨謥斋铡盏斋 湛榨战謩炸, 寨铡湛铡謤榨宅 站斋粘铡寨铡眨謤铡寨铡斩 瞻榨湛謬崭謧诈盏崭謧斩斩榨謤, 战湛铡斩铡宅 湛铡謤闸榨謤 闸斩崭謧诈铡眨謤斋展斩榨謤斋 眨斩铡瞻铡湛铡寨铡斩斩榨謤謮
3. Description
路毡謬铡站崭謤榨宅 瞻铡站铡斩铡寨铡斩铡盏斋斩 沾湛铡债榨宅铡寨榨謤蘸, 崭謤炸 寨謪眨斩斋 崭謧战铡斩崭詹斩榨謤斋斩 寨铡占崭謧謥榨宅 瞻铡站铡斩铡寨铡斩铡盏斋斩 沾崭栅榨宅斩榨謤 謬 眨铡詹铡謨铡謤斩榨謤 寨斋謤铡占铡寨铡斩 站斋粘铡寨铡眨謤崭謧诈盏铡斩 湛铡謤闸榨謤 闸铡摘斋斩斩榨謤斋謥:
路斩榨謤寨铡盏铡謥斩榨宅 謫崭謧斩寨謥斋铡斩榨謤斋 瞻斋沾斩铡寨铡斩 瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸, 斩謤铡斩謥 湛铡謤謤铡寨铡斩 謫崭謧斩寨謥斋铡斩榨謤炸, 眨謤铡謫斋寨斩榨謤炸 謬 斩謤铡斩謥 战铡瞻沾铡斩斩榨謤斋, 铡斩炸斩栅瞻铡湛崭謧诈盏铡斩, 铡债铡斩謥盏铡宅斋 眨铡詹铡謨铡謤斩榨謤炸, 铡斩崭謤崭辗 謬 崭謤崭辗盏铡宅 斋斩湛榨眨謤铡宅斩榨謤斋 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤炸謮
4. Teaching and Learning Styles and Methods
1.源铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤謮
2.猿崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
3.越沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
4.员斩瞻铡湛铡寨铡斩 铡辗窄铡湛铡斩謩謮
5.諃铡斩毡斩铡謤铡謤站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 炸斩诈榨謤謥崭謧沾 謬 湛斩铡盏斋斩 铡辗窄铡湛铡斩謩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤), 炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤斋 謩铡斩铡寨炸, 摘铡沾铡斩铡寨铡謥崭謧盏謥炸, 沾斋铡站崭謤斩榨謤斋 謩铡盏宅炸, 铡斩謥寨铡謥沾铡斩 寨铡謤眨炸 謬 铡盏宅 瞻斩铡謤铡站崭謤 沾铡斩謤铡沾铡战斩榨謤 瞻铡盏湛铡謤铡謤崭謧沾 乍 栅铡战铡窄崭战炸諠 沾斋斩展謬 寨斋战铡沾盏铡寨斋 榨謤寨謤崭謤栅 辗铡闸铡诈站铡 铡站铡謤湛炸謮 圆崭宅崭謤 战湛崭謧眨崭謧沾斩榨謤斋 炸斩栅瞻铡斩崭謧謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩炸 4 沾斋铡站崭謤 乍謮
1.1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩. 蘸铡謤湛铡栅斋謤 闸铡詹铡栅謤斋展諠 瞻铡湛寨铡謥站崭詹 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸諠 4謮
2.2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩. 蘸铡謤湛铡栅斋謤 闸铡詹铡栅謤斋展諠 瞻铡湛寨铡謥站崭詹 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸諠 4:
3.愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 战湛崭謧眨崭謧沾斩榨謤斋 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸 4 乍謮
4.缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩. 蘸铡謤湛铡栅斋謤 闸铡詹铡栅謤斋展諠 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸 8 乍謮
圆崭宅崭謤 闸铡詹铡栅謤斋展斩榨謤斋斩 (1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩, 2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩, 炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 榨咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩) 瞻铡湛寨铡謥站铡债 沾斋铡站崭謤斩榨謤斋 瞻铡斩謤铡眨崭謧沾铡謤炸 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤 乍謮
諗斩斩崭謧诈盏崭謧斩炸 铡斩謥 乍 寨铡謥站崭謧沾 瞻铡沾铡寨铡謤眨展崭站:
6. Basic Bibliography
  • J.R. Magnus, H. Neudecker, 芦Matrix Differential Calculus with Application in Statistics and Econometrics禄, 2019 John Wiley & Sons Ltd
  • John Wiley and Sons, 3rd Edition (Chapter 1), 2019 John Wiley & Sons Ltd
  • Kandethody M.Ramachandran, Chris P.Tsokos, Mathematical Statistics with Applications,2009, USA
  • Elsevier Academic Press. 楔懈褉褟械胁 袗.袧., 袙械褉芯褟褌薪芯褋褌褜, 袦., ''袧邪褍泻邪'', 2004,
  • 袘.袙.袚薪械写械薪泻芯. 袣褍褉褋 褌械芯褉懈懈 胁械褉芯褟褌薪芯褋褌械泄, 袠蟹写. 6-械, 锌械褉械褉邪斜. 懈 写芯锌. - 袦.: 袧邪褍泻邪. 袚谢. 褉械写. 褎懈蟹.-屑邪褌. 谢懈褌., 1988
  • Gibbons J. D., Chakraborti S., 鈥淣onparametric Statistical Inference鈥欌, Marcel Dekker inc.,2003, USA
7. Main sections of the course
1.諃铡站铡斩铡寨铡斩崭謧诈盏铡斩 铡謩战斋崭沾铡湛斋寨 战铡瞻沾铡斩崭謧沾炸 謬 瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸謮
2.諍铡湛铡瞻崭謧盏诈斩榨謤斋 铡斩寨铡窄崭謧诈盏崭謧斩,蘸铡湛铡瞻铡寨铡斩 沾榨债崭謧诈盏崭謧斩, 斩謤铡斩謥 诈站铡盏斋斩 闸斩崭謧诈铡眨謤斋展斩榨謤炸 謬 闸铡辗窄沾铡斩 謫崭謧斩寨謥斋铡謮
3.諉寨铡謤铡眨謤铡寨铡斩 站斋粘铡寨铡眨謤崭謧诈盏崭謧斩:
4. 钥榨湛铡盏斋斩, 沾斋栈铡寨铡盏謩铡盏斋斩 眨斩铡瞻铡湛铡寨铡斩斩榨謤`瞻铡湛寨崭謧诈盏崭謧斩斩榨謤, 眨斩铡瞻铡湛沾铡斩 沾榨诈崭栅斩榨謤:
5.諑铡謤寨铡债斩榨謤斋 战湛崭謧眨崭謧沾` 铡斩瞻謤铡摘榨辗湛 眨铡詹铡謨铡謤斩榨謤:
6.談崭斩崭湛崭斩 謫崭謧斩寨謥斋铡斩榨謤, 咋崭謧盏眨 謬 寨榨斩湛 謫崭謧斩寨謥斋铡斩榨謤: 諒铡謤謤铡寨铡斩 謫崭謧斩寨謥斋铡斩榨謤, 瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸, 眨謤铡謫斋寨斩榨謤炸: 圆铡謤栅 謫崭謧斩寨謥斋铡, 瞻铡寨铡栅铡謤毡 謫崭謧斩寨謥斋铡:
7.諃铡栈崭謤栅铡寨铡斩崭謧诈盏崭謧斩斩榨謤, 湛謤沾铡斩 榨詹铡斩铡寨斩榨謤炸, 瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸謮 諃铡栈崭謤栅铡寨铡斩崭謧诈盏铡斩 战铡瞻沾铡斩謮
8. 諙崭謧斩寨謥斋铡盏斋 战铡瞻沾铡斩炸, 瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸, 铡斩炸斩栅瞻铡湛崭謧诈盏崭謧斩炸謮 諙崭謧斩寨謥斋铡盏斋 铡债铡斩謥盏铡宅, 瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸, 栅斋謫榨謤榨斩謥斋铡宅 瞻铡辗站斋 瞻斋沾斩铡寨铡斩 诈榨崭謤榨沾斩榨謤炸謮
9.諉铡窄斩铡寨铡斩 謫崭謧斩寨謥斋铡, 铡斩崭謤崭辗 斋斩湛榨眨謤铡宅, 崭謤崭辗盏铡宅 斋湛榨眨謤铡宅, 沾斋 謩铡斩斋 謨崭謨崭窄铡寨铡斩斋 謫崭謧斩寨謥斋铡斩榨謤斋 战铡瞻沾铡斩炸, 铡斩炸斩栅瞻铡湛崭謧诈盏崭謧斩炸, 铡债铡斩謥盏铡宅炸, 栅斋謫榨謤榨謥斋铡宅 謬 斩謤铡斩謥 瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸謮
10.猿债铡盏斋斩 瞻铡站铡战铡謤崭謧沾斩榨謤斋 瞻铡沾铡寨铡謤眨榨謤, 沾铡湛謤斋謥斩榨謤 謬 崭謤崭辗斋展斩榨謤謮
1-斋斩 寨斋战铡沾盏铡寨
源铡战.諠 1 摘铡沾, 眨崭謤债.諠 1摘铡沾
2 摘铡沾/辗铡闸.
MANDATORY
1002
1. Purpose of the Course
路债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斋斩 湛站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩 站斋咋崭謧铡宅斋咋铡謥斋崭斩 沾榨诈崭栅斩榨謤斋斩,
路毡謬铡站崭謤榨宅 站斋咋崭謧铡宅斋咋铡謥斋崭斩 湛榨窄斩斋寨铡斩榨謤斋諠 眨崭謤债斩铡寨铡斩 窄斩栅斋謤斩榨謤崭謧沾 寨斋謤铡占榨宅崭謧 瞻沾湛崭謧诈盏崭謧斩:
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.談榨寨斩铡闸铡斩榨宅 站斋咋崭謧铡宅斋咋铡咋斋铡盏斋 榨詹铡斩铡寨斩榨謤斋 謪眨湛铡眨崭謤债沾铡斩 铡斩瞻謤铡摘榨辗湛崭謧诈盏崭謧斩炸 謬 斩蘸铡湛铡寨铡瞻铡謤沾铡謤崭謧诈盏崭謧斩炸謮
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
2.諘眨湛铡眨崭謤债榨宅 湛站盏铡宅斩榨謤斋 站斋咋崭謧铡宅斋咋铡謥斋铡盏斋 沾榨诈崭栅斩榨謤炸 铡占铡栈铡謤寨站铡债 眨崭謤债斩铡寨铡斩 窄斩栅斋謤斩榨謤 謬 宅崭謧债榨宅崭謧 瞻铡沾铡謤謮
3.曰謤铡寨铡斩铡謥斩榨宅 斋斩湛榨謤铡寨湛斋站 瞻铡沾榨沾铡湛崭謧诈盏崭謧斩斩榨謤 站斋咋崭謧铡宅斋咋铡謥斋崭斩 沾榨诈崭栅斩榨謤斋 謪眨斩崭謧诈盏铡沾闸謮
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
4.諘眨湛站榨宅 眨斋湛铡寨铡斩 铡詹闸盏崭謧謤斩榨謤斋謥 (斋斩湛榨謤斩榨湛铡盏斋斩 占榨战崭謧謤战斩榨謤, 乍宅榨寨湛謤崭斩铡盏斋斩 眨謤铡栅铡謤铡斩斩榨謤, 眨斋湛铡寨铡斩 瞻崭栅站铡债斩榨謤 謬 瞻铡辗站榨湛站崭謧诈盏崭謧斩斩榨謤)謮
5.諍铡湛謤铡战湛榨宅 咋榨寨崭謧謥崭謧沾斩榨謤, 斩榨謤寨铡盏铡謥斩榨宅 瞻榨湛铡咋崭湛崭謧诈盏崭謧斩斩榨謤斋 铡謤栅盏崭謧斩謩斩榨謤炸, 站铡謤榨宅 眨斋湛铡寨铡斩 闸铡斩铡站榨粘榨謤, 寨铡湛铡謤榨宅 诈斋沾铡盏斋斩 铡辗窄铡湛铡斩謩謮


3. Description
路债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斋斩 湛站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩 站斋咋崭謧铡宅斋咋铡謥斋崭斩 沾榨诈崭栅斩榨謤斋斩,
路毡謬铡站崭謤榨宅 站斋咋崭謧铡宅斋咋铡謥斋崭斩 湛榨窄斩斋寨铡斩榨謤斋諠 眨崭謤债斩铡寨铡斩 窄斩栅斋謤斩榨謤崭謧沾 寨斋謤铡占榨宅崭謧 瞻沾湛崭謧诈盏崭謧斩:
4. Teaching and Learning Styles and Methods
1.源铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤謮
2.猿崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
3.越沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
4.员斩瞻铡湛铡寨铡斩 铡辗窄铡湛铡斩謩謮
5.諃铡斩毡斩铡謤铡謤站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 炸斩诈榨謤謥崭謧沾 謬 湛斩铡盏斋斩 铡辗窄铡湛铡斩謩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤斋 謩铡斩铡寨炸, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩斋 摘铡沾铡斩铡寨铡謥崭謧盏謥炸, 沾斋铡站崭謤斩榨謤斋 謩铡盏宅炸, 铡斩謥寨铡謥沾铡斩 寨铡謤眨炸 謬 铡盏宅 瞻斩铡謤铡站崭謤 沾铡斩謤铡沾铡战斩榨謤 瞻铡盏湛斩崭謧沾 乍 栅铡战铡窄崭战炸諠 沾斋斩展謬 寨斋战铡沾盏铡寨斋 榨謤寨謤崭謤栅 辗铡闸铡诈站铡 铡站铡謤湛炸謮
1.愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤). 炸斩栅瞻铡斩崭謧謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩炸 8 沾斋铡站崭謤 乍謮
2.曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩. 湛謤站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 4 沾斋铡站崭謤謮
3.缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩. 铡沾闸崭詹栈 栅铡战炸斩诈铡謥斋 (崭謧战崭謧沾斩铡寨铡斩 沾崭栅崭謧宅斋) 榨咋謤铡謨铡寨斋展 眨斩铡瞻铡湛崭謧沾 謩斩斩铡辗謤栈铡斩崭謧沾, 崭謤炸 榨斩诈铡栅謤崭謧沾 乍 栅铡战炸斩诈铡謥斋 瞻铡沾铡謤 战铡瞻沾铡斩站铡债 寨謤诈铡寨铡斩 站榨謤栈斩铡栅盏崭謧斩謩斩榨謤斋 毡榨占謩闸榨謤沾铡斩 沾铡寨铡謤栅铡寨斋 眨斩铡瞻铡湛崭謧沾諠 8 沾斋铡站崭謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩崭站:
圆崭宅崭謤 闸铡詹铡栅謤斋展斩榨謤斋斩 (炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩, 榨咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩) 瞻铡湛寨铡謥站铡债 沾斋铡站崭謤斩榨謤斋 瞻铡斩謤铡眨崭謧沾铡謤炸 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤 乍謮
諗斩斩崭謧诈盏崭謧斩炸 铡斩謥 乍 寨铡謥站崭謧沾 瞻铡沾铡寨铡謤眨展崭站:
6. Basic Bibliography
  • [BOOK 1] Cole Nussbaumer Knaflic, 2015. 鈥淪torytelling with Data: A Data Visualization Guide for Business Professionals鈥, USA
  • [BOOK 2] Alberto Cairo, 2012. 鈥淭he Functional Art: An Introduction to Information Graphics and Visualization鈥, USA
  • [BOOK 3] Edward Tufte, 2007. 鈥淭he Visual Display of Quantitative Information鈥. 2nd edition.
  • [BOOK 4] Alberto Cairo, 2016. 鈥淭he Truthful Art: Data, Charts and Maps for Communication鈥, USA
  • [BOOK 5] Tamara Munzner, 2014. 鈥淰isualization Analysis and Design鈥, USA
  • [BOOK 6] Kristen Sosulski, 2018. 鈥淒ata Visualization Made Simple, USA
  • [BOOK 7] Alberto Cairo, 2020. 鈥淗ow Charts Lie鈥, USA
7. Main sections of the course
1.諑斋咋崭謧铡宅斋咋铡謥斋崭斩 瞻斋沾斩铡寨铡斩 湛榨窄斩斋寨铡斩榨謤謮
2.圆铡咋沾铡展铡謨 站斋咋崭謧铡宅斋咋铡謥斋铡, 謩铡謤湛榨咋斩榨謤, 謥铡斩謥榨謤謮
3.諍铡湛沾崭詹铡寨铡斩 站斋咋崭謧铡宅斋咋铡謥斋铡 (Narrative Visualization)謮
4.R Shiny-斋 斩榨謤铡债崭謧诈盏崭謧斩, Reactivity謮
5.曰斩湛榨謤铡寨湛斋站 站斋咋崭謧铡宅斋咋铡謥斋铡, D3-斋 斩榨謤铡债崭謧诈盏崭謧斩謮
6. Web dashboard-斩榨謤斋 战湛榨詹债崭謧沾謮
1-斋斩 寨斋战铡沾盏铡寨
2 摘铡沾, 眨崭謤债斩铡寨铡斩 2 摘铡沾
4 摘铡沾/辗铡闸.
MANDATORY
1002
1. Purpose of the Course
路斩榨謤寨铡盏铡謥斩榨宅 湛站盏铡宅斩榨謤斋 闸铡咋铡斩榨謤斋 寨铡占铡站铡謤沾铡斩 瞻斋沾崭謧斩謩斩榨謤炸 謬 栅謤铡斩謥 寨斋謤铡占崭謧诈盏崭謧斩炸 湛斩湛榨战铡眨斋湛崭謧诈盏崭謧斩崭謧沾:
路债铡斩崭诈铡謥斩榨宅 湛站盏铡宅斩榨謤斋 闸铡咋铡斩榨謤斋 沾崭栅榨宅铡站崭謤沾铡斩, 瞻铡謤謥崭謧沾斩斩榨謤斋 寨铡占崭謧謥沾铡斩 宅榨咋站斋諠 SQL-斋, 湛站盏铡宅斩榨謤斋 闸铡咋铡盏斋 寨铡占铡站铡謤沾铡斩 瞻铡沾铡寨铡謤眨榨謤斋 斩铡窄铡眨债沾铡斩 沾榨诈崭栅斩榨謤斋, 占榨宅铡謥斋崭斩 謬 NoSQL 湛站盏铡宅斩榨謤斋 闸铡咋铡斩榨謤斋, ETL, OLAP 瞻铡沾铡寨铡謤眨榨謤斋 崭謧战崭謧沾斩铡战斋謤崭謧诈盏铡斩炸 謬 战湛铡謥站铡债 湛榨战铡寨铡斩 眨斋湛榨宅斋謩斩榨謤斋 寨斋謤铡占沾铡斩炸:
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.諉寨铡謤铡眨謤榨宅 占榨宅铡謥斋崭斩 湛站盏铡宅斩榨謤斋 闸铡咋铡盏斋 寨铡占铡站铡謤沾铡斩 瞻铡沾铡寨铡謤眨斋 (RDBMS) 瞻斋沾斩铡寨铡斩 闸铡詹铡栅謤斋展斩榨謤炸 謬 站榨謤栈斋斩斩榨謤斋战 斩铡窄铡眨债沾铡斩 眨崭謤债炸斩诈铡謥斩榨謤炸:
2.諉榨謤寨铡盏铡謥斩榨宅 湛站盏铡宅斩榨謤斋 瞻铡站铡謩铡眨謤沾铡斩 瞻斋沾斩铡寨铡斩 沾榨诈崭栅斩榨謤炸謮
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
3.諉铡窄铡眨债榨宅 謬 寨铡占崭謧謥榨宅 占榨宅铡謥斋崭斩 湛站盏铡宅斩榨謤斋 闸铡咋铡斩榨謤斋 瞻铡沾铡寨铡謤眨榨謤, 謥崭謧謥铡闸榨謤榨宅崭站 謨崭謤毡铡占崭謧诈盏崭謧斩 謬 RDBMS 沾崭栅榨宅铡站崭謤沾铡斩, 斩铡窄铡眨债沾铡斩 謬 寨斋謤铡占沾铡斩 站榨謤铡闸榨謤盏铡宅 瞻斋沾斩铡謤铡謤 眨斋湛榨宅斋謩斩榨謤謮
4.諉铡窄铡眨债榨宅 謬 寨铡占崭謧謥榨宅 湛站盏铡宅斩榨謤斋 瞻铡站铡謩铡眨謤沾铡斩, 蘸铡瞻蘸铡斩沾铡斩 謬 沾辗铡寨沾铡斩 瞻铡沾铡寨铡謤眨榨謤 ( ETL), 斋斩展蘸榨战 斩铡謬 OLAP 瞻铡沾铡寨铡謤眨榨謤:
5.钥铡占崭謧謥榨宅 謬 寨铡占铡站铡謤榨宅 NoSQL / 沾榨债 湛站盏铡宅斩榨謤斋 湛站盏铡宅斩榨謤斋 闸铡咋铡斩榨謤, 斋斩展蘸斋战斋謩 榨斩 MongoDB 謬 Hbase謮
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
6.諍铡湛謤铡战湛榨宅 咋榨寨崭謧謥崭謧沾斩榨謤, 斩榨謤寨铡盏铡謥斩榨宅 瞻榨湛铡咋崭湛崭謧诈盏崭謧斩斩榨謤斋 铡謤栅盏崭謧斩謩斩榨謤炸, 站铡謤榨宅 眨斋湛铡寨铡斩 闸铡斩铡站榨粘榨謤謮
3. Description
路斩榨謤寨铡盏铡謥斩榨宅 湛站盏铡宅斩榨謤斋 闸铡咋铡斩榨謤斋 寨铡占铡站铡謤沾铡斩 瞻斋沾崭謧斩謩斩榨謤炸 謬 栅謤铡斩謥 寨斋謤铡占崭謧诈盏崭謧斩炸 湛斩湛榨战铡眨斋湛崭謧诈盏崭謧斩崭謧沾:
路债铡斩崭诈铡謥斩榨宅 湛站盏铡宅斩榨謤斋 闸铡咋铡斩榨謤斋 沾崭栅榨宅铡站崭謤沾铡斩, 瞻铡謤謥崭謧沾斩斩榨謤斋 寨铡占崭謧謥沾铡斩 宅榨咋站斋諠 SQL-斋, 湛站盏铡宅斩榨謤斋 闸铡咋铡盏斋 寨铡占铡站铡謤沾铡斩 瞻铡沾铡寨铡謤眨榨謤斋 斩铡窄铡眨债沾铡斩 沾榨诈崭栅斩榨謤斋, 占榨宅铡謥斋崭斩 謬 NoSQL 湛站盏铡宅斩榨謤斋 闸铡咋铡斩榨謤斋, ETL, OLAP 瞻铡沾铡寨铡謤眨榨謤斋 崭謧战崭謧沾斩铡战斋謤崭謧诈盏铡斩炸 謬 战湛铡謥站铡债 湛榨战铡寨铡斩 眨斋湛榨宅斋謩斩榨謤斋 寨斋謤铡占沾铡斩炸:
4. Teaching and Learning Styles and Methods
1.源铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤謮
2.猿崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
3.越沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
4.员斩瞻铡湛铡寨铡斩 铡辗窄铡湛铡斩謩謮
5.諃铡斩毡斩铡謤铡謤站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 炸斩诈榨謤謥崭謧沾 謬 湛斩铡盏斋斩 铡辗窄铡湛铡斩謩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤), 炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤斋 謩铡斩铡寨炸, 摘铡沾铡斩铡寨铡謥崭謧盏謥炸, 沾斋铡站崭謤斩榨謤斋 謩铡盏宅炸, 铡斩謥寨铡謥沾铡斩 寨铡謤眨炸 謬 铡盏宅 瞻斩铡謤铡站崭謤 沾铡斩謤铡沾铡战斩榨謤 瞻铡盏湛铡謤铡謤崭謧沾 乍 栅铡战铡窄崭战炸諠 沾斋斩展謬 寨斋战铡沾盏铡寨斋 榨謤寨謤崭謤栅 辗铡闸铡诈站铡 铡站铡謤湛炸謮 圆崭宅崭謤 战湛崭謧眨崭謧沾斩榨謤斋 炸斩栅瞻铡斩崭謧謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩炸 4 沾斋铡站崭謤 乍謮
1.1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩. 蘸铡謤湛铡栅斋謤 闸铡詹铡栅謤斋展諠 瞻铡湛寨铡謥站崭詹 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸諠 4謮
2.2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩. 蘸铡謤湛铡栅斋謤 闸铡詹铡栅謤斋展諠 瞻铡湛寨铡謥站崭詹 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸諠 4:
3.愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 战湛崭謧眨崭謧沾斩榨謤斋 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸 4 乍謮
4.缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩. 蘸铡謤湛铡栅斋謤 闸铡詹铡栅謤斋展諠 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸 8 乍謮
圆崭宅崭謤 闸铡詹铡栅謤斋展斩榨謤斋斩 (1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩, 2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩, 炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 榨咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩) 瞻铡湛寨铡謥站铡债 沾斋铡站崭謤斩榨謤斋 瞻铡斩謤铡眨崭謧沾铡謤炸 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤 乍謮
諗斩斩崭謧诈盏崭謧斩炸 铡斩謥 乍 寨铡謥站崭謧沾 瞻铡沾铡寨铡謤眨展崭站:
6. Basic Bibliography
  • Wilfreid Lamahieu, Seppe vanden Broucke, and Bart Baesen Principles of Database Management: The Practical Guide to Storing, Managing and Analyzing Big and Small Data, Cambridge University Press (August 2018).
  • Readings in Database Systems (The Red Book). 4th ed. Hellerstein, Joseph, and Michael Stonebraker. MIT Press, (2005).
  • Introduction to Database Systems. by C. J. Date Addison-Wesley. 8th Ed. Publisher: Addison-Wesley; 8 edition (August 1, 2003).
  • Fundamentals of SQL Programming. by R. A. Mata-Toledo and P. Cushman. Schaum鈥檚 Outline Series. McGraw-Hill (2000).
  • Programming Hive: Data Warehouse and Query Language for Hadoop. Dean Wampler, Jason Rutherglen, Edward Capriolo. O'Reilly Media (2012)
  • Learning Spark Lightning-Fast Big Data Analysis. Matei Zaharia, Holden Karau, Andy Konwinski, Patrick Wendell. O'Reilly Media. (2015)
7. Main sections of the course
1.諒站盏铡宅斩榨謤斋 闸铡咋铡斩榨謤斋 瞻铡沾铡寨铡謤眨斋 斩榨謤铡债崭謧诈盏崭謧斩, 湛站盏铡宅斩榨謤斋 闸铡咋铡斩榨謤斋 寨斋謤铡占崭謧诈盏崭謧斩炸 湛斩湛榨战铡眨斋湛崭謧诈盏崭謧斩崭謧沾謮
2.諏榨宅盏铡謥斋崭斩 湛站盏铡宅斩榨謤斋 闸铡咋铡斩榨謤 寨铡占铡站铡謤沾铡斩 瞻铡沾铡寨铡謤眨榨謤(諏諒圆钥諃)謮 諏諒圆钥諃 瞻斋沾斩铡寨铡斩 謫崭謧斩寨謥斋铡斩榨謤炸謮
3.瞻铡謤謥崭謧沾斩榨謤斋 寨铡占崭謧謥站铡债謩铡盏斋斩 宅榨咋崭謧 (SQL)謮 諃铡謤謥崭謧沾斩榨謤斋 寨铡咋沾崭謧沾謮
4.諏諒圆钥諃 寨铡占崭謧謥崭謧沾, MySQL謮
5.Express + MySQL and RESTful 瞻铡沾铡寨铡謤眨榨謤斋 寨斋謤铡占沾铡斩 铡占铡斩毡斩铡瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸謮
6.NoSQL 湛站盏铡宅斩榨謤斋 闸铡咋铡盏斋 寨铡占铡站铡謤崭謧沾謮
7.Express + MongoDB 謬 湛站盏铡宅斩榨謤斋 斩榨謤寨铡盏铡謥沾铡斩 瞻铡沾铡寨铡謤眨榨謤斋 沾辗铡寨崭謧沾謮
8.ETL 瞻铡沾铡寨铡謤眨榨謤斋 乍崭謧诈盏崭謧斩炸 謬 铡占铡斩毡斩铡瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸謮
9.OLAP 瞻铡沾铡寨铡謤眨榨謤斋 乍崭謧诈盏崭謧斩炸 謬 铡占铡斩毡斩铡瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸謮
10. Apache Spark 謬 沾榨债 湛站盏铡宅斩榨謤斋 寨铡占铡站铡謤崭謧沾謮
2-謤栅 寨斋战铡沾盏铡寨
栅铡战铡窄崭战.諠 2 摘铡沾
2 摘铡沾/辗铡闸.
MANDATORY
1002
1. Purpose of the Course
路债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斋斩 湛站盏铡宅斩榨謤斋 斋斩湛榨宅榨寨湛崭謧铡宅 站榨謤宅崭謧债崭謧诈盏铡斩 瞻斋沾斩铡寨铡斩 瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤斋斩, 湛榨战铡寨铡斩 謬 眨崭謤债斩铡寨铡斩 战寨咋闸崭謧斩謩斩榨謤斋斩謮
路战崭站崭謤榨謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 寨斋謤铡占榨宅 湛站盏铡宅斩榨謤斋 斋斩湛榨宅榨寨湛崭謧铡宅 站榨謤宅崭謧债崭謧诈盏铡斩 沾榨诈崭栅斩榨謤炸 眨崭謤债斩铡寨铡斩 窄斩栅斋謤斩榨謤 宅崭謧债榨宅崭謧 瞻铡沾铡謤謮
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.諉寨铡謤铡眨謤榨宅 謬 寨斋謤铡占榨宅 湛站盏铡宅斩榨謤斋 斋斩湛榨宅榨寨湛崭謧铡宅 站榨謤宅崭謧债崭謧诈盏铡斩 沾榨诈崭栅斩榨謤斩 崭謧 战寨咋闸崭謧斩謩斩榨謤炸謮
2.諉榨謤寨铡盏铡謥斩榨宅 湛斩湛榨战铡眨斋湛崭謧诈盏铡斩 沾榨栈 謪眨湛铡眨崭謤债站崭詹 湛站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩 沾崭栅榨宅斩榨謤炸 謬 栅謤铡斩謥 斋謤铡寨铡斩铡謥沾铡斩 榨詹铡斩铡寨斩榨謤炸謮
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
3.諘眨湛铡眨崭謤债榨宅 湛站盏铡宅斩榨謤斋 斋斩湛榨宅榨寨湛崭謧铡宅 站榨謤宅崭謧债崭謧诈盏铡斩 铡宅眨崭謤斋诈沾斩榨謤炸 蘸謤铡寨湛斋寨 窄斩栅斋謤斩榨謤崭謧沾謮
4.钥铡湛铡謤榨宅 湛站盏铡宅斩榨謤斋 沾铡謩謤崭謧沾 謬 湛站盏铡宅斩榨謤斋謥 铡斩瞻謤铡摘榨辗湛 湛榨詹榨寨铡湛站崭謧诈盏铡斩 战湛铡謥崭謧沾謮
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
5.諘眨湛铡眨崭謤债榨宅 眨斋湛铡寨铡斩 湛铡謤闸榨謤 铡詹闸盏崭謧謤斩榨謤斋謥 (斋斩湛榨謤斩榨湛铡盏斋斩 占榨战崭謧謤战斩榨謤, 乍宅榨寨湛謤崭斩铡盏斋斩 眨謤铡栅铡謤铡斩斩榨謤, 眨斋湛铡寨铡斩 瞻崭栅站铡债斩榨謤 謬 铡盏宅斩) 战湛铡謥站铡债 湛榨詹榨寨铡湛站崭謧诈盏崭謧斩謮
6.諍铡湛謤铡战湛榨宅 咋榨寨崭謧謥崭謧沾斩榨謤, 斩榨謤寨铡盏铡謥斩榨宅 瞻榨湛铡咋崭湛崭謧诈盏崭謧斩斩榨謤斋 铡謤栅盏崭謧斩謩斩榨謤炸, 站铡謤榨宅 眨斋湛铡寨铡斩 闸铡斩铡站榨粘榨謤謮

3. Description
路债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斋斩 湛站盏铡宅斩榨謤斋 斋斩湛榨宅榨寨湛崭謧铡宅 站榨謤宅崭謧债崭謧诈盏铡斩 瞻斋沾斩铡寨铡斩 瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤斋斩, 湛榨战铡寨铡斩 謬 眨崭謤债斩铡寨铡斩 战寨咋闸崭謧斩謩斩榨謤斋斩謮
路战崭站崭謤榨謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 寨斋謤铡占榨宅 湛站盏铡宅斩榨謤斋 斋斩湛榨宅榨寨湛崭謧铡宅 站榨謤宅崭謧债崭謧诈盏铡斩 沾榨诈崭栅斩榨謤炸 眨崭謤债斩铡寨铡斩 窄斩栅斋謤斩榨謤 宅崭謧债榨宅崭謧 瞻铡沾铡謤謮
4. Teaching and Learning Styles and Methods
1.源铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤謮
2.猿崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
3.越沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
4.员斩瞻铡湛铡寨铡斩 铡辗窄铡湛铡斩謩謮
5.諃铡斩毡斩铡謤铡謤站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 炸斩诈榨謤謥崭謧沾 謬 湛斩铡盏斋斩 铡辗窄铡湛铡斩謩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤斋 謩铡斩铡寨炸, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩斋 摘铡沾铡斩铡寨铡謥崭謧盏謥炸, 沾斋铡站崭謤斩榨謤斋 謩铡盏宅炸, 铡斩謥寨铡謥沾铡斩 寨铡謤眨炸 謬 铡盏宅 瞻斩铡謤铡站崭謤 沾铡斩謤铡沾铡战斩榨謤 瞻铡盏湛斩崭謧沾 乍 栅铡战铡窄崭战炸諠 沾斋斩展謬 寨斋战铡沾盏铡寨斋 榨謤寨謤崭謤栅 辗铡闸铡诈站铡 铡站铡謤湛炸謮
1.愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤). 炸斩栅瞻铡斩崭謧謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩炸 8 沾斋铡站崭謤 乍謮
2.曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩. 湛謤站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 4 沾斋铡站崭謤謮
3.缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩. 铡沾闸崭詹栈 栅铡战炸斩诈铡謥斋 (崭謧战崭謧沾斩铡寨铡斩 沾崭栅崭謧宅斋) 榨咋謤铡謨铡寨斋展 眨斩铡瞻铡湛崭謧沾 謩斩斩铡辗謤栈铡斩崭謧沾, 崭謤炸 榨斩诈铡栅謤崭謧沾 乍 栅铡战炸斩诈铡謥斋 瞻铡沾铡謤 战铡瞻沾铡斩站铡债 寨謤诈铡寨铡斩 站榨謤栈斩铡栅盏崭謧斩謩斩榨謤斋 毡榨占謩闸榨謤沾铡斩 沾铡寨铡謤栅铡寨斋 眨斩铡瞻铡湛崭謧沾諠 8 沾斋铡站崭謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩崭站:
圆崭宅崭謤 闸铡詹铡栅謤斋展斩榨謤斋斩 (炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩, 榨咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩) 瞻铡湛寨铡謥站铡债 沾斋铡站崭謤斩榨謤斋 瞻铡斩謤铡眨崭謧沾铡謤炸 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤 乍謮
諗斩斩崭謧诈盏崭謧斩炸 铡斩謥 乍 寨铡謥站崭謧沾 瞻铡沾铡寨铡謤眨展崭站:
6. Basic Bibliography
  • Tan P., Steinbach M., Kumar V. Introduction to Data Mining, Pearson Education (1st ed.), 2005, USA
  • Gareth J., Witten D., Hastie T., Tibshirani R. An Introduction to Statistical Learning with Applications in R, Springer, 2013, USA
  • Hastie T.,Tibshitani R., Friedman J.The Elements of Statistical Learning, Springer (2nd ed.), 2008, USA
  • Hand, Mannila, and Smyth. Principles of Data Mining., MA: MIT Press, 2001, Cambridge
  • Zhao Y. R and Data Mining: Examples and Case Studies, 2015, USA
7. Main sections of the course
1.諒站盏铡宅斩榨謤斋 斋斩湛榨宅榨寨湛崭謧铡宅 站榨謤宅崭謧债崭謧诈盏铡斩 眨崭謤债炸斩诈铡謥, 斩榨謤铡债崭謧诈盏崭謧斩謮
2.諒站盏铡宅斩榨謤斋 斩铡窄铡蘸铡湛謤铡战湛崭謧沾諠 沾铡謩謤崭謧沾, 崭謧战崭謧沾斩铡战斋謤崭謧诈盏崭謧斩 謬 站斋咋崭謧铡宅斋咋铡謥斋铡 謮
3.远崭謧盏眨铡盏斋斩 謬 闸铡咋沾铡眨崭謤债崭斩 眨债铡盏斋斩 占榨眨謤榨战斋铡謮
4.愿斩栅瞻铡斩謤铡謥站铡债 眨债铡盏斋斩 沾崭栅榨宅斩榨謤 (Logit, 諍崭謧铡战崭斩斋 占榨眨謤榨战斋铡)謮
5.諏榨眨崭謧宅铡謤斋咋铡謥斋铡 (Ridge, Lasso, Elastic Net)謮
6.請謤崭辗崭謧沾斩榨謤斋 债铡占榨謤 (CHAID), 沾榨诈崭栅斩榨謤斋 铡斩战铡沾闸宅, 圆铡盏榨战盏铡斩 栅铡战铡寨铡謤眨崭謧沾謮
7.諃斋榨謤铡窄斋寨 謬 窄湛崭謧诈盏铡斩 站謤铡 瞻斋沾站铡债 謩宅铡战湛榨謤铡盏斋斩 站榨謤宅崭謧债崭謧诈盏崭謧斩謮
8.员战崭謥斋铡湛斋站 寨铡斩崭斩斩榨謤斋 崭謤崭斩崭謧沾謮
9.Text Mining謮
2-謤栅 寨斋战铡沾盏铡寨
源铡战铡窄崭战.諠 2 摘铡沾, 眨崭謤债斩铡寨铡斩 2 摘铡沾
4 摘铡沾/辗铡闸.
MANDATORY
1002
1. Purpose of the Course
路债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 铡占铡斩毡斩铡瞻铡湛寨崭謧诈盏崭謧斩斩榨謤斋 瞻榨湛諠 湛謤铡沾铡栅謤榨宅崭站 炸斩栅瞻铡斩謤铡寨铡斩 眨斋湛榨宅斋謩斩榨謤 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 站榨謤铡闸榨謤盏铡宅, 战崭站崭謤榨謥斩榨宅 湛铡謤闸榨謤榨宅 栅謤铡斩謥 湛铡謤铡湛榨战铡寨斩榨謤炸謮
路咋铡謤眨铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤炸諠 斩榨謤寨铡盏铡謥斩榨宅崭站 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 瞻斋沾斩铡寨铡斩 沾崭栅榨宅斩榨謤炸, 崭謧战崭謧謥沾铡斩 铡宅眨崭謤斋诈沾斩榨謤炸 謬 謪眨湛站榨宅 瞻铡盏湛斩斋 眨謤铡栅铡謤铡斩斩榨謤斋謥謮
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.諉榨謤寨铡盏铡謥斩榨宅 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 瞻斋沾斩铡寨铡斩 战寨咋闸崭謧斩謩斩榨謤炸 謬 眨铡詹铡謨铡謤斩榨謤炸 寨斋謤铡占沾铡斩 崭宅崭謤湛斩榨謤斩 崭謧 毡謬榨謤炸謮
2.圆铡謥铡湛謤榨宅 寨崭斩寨謤榨湛 窄斩栅謤斋 宅崭謧债沾铡斩 瞻铡沾铡謤 炸斩湛謤站铡债 沾崭栅榨宅斋 斩蘸铡湛铡寨铡瞻铡謤沾铡謤崭謧诈盏崭謧斩炸, 寨铡占崭謧謥站铡债謩炸 謬 铡辗窄铡湛铡斩謩斋 战寨咋闸崭謧斩謩斩榨謤炸, 湛铡謤闸榨謤崭謧诈盏崭謧斩斩榨謤炸 眨崭盏崭謧诈盏崭謧斩 崭謧斩榨謥崭詹 铡盏宅 瞻铡沾铡寨铡謤眨榨謤斋謥謮
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
3.钥铡湛铡謤榨宅 眨崭盏崭謧诈盏崭謧斩 崭謧斩榨謥崭詹 沾崭栅榨宅斩榨謤斋 謪蘸湛斋沾斋咋铡謥斋铡諠 铡占铡站榨宅 宅铡站 铡謤栅盏崭謧斩謩 战湛铡斩铡宅崭謧 斩蘸铡湛铡寨崭站謮
4.钥斋謤铡占榨宅 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 沾崭栅榨宅斩榨謤炸 寨崭斩寨謤榨湛 窄斩栅斋謤斩榨謤斋 宅崭謧债沾铡斩 瞻铡沾铡謤謮
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
5.諘眨湛站榨宅 湛榨詹榨寨铡湛站崭謧诈盏铡斩 湛铡謤铡湛榨战铡寨 铡詹闸盏崭謧謤斩榨謤斋謥, 闸铡斩铡站崭謤 謬 眨謤铡站崭謤 瞻铡詹崭謤栅铡寨謥站榨宅 沾铡战斩铡眨斋湛铡寨铡斩 瞻铡斩謤崭謧诈盏铡斩 瞻榨湛:

3. Description
路债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 铡占铡斩毡斩铡瞻铡湛寨崭謧诈盏崭謧斩斩榨謤斋 瞻榨湛諠 湛謤铡沾铡栅謤榨宅崭站 炸斩栅瞻铡斩謤铡寨铡斩 眨斋湛榨宅斋謩斩榨謤 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 站榨謤铡闸榨謤盏铡宅, 战崭站崭謤榨謥斩榨宅 湛铡謤闸榨謤榨宅 栅謤铡斩謥 湛铡謤铡湛榨战铡寨斩榨謤炸謮
路咋铡謤眨铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤炸諠 斩榨謤寨铡盏铡謥斩榨宅崭站 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 瞻斋沾斩铡寨铡斩 沾崭栅榨宅斩榨謤炸, 崭謧战崭謧謥沾铡斩 铡宅眨崭謤斋诈沾斩榨謤炸 謬 謪眨湛站榨宅 瞻铡盏湛斩斋 眨謤铡栅铡謤铡斩斩榨謤斋謥謮
4. Teaching and Learning Styles and Methods
1.源铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤謮
2.猿崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
3.越沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
4.员斩瞻铡湛铡寨铡斩 铡辗窄铡湛铡斩謩謮
5.諃铡斩毡斩铡謤铡謤站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 炸斩诈榨謤謥崭謧沾 謬 湛斩铡盏斋斩 铡辗窄铡湛铡斩謩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤), 炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤斋 謩铡斩铡寨炸, 摘铡沾铡斩铡寨铡謥崭謧盏謥炸, 沾斋铡站崭謤斩榨謤斋 謩铡盏宅炸, 铡斩謥寨铡謥沾铡斩 寨铡謤眨炸 謬 铡盏宅 瞻斩铡謤铡站崭謤 沾铡斩謤铡沾铡战斩榨謤 瞻铡盏湛铡謤铡謤崭謧沾 乍 栅铡战铡窄崭战炸諠 沾斋斩展謬 寨斋战铡沾盏铡寨斋 榨謤寨謤崭謤栅 辗铡闸铡诈站铡 铡站铡謤湛炸謮 圆崭宅崭謤 战湛崭謧眨崭謧沾斩榨謤斋 炸斩栅瞻铡斩崭謧謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩炸 4 沾斋铡站崭謤 乍謮
1.1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩. 蘸铡謤湛铡栅斋謤 闸铡詹铡栅謤斋展諠 瞻铡湛寨铡謥站崭詹 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸諠 4謮
2.2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩. 蘸铡謤湛铡栅斋謤 闸铡詹铡栅謤斋展諠 瞻铡湛寨铡謥站崭詹 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸諠 4:
3.愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 战湛崭謧眨崭謧沾斩榨謤斋 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸 4 乍謮
4.缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩. 蘸铡謤湛铡栅斋謤 闸铡詹铡栅謤斋展諠 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸 8 乍謮
圆崭宅崭謤 闸铡詹铡栅謤斋展斩榨謤斋斩 (1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩, 2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩, 炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 榨咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩) 瞻铡湛寨铡謥站铡债 沾斋铡站崭謤斩榨謤斋 瞻铡斩謤铡眨崭謧沾铡謤炸 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤 乍謮
諗斩斩崭謧诈盏崭謧斩炸 铡斩謥 乍 寨铡謥站崭謧沾 瞻铡沾铡寨铡謤眨展崭站:
6. Basic Bibliography
  • Christopher Bishop, Pattern Recognition and Machine Learning, Springer, 2006, USA
  • Hands-On Machine Learning with Scikit-Learn and TensorFlow Concepts, Tools, and Techniques to Build Intelligent Systems by Aur茅lien G茅ron, 2017, USA
  • Ian Goodfellow, Yoshua Bengio, Aaron Courville, Deep Learning, MIT Press, 2016, USA
  • Wouter Gevaert, Georgi Tsenov, Valeri Mladenov, Neural Networks used for Speech Recognition, Journal of automatic control, , Vol. 20:1-7, 2010. University of Belgrade
  • Alex Krizhevsky, Ilya Sutskever, Geoffrey E. Hinton, ImageNet Classification with Deep Convolutional Neural Networks, NIPS, 2012, USA
  • David E. Rumelhart, Geoffrey E. Hinton, Ronald J. Williams, Learning representations by back-propagating errors, Nature, Vol. 323, 1986, USA
7. Main sections of the course
1.諉榨謤铡债崭謧诈盏崭謧斩, 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤炸, 瞻斋沾斩铡謤铡謤 眨铡詹铡謨铡謤斩榨謤, 站榨謤铡瞻战寨榨宅斋 謬 铡斩站榨謤铡瞻战寨榨宅斋 崭謧战崭謧謥崭謧沾:
2.猿债铡盏斋斩 占榨眨謤榨战斋铡, 寨崭謤战湛斋 謫崭謧斩寨謥斋铡斩榨謤 underfitting 謬 overfitting 眨铡詹铡謨铡謤斩榨謤炸:
3.约崭眨斋战湛斋寨 占榨眨謤榨战斋铡謮
4.源铡战铡寨铡謤眨沾铡斩 沾崭栅榨宅斩榨謤, 债铡占榨謤, 铡斩战铡沾闸宅 沾榨诈崭栅斩榨謤謮
5.员斩站榨謤铡瞻战寨榨宅斋 崭謧战崭謧謥崭謧沾, 瞻铡沾铡窄沾闸崭謧沾, 展铡謨崭詹铡寨铡斩崭謧诈盏铡斩 謨崭謩謤铡謥崭謧沾謮
6.諒站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏崭謧斩, 闸铡謥铡寨铡盏崭詹 铡占摘榨謩斩榨謤, 斩崭謤 謨崭謨崭窄铡寨铡斩斩榨謤斋 寨铡占崭謧謥崭謧沾謮
7.諉榨盏謤崭斩铡盏斋斩 謥铡斩謥榨謤, 謬 瞻铡寨铡栅铡謤毡 湛铡謤铡债崭謧沾謮
8.論铡诈崭謧盏诈铡盏斋斩 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥榨謤, 斩寨铡謤斩榨謤崭謧沾 謪闸盏榨寨湛斩榨謤斋 粘铡斩铡展崭謧沾:
9.諉榨謤铡债崭謧诈盏崭謧斩 铡沾謤铡蘸斩栅沾铡斩 崭謧战崭謧謥崭謧沾:
2-謤栅 寨斋战铡沾盏铡寨
源铡战铡窄崭战.諠 2 摘铡沾, 眨崭謤债斩铡寨铡斩 2 摘铡沾
4 摘铡沾/辗铡闸.
MANDATORY
1002
1. Purpose of the Course
路债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 窄榨宅铡謥斋 瞻铡沾铡寨铡謤眨榨謤斋 瞻斋沾斩铡寨铡斩 湛铡謤謤榨謤斋 瞻榨湛, 战崭站崭謤榨謥斩榨宅 湛铡謤闸榨謤榨宅 栅謤铡斩謥 湛铡謤铡湛榨战铡寨斩榨謤炸謮
路咋铡謤眨铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤炸諠 斩榨謤寨铡盏铡謥斩榨宅崭站 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥榨謤斋 瞻斋沾斩铡寨铡斩 沾崭栅榨宅斩榨謤炸, 崭謧战崭謧謥沾铡斩 铡宅眨崭謤斋诈沾斩榨謤炸 战寨咋闸斩铡寨铡斩 湛铡謤謤榨謤炸謮
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.諉榨謤寨铡盏铡謥斩榨宅 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥榨謤斋 瞻斋沾斩铡寨铡斩 铡占铡斩毡斩铡瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸, 寨斋謤铡占沾铡斩 崭宅崭謤湛斩榨謤斩 崭謧 毡謬榨謤炸謮
2.諄謬铡寨榨謤蘸榨宅 闸铡謤栅 窄斩栅謤斋 宅崭謧债沾铡斩 瞻铡沾铡謤 炸斩湛謤站铡债 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥斋 寨铡占崭謧謥站铡债謩炸 謬 铡辗窄铡湛铡斩謩斋 战寨咋闸崭謧斩謩斩榨謤炸 謬 湛铡謤闸榨謤崭謧诈盏崭謧斩斩榨謤炸 眨崭盏崭謧诈盏崭謧斩 崭謧斩榨謥崭詹 铡盏宅 瞻铡沾铡寨铡謤眨榨謤斋謥謮
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
3.钥斋謤铡占榨宅 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥榨謤炸 湛铡謤闸榨謤 蘸謤崭盏榨寨湛斩榨謤崭謧沾, 瞻铡战寨铡斩铡宅 栅謤铡斩謥 寨斋謤铡占沾铡斩 闸斋咋斩榨战 瞻榨湛謬铡斩謩斩榨謤炸謮
4.諘眨湛铡眨崭謤债榨宅 窄崭謤炸 崭謧战崭謧謥沾铡斩 眨謤铡栅铡謤铡斩斩榨謤炸 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥榨謤 寨铡占崭謧謥榨宅崭謧 謬 战崭站崭謤榨謥斩崭宅崭謧 瞻铡沾铡謤謮
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
5.諑榨謤宅崭謧债榨宅 铡占寨铡 窄斩栅斋謤斩榨謤炸 謬 眨斩铡瞻铡湛榨宅 栅謤铡斩謥 宅崭謧债沾铡斩 瞻铡沾铡謤 铡斩瞻謤铡摘榨辗湛 占榨战崭謧謤战斩榨謤炸謮
6.諘眨湛站榨宅 湛榨詹榨寨铡湛站崭謧诈盏铡斩 湛铡謤铡湛榨战铡寨 铡詹闸盏崭謧謤斩榨謤斋謥, 斋斩展蘸榨战 斩铡謬 闸铡斩铡站崭謤 謬 眨謤铡站崭謤 瞻铡詹崭謤栅铡寨謥站榨宅 沾铡战斩铡眨斋湛铡寨铡斩 瞻铡斩謤崭謧诈盏铡斩 瞻榨湛:
3. Description
路债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 窄榨宅铡謥斋 瞻铡沾铡寨铡謤眨榨謤斋 瞻斋沾斩铡寨铡斩 湛铡謤謤榨謤斋 瞻榨湛, 战崭站崭謤榨謥斩榨宅 湛铡謤闸榨謤榨宅 栅謤铡斩謥 湛铡謤铡湛榨战铡寨斩榨謤炸謮
路咋铡謤眨铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤炸諠 斩榨謤寨铡盏铡謥斩榨宅崭站 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥榨謤斋 瞻斋沾斩铡寨铡斩 沾崭栅榨宅斩榨謤炸, 崭謧战崭謧謥沾铡斩 铡宅眨崭謤斋诈沾斩榨謤炸 战寨咋闸斩铡寨铡斩 湛铡謤謤榨謤炸謮
4. Teaching and Learning Styles and Methods
1.源铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤謮
2.猿崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
3.越沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
4.员斩瞻铡湛铡寨铡斩 铡辗窄铡湛铡斩謩謮
5.諃铡斩毡斩铡謤铡謤站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 炸斩诈榨謤謥崭謧沾 謬 湛斩铡盏斋斩 铡辗窄铡湛铡斩謩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤), 炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤斋 謩铡斩铡寨炸, 摘铡沾铡斩铡寨铡謥崭謧盏謥炸, 沾斋铡站崭謤斩榨謤斋 謩铡盏宅炸, 铡斩謥寨铡謥沾铡斩 寨铡謤眨炸 謬 铡盏宅 瞻斩铡謤铡站崭謤 沾铡斩謤铡沾铡战斩榨謤 瞻铡盏湛铡謤铡謤崭謧沾 乍 栅铡战铡窄崭战炸諠 沾斋斩展謬 寨斋战铡沾盏铡寨斋 榨謤寨謤崭謤栅 辗铡闸铡诈站铡 铡站铡謤湛炸謮 圆崭宅崭謤 战湛崭謧眨崭謧沾斩榨謤斋 炸斩栅瞻铡斩崭謧謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩炸 4 沾斋铡站崭謤 乍謮
1.1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩. 蘸铡謤湛铡栅斋謤 闸铡詹铡栅謤斋展諠 瞻铡湛寨铡謥站崭詹 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸諠 4謮
2.2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩. 蘸铡謤湛铡栅斋謤 闸铡詹铡栅謤斋展諠 瞻铡湛寨铡謥站崭詹 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸諠 4:
3.愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 战湛崭謧眨崭謧沾斩榨謤斋 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸 4 乍謮
4.缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩. 蘸铡謤湛铡栅斋謤 闸铡詹铡栅謤斋展諠 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸 8 乍謮
圆崭宅崭謤 闸铡詹铡栅謤斋展斩榨謤斋斩 (1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩, 2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩, 炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 榨咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩) 瞻铡湛寨铡謥站铡债 沾斋铡站崭謤斩榨謤斋 瞻铡斩謤铡眨崭謧沾铡謤炸 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤 乍謮
諗斩斩崭謧诈盏崭謧斩炸 铡斩謥 乍 寨铡謥站崭謧沾 瞻铡沾铡寨铡謤眨展崭站:
6. Basic Bibliography
  • Michael Nielsen, Neural Networks and Deep Learning:
  • I. Goodfellow, Y. Bengio & A. Courville, 2016. Deep Learning. The MIT Press, ISBN-10: 0262035618.
  • F. Chollet, 2017. Deep Learning with Python. Manning Publications, ISBN-10: 9781617294433.
  • A G茅ron, 2017. Hands-On Machine Learning with Scikit-Learn and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems. O'Reilly Media, ISBN-10: 1491962291.
  • C. C. Aggarwal, 2018. Neural Networks and Deep Learning: A Textbook. Springer International Publishing AG, ISBN 978-3-319-94462-3.
7. Main sections of the course
1.諉榨謤铡债崭謧诈盏崭謧斩:
2.諃斋沾斩铡謤铡謤 眨铡詹铡謨铡謤斩榨謤. 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥斋 辗榨謤湛榨謤炸謮
3.钥崭謤战湛斋 謫崭謧斩寨謥斋铡斩榨謤:
4.圆铡咋沾铡辗榨謤湛 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥榨謤謮
5.諃铡寨铡栅铡謤毡 湛铡謤铡债沾铡斩 铡宅眨崭謤斋诈沾 (backpropagation algorithm):
6.越崭謤炸 崭謧战崭謧謥沾铡斩 眨謤铡栅铡謤铡斩斩榨謤諠 Tensorflow, Keras:
7.Convolutional 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥榨謤:
8.諉寨铡謤斩榨謤崭謧沾 謪闸盏榨寨湛斩榨謤斋 粘铡斩铡展崭謧沾:
9.员斩栅謤铡栅铡謤毡 謥铡斩謥榨謤 (Recurrent neural networks):
10.諃铡栈崭謤栅铡寨铡斩崭謧诈盏崭謧斩斩榨謤斋 沾崭栅榨宅铡站崭謤崭謧沾:
11. 猿榨斩榨謤铡湛斋站 沾崭栅榨宅斩榨謤: Autoencoder 謥铡斩謥榨謤, 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤炸:
12. GAN (generative adversarial networks) 謥铡斩謥榨謤:
13.Deep reinforcenment learning:
Chair code Name of the elective course Credits
2-謤栅 寨斋战铡沾盏铡寨
源铡战铡窄崭战.諠 2 摘铡沾, 眨崭謤债斩铡寨铡斩 2 摘铡沾
4 摘铡沾/辗铡闸.
OPTIONAL
1002
1. Purpose of the Course
路寨斋謤铡占榨宅崭站 NoSQL 湛站盏铡宅斩榨謤斋 沾崭栅榨宅斩榨謤, 债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 湛站盏铡宅斩榨謤斋 辗湛榨沾铡謤铡斩斩榨謤斋 粘铡謤湛铡謤铡蘸榨湛崭謧诈盏铡斩斩 崭謧 斩铡窄铡眨债沾铡斩炸謮
路崭謧战崭謧謥铡斩榨宅 眨崭謤债斩铡寨铡斩 瞻沾湛崭謧诈盏崭謧斩斩榨謤諠 湛站盏铡宅斩榨謤斋 沾铡謩謤沾铡斩, ETL 眨崭謤债炸斩诈铡謥斩榨謤斋 (湛站盏铡宅斩榨謤斋 战湛铡謥崭謧沾, 毡謬铡謨崭窄崭謧沾 謬 斩榨謤闸榨占斩崭謧沾) 謬 湛站盏铡宅斩榨謤斋 瞻崭謧战铡宅斋 窄崭詹崭站铡寨铡眨债榨謤斋 寨铡占崭謧謥沾铡斩 窄斩栅謤斋斩榨謤崭謧沾謮
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.諉榨謤寨铡盏铡謥斩榨宅 眨斋湛榨宅斋謩斩榨謤 NoSQL 沾崭栅榨宅斩榨謤崭站 站榨謤宅崭謧债铡寨铡斩 湛站盏铡宅斩榨謤斋 辗湛榨沾铡謤铡斩斩榨謤斋 斩铡窄铡眨债沾铡斩 战寨咋闸崭謧斩謩斩榨謤斋 站榨謤铡闸榨謤盏铡宅謮
2.圆铡謥铡湛謤榨宅 湛站盏铡宅斩榨謤斋 沾铡謩謤沾铡斩 謬 ETL 眨崭謤债炸斩诈铡謥斩榨謤斋 寨斋謤铡占崭謧诈盏铡斩 战寨咋闸崭謧斩謩斩榨謤炸 湛铡謤闸榨謤 湛站盏铡宅斩榨謤斋 辗湛榨沾铡謤铡斩斩榨謤崭謧沾謮
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
3.諉铡窄铡眨债榨宅 謬 寨斋謤铡占榨宅 NoSQL 湛站盏铡宅斩榨謤斋 沾崭栅榨宅斩榨謤謮
4.談辗铡寨榨宅 湛站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩 寨斋謤铡占铡寨铡斩 宅崭謧债崭謧沾斩榨謤諠 謪眨湛铡眨崭謤债榨宅崭站 SQL 债謤铡眨謤铡站崭謤崭謧沾謮
5.曰謤铡寨铡斩铡謥斩榨宅 湛站盏铡宅斩榨謤斋 沾铡謩謤沾铡斩 眨崭謤债炸斩诈铡謥斩榨謤謮
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
6.諘眨湛站榨宅 湛铡謤铡湛榨战铡寨 铡詹闸盏崭謧謤斩榨謤斋謥` 铡斩瞻謤铡摘榨辗湛 湛榨詹榨寨铡湛站崭謧诈盏崭謧斩炸 战湛铡斩铡宅崭謧 瞻铡沾铡謤, 斋斩展蘸榨战 斩铡謬 瞻铡沾铡寨铡謤眨榨宅, 站榨謤宅崭謧债榨宅 謬 寨铡湛铡謤榨宅 瞻榨湛铡咋崭湛崭謧诈盏崭謧斩斩榨謤 战湛铡謥站铡债 湛站盏铡宅斩榨謤崭站謮

3. Description
路寨斋謤铡占榨宅崭站 NoSQL 湛站盏铡宅斩榨謤斋 沾崭栅榨宅斩榨謤, 债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 湛站盏铡宅斩榨謤斋 辗湛榨沾铡謤铡斩斩榨謤斋 粘铡謤湛铡謤铡蘸榨湛崭謧诈盏铡斩斩 崭謧 斩铡窄铡眨债沾铡斩炸謮
路崭謧战崭謧謥铡斩榨宅 眨崭謤债斩铡寨铡斩 瞻沾湛崭謧诈盏崭謧斩斩榨謤諠 湛站盏铡宅斩榨謤斋 沾铡謩謤沾铡斩, ETL 眨崭謤债炸斩诈铡謥斩榨謤斋 (湛站盏铡宅斩榨謤斋 战湛铡謥崭謧沾, 毡謬铡謨崭窄崭謧沾 謬 斩榨謤闸榨占斩崭謧沾) 謬 湛站盏铡宅斩榨謤斋 瞻崭謧战铡宅斋 窄崭詹崭站铡寨铡眨债榨謤斋 寨铡占崭謧謥沾铡斩 窄斩栅謤斋斩榨謤崭謧沾謮
4. Teaching and Learning Styles and Methods
1.源铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤謮
2.猿崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
3.越沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
4.员斩瞻铡湛铡寨铡斩 铡辗窄铡湛铡斩謩謮
5.諃铡斩毡斩铡謤铡謤站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 炸斩诈榨謤謥崭謧沾 謬 湛斩铡盏斋斩 铡辗窄铡湛铡斩謩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤), 炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤斋 謩铡斩铡寨炸, 摘铡沾铡斩铡寨铡謥崭謧盏謥炸, 沾斋铡站崭謤斩榨謤斋 謩铡盏宅炸, 铡斩謥寨铡謥沾铡斩 寨铡謤眨炸 謬 铡盏宅 瞻斩铡謤铡站崭謤 沾铡斩謤铡沾铡战斩榨謤 瞻铡盏湛铡謤铡謤崭謧沾 乍 栅铡战铡窄崭战炸諠 沾斋斩展謬 寨斋战铡沾盏铡寨斋 榨謤寨謤崭謤栅 辗铡闸铡诈站铡 铡站铡謤湛炸謮 圆崭宅崭謤 战湛崭謧眨崭謧沾斩榨謤斋 炸斩栅瞻铡斩崭謧謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩炸 4 沾斋铡站崭謤 乍謮
1.1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩. 蘸铡謤湛铡栅斋謤 闸铡詹铡栅謤斋展諠 瞻铡湛寨铡謥站崭詹 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸諠 4
2.2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩. 蘸铡謤湛铡栅斋謤 闸铡詹铡栅謤斋展諠 瞻铡湛寨铡謥站崭詹 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸諠 4:
3.愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 战湛崭謧眨崭謧沾斩榨謤斋 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸 4 乍謮
4.缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩. 蘸铡謤湛铡栅斋謤 闸铡詹铡栅謤斋展諠 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸 8 乍謮
圆崭宅崭謤 闸铡詹铡栅謤斋展斩榨謤斋斩 (1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩, 2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩, 炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 榨咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩) 瞻铡湛寨铡謥站铡债 沾斋铡站崭謤斩榨謤斋 瞻铡斩謤铡眨崭謧沾铡謤炸 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤 乍謮
諗斩斩崭謧诈盏崭謧斩炸 铡斩謥 乍 寨铡謥站崭謧沾 瞻铡沾铡寨铡謤眨展崭站:
6. Basic Bibliography
  • Jukic, N., Vrbsky, S., & Nestorov, S. (2017). Database Systems: Introduction to Databases and Data Warehouses. Prospect Press. ISBN: 978-1-943153-19-0.
  • Kimball, R., & Ross, M. (2013). The Data Warehouse Toolkit: The Definitive Guide to Dimensional Modeling (3rd ed.). Wiley.
  • Chodorow, K. (2013). MongoDB: The Definitive Guide (2nd ed.). O'Reilly Media.
  • Van der Vlies, D. (2020). Data Pipelines Pocket Reference: Moving and Processing Data for Analytics. O'Reilly Media.
  • Ponniah, P. (2010). Data Warehousing Fundamentals for IT Professionals (2nd ed.). Wiley.
7. Main sections of the course
1. 諉榨謤铡债崭謧诈盏崭謧斩
路諒站盏铡宅斩榨謤斋 辗湛榨沾铡謤铡斩斩榨謤斋 瞻斋沾斩铡寨铡斩 瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤斩 崭謧 粘铡謤湛铡謤铡蘸榨湛崭謧诈盏崭謧斩炸謮
路諘蘸榨謤铡謥斋崭斩 謬 站榨謤宅崭謧债铡寨铡斩 辗湛榨沾铡謤铡斩斩榨謤斋 湛铡謤闸榨謤崭謧诈盏崭謧斩斩榨謤炸謮
2. 諌铡謨铡盏斋斩 (Dimensional) 湛站盏铡宅斩榨謤斋 沾崭栅榨宅铡站崭謤崭謧沾
路諌铡謨铡盏斋斩 沾崭栅榨宅斩榨謤斋 謬 芦铡战湛詹铡盏斋斩 战窄榨沾铡斩榨謤斋禄 瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤炸謮
路論铡战湛榨謤斋 謬 展铡謨沾铡斩 铡詹盏崭謧战铡寨斩榨謤斋 斩铡窄铡眨债崭謧沾謮
3. NoSQL 湛站盏铡宅斩榨謤斋 沾崭栅榨宅斩榨謤
路NoSQL 湛站盏铡宅斩榨謤斋 辗湛榨沾铡謤铡斩斩榨謤斋 斩榨謤铡债崭謧诈盏崭謧斩 謬 栅謤铡斩謥 寨斋謤铡占崭謧沾炸 站榨謤宅崭謧债铡寨铡斩 瞻铡沾铡寨铡謤眨榨謤崭謧沾謮
路諑榨謤宅崭謧债铡寨铡斩 辗湛榨沾铡謤铡斩斩榨謤斋 斩铡窄铡眨债崭謧沾諠 謪眨湛铡眨崭謤债榨宅崭站 NoSQL 沾崭栅榨宅斩榨謤謮
4. SQL 债謤铡眨謤铡站崭謤崭謧沾 站榨謤宅崭謧债崭謧诈盏铡斩 瞻铡沾铡謤
路SQL-斋 湛榨窄斩斋寨铡斩榨謤 站榨謤宅崭謧债铡寨铡斩 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤斋 瞻铡沾铡謤謮
路諒站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩 寨斋謤铡占沾铡斩 斋謤铡寨铡斩铡謥崭謧沾 SQL-崭站謮
5. 諒站盏铡宅斩榨謤斋 沾铡謩謤崭謧沾 謬 ETL 眨崭謤债炸斩诈铡謥斩榨謤
路諒站盏铡宅斩榨謤斋 沾铡謩謤沾铡斩 謬 斩铡窄铡蘸铡湛謤铡战湛沾铡斩 湛榨窄斩斋寨铡斩榨謤謮
路ETL 眨崭謤债炸斩诈铡謥斩榨謤斋 斩铡窄铡眨债崭謧沾 謬 斋謤铡寨铡斩铡謥崭謧沾謮
6. 諒站盏铡宅斩榨謤斋 窄崭詹崭站铡寨铡眨债榨謤斋 寨铡占崭謧謥崭謧沾
路越崭詹崭站铡寨铡眨债榨謤斋 闸铡詹铡栅謤斋展斩榨謤 謬 瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤謮
路猿崭謤债斋謩斩榨謤 謬 瞻铡謤诈铡寨斩榨謤 窄崭詹崭站铡寨铡眨债榨謤斋 寨铡占崭謧謥沾铡斩 瞻铡沾铡謤謮
7. 諘斩宅铡盏斩 站榨謤宅崭謧债铡寨铡斩 沾辗铡寨崭謧沾 (OLAP)
路OLAP-斋 斩榨謤铡债崭謧诈盏崭謧斩 謬 寨斋謤铡占沾铡斩 崭宅崭謤湛斩榨謤謮
路OLAP 眨崭謤债崭詹崭謧诈盏崭謧斩斩榨謤斋 斋謤铡寨铡斩铡謥崭謧沾諠 站榨謤宅崭謧债崭謧诈盏铡斩 斩蘸铡湛铡寨崭站謮
2-謤栅 寨斋战铡沾盏铡寨
源铡战铡窄崭战.諠 2 摘铡沾, 眨崭謤债斩铡寨铡斩 2 摘铡沾
4 摘铡沾/辗铡闸.
OPTIONAL
1002
1. Purpose of the Course
路债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 沾榨债 宅榨咋站铡盏斋斩 沾崭栅榨宅斩榨謤斋 (LLMs) 瞻斋沾斩铡寨铡斩 瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤斋斩 謬 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤斋斩謮
路崭謧战崭謧謥铡斩榨宅 眨崭謤债斩铡寨铡斩 瞻沾湛崭謧诈盏崭謧斩斩榨謤諠 瞻謤铡瞻铡斩眨斩榨謤斋 毡謬铡站崭謤沾铡斩 (prompt engineering), LangChain 眨崭謤债斋謩铡寨铡咋沾斋 謪眨湛铡眨崭謤债沾铡斩 謬 沾崭栅榨宅斩榨謤斋 瞻铡謤沾铡謤榨謥沾铡斩 瞻铡沾铡謤謮
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.諄謬铡寨榨謤蘸榨宅 沾榨债 宅榨咋站铡盏斋斩 沾崭栅榨宅斩榨謤斋 粘铡謤湛铡謤铡蘸榨湛崭謧诈盏崭謧斩斩 崭謧 瞻斋沾斩铡寨铡斩 眨崭謤债铡占斩崭謧诈盏崭謧斩斩榨謤炸謮
2.圆铡謥铡湛謤榨宅 瞻謤铡瞻铡斩眨斩榨謤斋 毡謬铡站崭謤沾铡斩 (prompt engineering) 寨铡謤謬崭謤崭謧诈盏崭謧斩炸諠 沾崭栅榨宅斩榨謤斋 蘸铡湛铡战窄铡斩斩榨謤斋 謪蘸湛斋沾铡宅铡謥沾铡斩 眨崭謤债崭謧沾謮
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
3.钥斋謤铡占榨宅 瞻謤铡瞻铡斩眨斩榨謤斋 毡謬铡站崭謤沾铡斩 沾榨诈崭栅斩榨謤諠 寨崭斩寨謤榨湛 窄斩栅斋謤斩榨謤斋 瞻铡沾铡謤 沾崭栅榨宅斋 蘸铡湛铡战窄铡斩炸 寨铡謤眨铡站崭謤榨宅崭謧 斩蘸铡湛铡寨崭站謮
4.諘眨湛铡眨崭謤债榨宅 LangChain 謬 斩沾铡斩 眨崭謤债斋謩謤諠 LLM-斩榨謤斋 站謤铡 瞻斋沾斩站铡债 瞻铡站榨宅站铡债斩榨謤 寨铡占崭謧謥榨宅崭謧 瞻铡沾铡謤謮
5.ChatGPT-斋 斩沾铡斩 沾崭栅榨宅斩榨謤斋 寨斋謤铡占崭謧沾崭站 斋謤铡寨铡斩 窄斩栅斋謤斩榨謤斋 宅崭謧债沾铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤斋 崭謧战崭謧謥铡斩崭謧沾謮
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
6.諘湛站榨宅 湛榨詹榨寨铡湛站崭謧诈盏铡斩 湛铡謤铡湛榨战铡寨 铡詹闸盏崭謧謤斩榨謤斋謥 (斋斩湛榨謤斩榨湛铡盏斋斩 占榨战崭謧謤战斩榨謤, 乍宅榨寨湛謤崭斩铡盏斋斩 眨謤铡栅铡謤铡斩斩榨謤, 眨斋湛铡寨铡斩 瞻崭栅站铡债斩榨謤 謬 瞻铡辗站榨湛站崭謧诈盏崭謧斩斩榨謤)
3. Description
路债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 沾榨债 宅榨咋站铡盏斋斩 沾崭栅榨宅斩榨謤斋 (LLMs) 瞻斋沾斩铡寨铡斩 瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤斋斩 謬 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤斋斩謮
路崭謧战崭謧謥铡斩榨宅 眨崭謤债斩铡寨铡斩 瞻沾湛崭謧诈盏崭謧斩斩榨謤諠 瞻謤铡瞻铡斩眨斩榨謤斋 毡謬铡站崭謤沾铡斩 (prompt engineering), LangChain 眨崭謤债斋謩铡寨铡咋沾斋 謪眨湛铡眨崭謤债沾铡斩 謬 沾崭栅榨宅斩榨謤斋 瞻铡謤沾铡謤榨謥沾铡斩 瞻铡沾铡謤謮
4. Teaching and Learning Styles and Methods
1.源铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤謮
2.猿崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
3.越沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
4.员斩瞻铡湛铡寨铡斩 铡辗窄铡湛铡斩謩謮
5.諃铡斩毡斩铡謤铡謤站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 炸斩诈榨謤謥崭謧沾 謬 湛斩铡盏斋斩 铡辗窄铡湛铡斩謩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤), 炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤斋 謩铡斩铡寨炸, 摘铡沾铡斩铡寨铡謥崭謧盏謥炸, 沾斋铡站崭謤斩榨謤斋 謩铡盏宅炸, 铡斩謥寨铡謥沾铡斩 寨铡謤眨炸 謬 铡盏宅 瞻斩铡謤铡站崭謤 沾铡斩謤铡沾铡战斩榨謤 瞻铡盏湛铡謤铡謤崭謧沾 乍 栅铡战铡窄崭战炸諠 沾斋斩展謬 寨斋战铡沾盏铡寨斋 榨謤寨謤崭謤栅 辗铡闸铡诈站铡 铡站铡謤湛炸謮 圆崭宅崭謤 战湛崭謧眨崭謧沾斩榨謤斋 炸斩栅瞻铡斩崭謧謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩炸 4 沾斋铡站崭謤 乍謮
1.1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩. 蘸铡謤湛铡栅斋謤 闸铡詹铡栅謤斋展諠 瞻铡湛寨铡謥站崭詹 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸諠 4
2.2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩. 蘸铡謤湛铡栅斋謤 闸铡詹铡栅謤斋展諠 瞻铡湛寨铡謥站崭詹 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸諠 4:
3.愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 战湛崭謧眨崭謧沾斩榨謤斋 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸 4 乍謮
4.缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩. 蘸铡謤湛铡栅斋謤 闸铡詹铡栅謤斋展諠 铡占铡站榨宅铡眨崭謧盏斩 沾斋铡站崭謤炸 8 乍謮
圆崭宅崭謤 闸铡詹铡栅謤斋展斩榨謤斋斩 (1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩, 2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩, 炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 榨咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩) 瞻铡湛寨铡謥站铡债 沾斋铡站崭謤斩榨謤斋 瞻铡斩謤铡眨崭謧沾铡謤炸 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤 乍謮
諗斩斩崭謧诈盏崭謧斩炸 铡斩謥 乍 寨铡謥站崭謧沾 瞻铡沾铡寨铡謤眨展崭站:
6. Basic Bibliography
  • Eisenstat, S. & Arora, A. (2024): Practical Generative AI: Large Language Models with LangChain and ChatGPT. O鈥橰eilly Media謮
  • Bommasani, R., et al. (2021): On the Opportunities and Risks of Foundation Models. Stanford CRFM謮
  • Chowdhery, A., et al. (2022): PaLM: Scaling Language Modeling with Pathways. Google Research謮
  • Mitchell, M. (2023): Artificial Intelligence: A Guide for Thinking Humans Penguin Books謮
  • Tunstall, L., von Werra, L., & Wolf, T. (2022): Natural Language Processing with Transformers: Building Language Applications with Hugging Face. O鈥橰eilly Media謮
  • OpenAI 湛榨窄斩斋寨铡寨铡斩 瞻铡辗站榨湛站崭謧诈盏崭謧斩斩榨謤諠
  • 眉 GPT-4 湛榨窄斩斋寨铡寨铡斩 瞻铡辗站榨湛站崭謧诈盏崭謧斩 (2023)諠
  • 眉 Prompt Engineering 崭謧詹榨謥崭謧盏謥諠
7. Main sections of the course
1. 諉榨謤铡债崭謧诈盏崭謧斩
路談榨债 宅榨咋站铡盏斋斩 沾崭栅榨宅斩榨謤斋 乍站崭宅盏崭謧謥斋铡斩 謬 炸斩栅瞻铡斩崭謧謤 斩寨铡謤铡眨斋謤炸謮
路談崭栅榨宅斩榨謤斋 寨铡占崭謧謥站铡债謩斩榨謤炸 謬 崭謧战崭謧謥沾铡斩 沾榨诈崭栅斩榨謤炸謮
2. 諃謤铡瞻铡斩眨斩榨謤斋 毡謬铡站崭謤崭謧沾 (Prompt Engineering)
路员謤栅盏崭謧斩铡站榨湛 瞻謤铡瞻铡斩眨斩榨謤斋 沾辗铡寨沾铡斩 湛榨窄斩斋寨铡斩榨謤謮
路LLM-斩榨謤斋 榨宅謩铡盏斋斩 湛站盏铡宅斩榨謤斋 闸铡謤榨宅铡站崭謧沾 瞻謤铡瞻铡斩眨斩榨謤斋 沾斋栈崭謥崭站謮
3. LangChain 眨崭謤债斋謩铡寨铡咋沾
路LangChain-斋 闸铡詹铡栅謤斋展斩榨謤炸謮
路LLM-斩榨謤斋 瞻斋沾謩崭站 瞻铡站榨宅站铡债斩榨謤斋 寨铡占崭謧謥崭謧沾謮
4.圆崭站铡斩栅铡寨崭謧诈盏崭謧斩斩榨謤斋 粘铡斩铡展崭謧沾 沾榨债 宅榨咋站铡盏斋斩 沾崭栅榨宅斩榨謤崭站謮
路圆崭站铡斩栅铡寨崭謧诈盏崭謧斩斩榨謤斋 粘铡斩铡展沾铡斩 湛榨战崭謧诈盏崭謧斩 謬 沾榨诈崭栅铡闸铡斩崭謧诈盏崭謧斩謮
路LLM-斩榨謤斋 寨斋謤铡占崭謧沾諠 闸崭站铡斩栅铡寨崭謧诈盏崭謧斩斩榨謤斋 瞻铡盏湛斩铡闸榨謤沾铡斩 瞻铡沾铡謤謮
5. ChatGPT-斋 铡占铡栈铡栅榨沾 瞻斩铡謤铡站崭謤崭謧诈盏崭謧斩斩榨謤
路ChatGPT-斋 眨崭謤债铡占崭謧盏诈斩榨謤斋 窄崭謤謩铡盏斋斩 崭謧战崭謧沾斩铡战斋謤崭謧诈盏崭謧斩謮
路談崭栅榨宅斋 瞻铡謤沾铡謤榨謥崭謧沾 湛铡謤闸榨謤 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤斋 瞻铡沾铡謤謮
6. 談崭栅榨宅斩榨謤斋 瞻铡謤沾铡謤榨謥崭謧沾 (Fine-Tuning)
路諉铡窄铡站铡謤摘站铡债 沾崭栅榨宅斩榨謤斋 瞻铡謤沾铡謤榨謥沾铡斩 沾榨诈崭栅斩榨謤謮
路諃铡謤沾铡謤榨謥站铡债 沾崭栅榨宅斩榨謤斋 眨斩铡瞻铡湛崭謧沾 謬 謪蘸湛斋沾铡宅铡謥崭謧沾謮
7. LLM-斩榨謤斋 寨斋謤铡占铡寨铡斩 崭宅崭謤湛斩榨謤
路諒铡謤闸榨謤 崭宅崭謤湛斩榨謤崭謧沾 LLM-斩榨謤斋 寨斋謤铡占沾铡斩 栅榨蘸謩榨謤斋 崭謧战崭謧沾斩铡战斋謤崭謧诈盏崭謧斩謮
路苑诈斋寨铡寨铡斩 瞻铡謤謥榨謤 沾榨债 沾崭栅榨宅斩榨謤斋 寨斋謤铡占沾铡斩 摘铡沾铡斩铡寨謮
3-謤栅 寨斋战铡沾盏铡寨
源铡战.諠 1 摘铡沾, 眨崭謤债.諠 1摘铡沾
2 摘铡沾/辗铡闸.
OPTIONAL
1002
1. Purpose of the Course
路沾榨债铡债铡站铡宅 湛站盏铡宅斩榨謤斋 沾辗铡寨沾铡斩 瞻铡沾铡湛榨謩战湛崭謧沾 债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 闸铡辗窄站铡债 瞻铡沾铡寨铡謤眨榨謤斋 (distributed systems) 瞻斋沾斩铡寨铡斩 战寨咋闸崭謧斩謩斩榨謤斋斩 謬 粘铡謤湛铡謤铡蘸榨湛崭謧诈盏铡斩炸謮
路崭謧战崭謧謥铡斩榨宅 眨崭謤债斩铡寨铡斩 瞻沾湛崭謧诈盏崭謧斩斩榨謤 湛铡謤铡债站铡债 瞻铡沾铡寨铡謤眨榨謤斋 斩铡窄铡眨债沾铡斩, 斋謤铡眨崭謤债沾铡斩 謬 寨铡占铡站铡謤沾铡斩 瞻铡沾铡謤謮
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.諉榨謤寨铡盏铡謥斩榨宅 闸铡辗窄站铡债 瞻铡沾铡寨铡謤眨榨謤斋斩 闸斩崭謤崭辗 瞻斋沾斩铡寨铡斩 瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤炸 謬 沾铡謤湛铡瞻謤铡站榨謤斩榨謤炸謮
2.諄謬铡寨榨謤蘸榨宅 湛站盏铡宅斩榨謤斋 沾辗铡寨沾铡斩 宅铡盏斩铡债铡站铡宅 瞻铡沾铡寨铡謤眨榨謤斋 粘铡謤湛铡謤铡蘸榨湛崭謧诈盏崭謧斩斩榨謤炸 謬 眨崭謤债斋謩铡寨铡咋沾炸謮
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
3.諉铡窄铡眨债榨宅 謬 斋謤铡眨崭謤债榨宅 闸铡辗窄站铡债 瞻铡沾铡寨铡謤眨榨謤, 崭謤崭斩謩 瞻铡謤沾铡謤榨謥站铡债 榨斩 沾榨债 湛站盏铡宅斩榨謤斋 窄斩栅斋謤斩榨謤斋斩謮
4.談辗铡寨榨宅 謬 湛榨詹铡寨铡盏榨宅 RESTful 债铡占铡盏崭謧诈盏崭謧斩斩榨謤諠 瞻铡沾铡寨铡謤眨榨謤斋 沾斋栈謬 寨铡蘸 铡蘸铡瞻崭站榨宅崭謧 斩蘸铡湛铡寨崭站謮
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
5.远铡謤眨铡謥斩榨宅 窄斩栅斋謤斩榨謤斋 宅崭謧债沾铡斩 瞻沾湛崭謧诈盏崭謧斩斩榨謤諠 闸铡辗窄站铡债 瞻铡沾铡寨铡謤眨榨謤斋 斩铡窄铡眨债沾铡斩 崭謧 斋謤铡眨崭謤债沾铡斩 窄斩栅斋謤斩榨謤斋 瞻铡沾铡湛榨謩战湛崭謧沾謮
6.员沾謤铡蘸斩栅榨宅 站榨謤宅崭謧债铡寨铡斩 沾湛铡债崭詹崭謧诈盏崭謧斩炸諠 闸铡辗窄站铡债 瞻铡沾铡寨铡謤眨榨謤斋 粘铡謤湛铡謤铡蘸榨湛崭謧诈盏崭謧斩斩榨謤斋 眨斩铡瞻铡湛沾铡斩 謬 謪蘸湛斋沾铡宅铡謥沾铡斩 沾斋栈崭謥崭站謮
3. Description
路沾榨债铡债铡站铡宅 湛站盏铡宅斩榨謤斋 沾辗铡寨沾铡斩 瞻铡沾铡湛榨謩战湛崭謧沾 债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 闸铡辗窄站铡债 瞻铡沾铡寨铡謤眨榨謤斋 (distributed systems) 瞻斋沾斩铡寨铡斩 战寨咋闸崭謧斩謩斩榨謤斋斩 謬 粘铡謤湛铡謤铡蘸榨湛崭謧诈盏铡斩炸謮
路崭謧战崭謧謥铡斩榨宅 眨崭謤债斩铡寨铡斩 瞻沾湛崭謧诈盏崭謧斩斩榨謤 湛铡謤铡债站铡债 瞻铡沾铡寨铡謤眨榨謤斋 斩铡窄铡眨债沾铡斩, 斋謤铡眨崭謤债沾铡斩 謬 寨铡占铡站铡謤沾铡斩 瞻铡沾铡謤謮
4. Teaching and Learning Styles and Methods
1.源铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤謮
2.猿崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
3.越沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
4.员斩瞻铡湛铡寨铡斩 铡辗窄铡湛铡斩謩謮
5.諃铡斩毡斩铡謤铡謤站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 炸斩诈榨謤謥崭謧沾 謬 湛斩铡盏斋斩 铡辗窄铡湛铡斩謩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤斋 謩铡斩铡寨炸, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩斋 摘铡沾铡斩铡寨铡謥崭謧盏謥炸, 沾斋铡站崭謤斩榨謤斋 謩铡盏宅炸, 铡斩謥寨铡謥沾铡斩 寨铡謤眨炸 謬 铡盏宅 瞻斩铡謤铡站崭謤 沾铡斩謤铡沾铡战斩榨謤 瞻铡盏湛斩崭謧沾 乍 栅铡战铡窄崭战炸諠 沾斋斩展謬 寨斋战铡沾盏铡寨斋 榨謤寨謤崭謤栅 辗铡闸铡诈站铡 铡站铡謤湛炸謮
1.愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤). 炸斩栅瞻铡斩崭謧謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩炸 8 沾斋铡站崭謤 乍謮
2.曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩. 湛謤站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 4 沾斋铡站崭謤謮
3.缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩. 铡沾闸崭詹栈 栅铡战炸斩诈铡謥斋 (崭謧战崭謧沾斩铡寨铡斩 沾崭栅崭謧宅斋) 榨咋謤铡謨铡寨斋展 眨斩铡瞻铡湛崭謧沾 謩斩斩铡辗謤栈铡斩崭謧沾, 崭謤炸 榨斩诈铡栅謤崭謧沾 乍 栅铡战炸斩诈铡謥斋 瞻铡沾铡謤 战铡瞻沾铡斩站铡债 寨謤诈铡寨铡斩 站榨謤栈斩铡栅盏崭謧斩謩斩榨謤斋 毡榨占謩闸榨謤沾铡斩 沾铡寨铡謤栅铡寨斋 眨斩铡瞻铡湛崭謧沾諠 8 沾斋铡站崭謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩崭站:
圆崭宅崭謤 闸铡詹铡栅謤斋展斩榨謤斋斩 (炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩, 榨咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩) 瞻铡湛寨铡謥站铡债 沾斋铡站崭謤斩榨謤斋 瞻铡斩謤铡眨崭謧沾铡謤炸 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤 乍謮
諗斩斩崭謧诈盏崭謧斩炸 铡斩謥 乍 寨铡謥站崭謧沾 瞻铡沾铡寨铡謤眨展崭站:
6. Basic Bibliography
  • Tanenbaum, A. S., & van Steen, M. (2017). Distributed Systems: Principles and Paradigms (3-謤栅 瞻謤铡湛铡謤铡寨崭謧诈盏崭謧斩), Pearson謮
  • Kleppmann, M. (2017). Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Maintainable Systems. O'Reilly Media謮
  • Sharma, P. (2017). Practical Cloud Security: A Guide for Secure Design and Deployment. O'Reilly Media謮
  • Hewitt, E. (2011). Java SOA Cookbook: SOA Implementation Recipes, Tips, and Techniques. O'Reilly Media謮
7. Main sections of the course
1. 諉榨謤铡债崭謧诈盏崭謧斩
路圆铡辗窄站铡债 瞻铡沾铡寨铡謤眨榨謤斋 战铡瞻沾铡斩崭謧沾, 闸斩崭謧诈铡眨謤榨謤 謬 铡占铡站榨宅崭謧诈盏崭謧斩斩榨謤謮
路圆铡辗窄站铡债 瞻铡辗站崭詹铡寨铡斩 瞻铡沾铡寨铡謤眨榨謤斋斩 闸斩崭謤崭辗 沾铡謤湛铡瞻謤铡站榨謤斩榨謤謮
2. 圆铡辗窄站铡债 瞻铡沾铡寨铡謤眨榨謤斋 粘铡謤湛铡謤铡蘸榨湛崭謧诈盏崭謧斩斩榨謤
路諃铡粘铡窄崭謤栅-战蘸铡战铡謤寨崭詹, 瞻铡沾铡瞻铡站铡战铡謤 (peer-to-peer) 謬 瞻斋闸謤斋栅 沾崭栅榨宅斩榨謤謮
路談斋寨謤崭战榨謤站斋战斩榨謤斋 粘铡謤湛铡謤铡蘸榨湛崭謧诈盏崭謧斩 謬 栅謤铡 寨斋謤铡占崭謧诈盏崭謧斩炸 湛站盏铡宅斩榨謤斋 斋斩摘斋斩榨謤斋铡盏崭謧沾謮
3. 圆铡辗窄站铡债 湛站盏铡宅斩榨謤斋 沾辗铡寨沾铡斩 瞻铡謤诈铡寨斩榨謤
路Hadoop 謬 Spark 瞻铡謤诈铡寨斩榨謤謮
路談榨债 湛站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏崭謧斩 闸铡辗窄站铡债 瞻铡沾铡寨铡謤眨榨謤斋 沾斋栈崭謥斩榨謤崭站謮
4. 圆铡辗窄站铡债 瞻铡詹崭謤栅铡眨謤崭謧诈盏崭謧斩斩榨謤斋 瞻铡沾铡寨铡謤眨榨謤
路諃铡詹崭謤栅铡眨謤崭謧诈盏铡斩 謨崭窄铡斩铡寨沾铡斩 瞻铡沾铡寨铡謤眨榨謤斋 战寨咋闸崭謧斩謩斩榨謤謮
路Apache Kafka, RabbitMQ 謬 斩沾铡斩铡湛斋蘸 瞻铡謤诈铡寨斩榨謤斋 寨斋謤铡占崭謧沾謮
5. RESTful 债铡占铡盏崭謧诈盏崭謧斩斩榨謤斋 沾辗铡寨崭謧沾 謬 湛榨詹铡寨铡盏崭謧沾
路REST 粘铡謤湛铡謤铡蘸榨湛崭謧诈盏铡斩 战寨咋闸崭謧斩謩斩榨謤謮
路RESTful API-斩榨謤斋 斩铡窄铡眨债崭謧沾, 沾辗铡寨崭謧沾 謬 湛榨詹铡寨铡盏崭謧沾謮
6. 员沾蘸铡盏斋斩 湛榨窄斩崭宅崭眨斋铡斩榨謤 湛铡謤铡债站铡债 瞻铡沾铡寨铡謤眨榨謤斋 瞻铡沾铡謤
路员沾蘸铡盏斋斩 债铡占铡盏崭謧诈盏崭謧斩斩榨謤斋 沾崭栅榨宅斩榨謤 (IaaS, PaaS, SaaS)謮
路AWS, Azure, Google Cloud 瞻铡謤诈铡寨斩榨謤斋 寨斋謤铡占崭謧沾 闸铡辗窄站铡债 瞻铡沾铡寨铡謤眨榨謤斋 瞻铡沾铡謤謮
7. 圆铡辗窄站铡债 瞻铡沾铡寨铡謤眨榨謤斋 铡斩站湛铡斩眨崭謧诈盏崭謧斩 謬 瞻铡斩栅崭謧謤摘崭詹铡寨铡斩崭謧诈盏崭謧斩 战窄铡宅斩榨謤斋 斩寨铡湛沾铡沾闸
路諒站盏铡宅斩榨謤斋 铡斩站湛铡斩眨崭謧诈盏铡斩 謬 瞻铡沾铡寨铡謤眨斋 寨铡盏崭謧斩崭謧诈盏铡斩 铡蘸铡瞻崭站沾铡斩 占铡咋沾铡站铡謤崭謧诈盏崭謧斩斩榨謤謮
路諐窄铡宅斩榨謤斋 瞻铡斩栅崭謧謤摘沾铡斩 謬 窄铡謨铡斩沾铡斩 站榨謤铡寨铡斩眨斩沾铡斩 沾榨窄铡斩斋咋沾斩榨謤謮
3-謤栅 寨斋战铡沾盏铡寨
源铡战.諠 1 摘铡沾, 眨崭謤债.諠 1摘铡沾
2 摘铡沾/辗铡闸.
OPTIONAL
1002
1. Purpose of the Course
路债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 瞻铡沾铡寨铡謤眨展铡盏斋斩 湛榨战崭詹崭謧诈盏铡斩 沾斋栈崭謥斩榨謤崭站 蘸铡湛寨榨謤斩榨謤斋 粘铡斩铡展沾铡斩 沾崭湛榨謥崭謧沾斩榨謤斋斩謮
路咋铡謤眨铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋 沾铡战斩铡眨斋湛铡寨铡斩 崭謧斩铡寨崭謧诈盏崭謧斩斩榨謤炸 铡謤瞻榨战湛铡寨铡斩 闸铡斩铡寨铡斩崭謧诈盏铡斩 湛铡謤铡闸斩崭謧盏诈 窄斩栅斋謤斩榨謤崭謧沾 蘸铡湛寨榨謤斩榨謤斋 粘铡斩铡展沾铡斩 沾榨诈崭栅斩榨謤斋 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤斋 站榨謤铡闸榨謤盏铡宅謮
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.諉榨謤寨铡盏铡謥斩榨宅 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥榨謤斋 寨斋謤铡占沾铡斩 铡占铡斩毡斩铡瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸 瞻铡沾铡寨铡謤眨展铡盏斋斩 湛榨战崭詹崭謧诈盏铡斩 崭宅崭謤湛崭謧沾謮
2.圆铡謥铡湛謤榨宅 蘸铡湛寨榨謤斩榨謤斋 粘铡斩铡展沾铡斩 窄斩栅謤斋 宅崭謧债沾铡斩 瞻铡沾铡謤 炸斩湛謤站铡债 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥斋 寨铡占崭謧謥站铡债謩炸 謬 铡辗窄铡湛铡斩謩斋 战寨咋闸崭謧斩謩斩榨謤炸謮
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
3.钥铡湛铡謤榨宅 斋謤 寨崭詹沾斋謥 寨铡占崭謧謥铡债 瞻铡沾铡寨铡謤眨展铡盏斋斩 湛榨战崭詹崭謧诈盏铡斩 瞻铡沾铡謤 斩铡窄铡湛榨战站铡债 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥榨謤斋 謪蘸湛斋沾斋咋铡謥斋铡謮
4.钥斋謤铡占榨宅 瞻铡沾铡寨铡謤眨展铡盏斋斩 湛榨战崭詹崭謧诈盏铡斩 沾崭湛榨謥崭謧沾斩榨謤炸 湛铡謤闸榨謤 蘸謤崭盏榨寨湛斩榨謤崭謧沾, 瞻铡战寨铡斩铡宅 栅謤铡斩謥 寨斋謤铡占沾铡斩 闸斋咋斩榨战 瞻榨湛謬铡斩謩斩榨謤炸謮
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
5.諑榨謤宅崭謧债榨宅 铡占寨铡 窄斩栅斋謤斩榨謤炸 謬 眨斩铡瞻铡湛榨宅 栅謤铡斩謥 宅崭謧债沾铡斩 瞻铡沾铡謤 铡斩瞻謤铡摘榨辗湛 占榨战崭謧謤战斩榨謤炸謮
6.諄謬铡寨榨謤蘸榨宅 謬 宅崭謧债榨宅 瞻铡沾铡寨铡謤眨展铡盏斋斩 湛榨战崭詹崭謧诈盏铡斩 崭宅崭謤湛斋斩 站榨謤铡闸榨謤站崭詹 窄斩栅斋謤斩榨謤炸謮
3. Description
路债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 瞻铡沾铡寨铡謤眨展铡盏斋斩 湛榨战崭詹崭謧诈盏铡斩 沾斋栈崭謥斩榨謤崭站 蘸铡湛寨榨謤斩榨謤斋 粘铡斩铡展沾铡斩 沾崭湛榨謥崭謧沾斩榨謤斋斩謮
路咋铡謤眨铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋 沾铡战斩铡眨斋湛铡寨铡斩 崭謧斩铡寨崭謧诈盏崭謧斩斩榨謤炸 铡謤瞻榨战湛铡寨铡斩 闸铡斩铡寨铡斩崭謧诈盏铡斩 湛铡謤铡闸斩崭謧盏诈 窄斩栅斋謤斩榨謤崭謧沾 蘸铡湛寨榨謤斩榨謤斋 粘铡斩铡展沾铡斩 沾榨诈崭栅斩榨謤斋 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤斋 站榨謤铡闸榨謤盏铡宅謮
4. Teaching and Learning Styles and Methods
1.源铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤謮
2.猿崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
3.越沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
4.员斩瞻铡湛铡寨铡斩 铡辗窄铡湛铡斩謩謮
5.諃铡斩毡斩铡謤铡謤站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 炸斩诈榨謤謥崭謧沾 謬 湛斩铡盏斋斩 铡辗窄铡湛铡斩謩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤斋 謩铡斩铡寨炸, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩斋 摘铡沾铡斩铡寨铡謥崭謧盏謥炸, 沾斋铡站崭謤斩榨謤斋 謩铡盏宅炸, 铡斩謥寨铡謥沾铡斩 寨铡謤眨炸 謬 铡盏宅 瞻斩铡謤铡站崭謤 沾铡斩謤铡沾铡战斩榨謤 瞻铡盏湛斩崭謧沾 乍 栅铡战铡窄崭战炸諠 沾斋斩展謬 寨斋战铡沾盏铡寨斋 榨謤寨謤崭謤栅 辗铡闸铡诈站铡 铡站铡謤湛炸謮
1.愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤). 炸斩栅瞻铡斩崭謧謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩炸 8 沾斋铡站崭謤 乍謮
2.曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩. 湛謤站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 4 沾斋铡站崭謤謮
3.缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩. 铡沾闸崭詹栈 栅铡战炸斩诈铡謥斋 (崭謧战崭謧沾斩铡寨铡斩 沾崭栅崭謧宅斋) 榨咋謤铡謨铡寨斋展 眨斩铡瞻铡湛崭謧沾 謩斩斩铡辗謤栈铡斩崭謧沾, 崭謤炸 榨斩诈铡栅謤崭謧沾 乍 栅铡战炸斩诈铡謥斋 瞻铡沾铡謤 战铡瞻沾铡斩站铡债 寨謤诈铡寨铡斩 站榨謤栈斩铡栅盏崭謧斩謩斩榨謤斋 毡榨占謩闸榨謤沾铡斩 沾铡寨铡謤栅铡寨斋 眨斩铡瞻铡湛崭謧沾諠 8 沾斋铡站崭謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩崭站:
圆崭宅崭謤 闸铡詹铡栅謤斋展斩榨謤斋斩 (炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩, 榨咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩) 瞻铡湛寨铡謥站铡债 沾斋铡站崭謤斩榨謤斋 瞻铡斩謤铡眨崭謧沾铡謤炸 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤 乍謮
諗斩斩崭謧诈盏崭謧斩炸 铡斩謥 乍 寨铡謥站崭謧沾 瞻铡沾铡寨铡謤眨展崭站:
6. Basic Bibliography
  • Computer Vision: Algorithms and Applications by Richard Szeliski. Available for free online .
  • Computer Vision: A Modern Approach (Second Edition) by David Forsyth and Jean Ponce. Available for free online .
  • Elements of Statistical Learning by Trevor Hastie, Robert Tibshirani, and Jerome Friedman. Available for free online (Warning: Direct PDF link) 2018, USA.
  • Multiple View Geometry in Computer Vision (Second Edition) by Richard Hartley and Andrew Zisserman. Available for free online through the UM Library 2019, USA. .
  • Algorithms for Graphics and Image Processing, Theo Pavlidis, Computer Science Press, call no.: T385.P381982, 2019, USA.
  • Handbook of Pattern Recognition and Image Processing, K.S. Fu and T.Y. Young, Academic Press. 1986, USA.
7. Main sections of the course
1.諃铡沾铡寨铡謤眨展铡盏斋斩 湛榨战崭詹崭謧诈盏铡斩 瞻铡沾铡寨铡謤眨榨謤炸:
2.諍铡湛寨榨謤斩榨謤斋 站榨謤宅崭謧债崭謧诈盏崭謧斩 謬 蘸謤崭謥榨战斋斩眨 (Natural language processing):
3.諃铡沾铡寨铡謤眨展铡盏斋斩 湛榨战崭詹崭謧诈盏铡斩 窄斩栅斋謤斩榨謤崭謧沾 謪眨湛铡眨崭謤债站崭詹 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥榨謤斋 湛铡謤铡湛榨战铡寨斩榨謤謮
4.缘謤寨铡寨斋 蘸铡湛寨榨謤斩榨謤斋 站榨謤宅崭謧债崭謧诈盏崭謧斩 (Binary image analysis)謮
5.諍铡湛寨榨謤斩榨謤斋 栅铡战铡寨铡謤眨崭謧沾謮
6.諍铡湛寨榨謤斩榨謤斋 战榨眨沾榨斩湛铡謥斋铡謮
3-謤栅 寨斋战铡沾盏铡寨
源铡战.諠 1 摘铡沾, 眨崭謤债.諠 1摘铡沾
2 摘铡沾/辗铡闸.
OPTIONAL
1002
1. Purpose of the Course
路斩榨謤寨铡盏铡謥斩榨宅 铡沾蘸铡盏斋斩 瞻铡沾铡寨铡謤眨榨謤斋 沾铡战斋斩 瞻斋沾斩铡謤铡謤 闸铡辗窄站铡债 瞻铡辗站崭詹铡寨铡斩 芦瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤炸禄, 斋斩展蘸榨战 斩铡謬 铡占铡站榨宅 宅铡盏斩崭謤榨斩 謪眨湛铡眨崭謤债站崭詹 铡沾蘸铡盏斋斩 瞻铡沾铡寨铡謤眨榨謤斋 眨崭謤债崭謧斩榨崭謧诈盏铡斩 战寨咋闸崭謧斩謩斩榨謤炸謮
路斩榨謤寨铡盏铡謥斩榨宅 铡沾蘸铡盏斋斩 謬 宅崭寨铡宅 沾斋栈铡站铡盏謤崭謧沾 湛榨詹榨寨铡湛站铡寨铡斩 铡斩站湛铡斩眨崭謧诈盏铡斩 瞻斋沾斩铡謤铡謤 眨铡詹铡謨铡謤斩榨謤炸 謬 栅謤铡斩謥 寨斋謤铡占沾铡斩 铡謤栅盏崭謧斩铡站榨湛 沾榨诈崭栅斩榨謤炸:
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.諉榨謤寨铡盏铡謥斩榨宅 铡沾蘸铡盏斋斩 沾斋栈铡站铡盏謤崭謧沾 瞻铡站榨宅站铡债 战湛榨詹债榨宅崭謧 眨崭謤债炸斩诈铡謥斋 瞻斋沾斩铡寨铡斩 湛铡謤謤榨謤炸謮
2.圆铡謥铡湛謤榨宅 UNIX 謫铡盏宅榨謤斋 謬 瞻铡沾铡寨铡謤眨榨謤斋 寨斋謤铡占崭謧诈盏铡斩 乍謫榨寨湛斋站崭謧诈盏崭謧斩炸謮
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
3.諐湛榨詹债榨宅 斩崭謤 瞻铡站榨宅站铡债斩榨謤 铡沾蘸铡盏斋斩 沾斋栈铡站铡盏謤崭謧沾謮
4.諘眨湛铡眨崭謤债榨宅 沾铡战斩铡眨斋湛铡謥站铡债 沾榨诈崭栅斩榨謤 瞻铡謩榨謤斩榨謤斋謥 蘸铡辗湛蘸铡斩站榨宅崭謧 瞻铡沾铡謤謮
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
5.諑榨謤宅崭謧债榨宅 铡占寨铡 窄斩栅斋謤斩榨謤炸 謬 眨斩铡瞻铡湛榨宅 栅謤铡斩謥 宅崭謧债沾铡斩 瞻铡沾铡謤 铡斩瞻謤铡摘榨辗湛 占榨战崭謧謤战斩榨謤炸謮
6.諘眨湛站榨宅 湛榨詹榨寨铡湛站崭謧诈盏铡斩 湛铡謤铡湛榨战铡寨 铡詹闸盏崭謧謤斩榨謤斋謥謮
3. Description
路斩榨謤寨铡盏铡謥斩榨宅 铡沾蘸铡盏斋斩 瞻铡沾铡寨铡謤眨榨謤斋 沾铡战斋斩 瞻斋沾斩铡謤铡謤 闸铡辗窄站铡债 瞻铡辗站崭詹铡寨铡斩 芦瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤炸禄, 斋斩展蘸榨战 斩铡謬 铡占铡站榨宅 宅铡盏斩崭謤榨斩 謪眨湛铡眨崭謤债站崭詹 铡沾蘸铡盏斋斩 瞻铡沾铡寨铡謤眨榨謤斋 眨崭謤债崭謧斩榨崭謧诈盏铡斩 战寨咋闸崭謧斩謩斩榨謤炸謮
路斩榨謤寨铡盏铡謥斩榨宅 铡沾蘸铡盏斋斩 謬 宅崭寨铡宅 沾斋栈铡站铡盏謤崭謧沾 湛榨詹榨寨铡湛站铡寨铡斩 铡斩站湛铡斩眨崭謧诈盏铡斩 瞻斋沾斩铡謤铡謤 眨铡詹铡謨铡謤斩榨謤炸 謬 栅謤铡斩謥 寨斋謤铡占沾铡斩 铡謤栅盏崭謧斩铡站榨湛 沾榨诈崭栅斩榨謤炸:
4. Teaching and Learning Styles and Methods
1.源铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤謮
2.猿崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
3.越沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
4.员斩瞻铡湛铡寨铡斩 铡辗窄铡湛铡斩謩謮
5.諃铡斩毡斩铡謤铡謤站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 炸斩诈榨謤謥崭謧沾 謬 湛斩铡盏斋斩 铡辗窄铡湛铡斩謩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤斋 謩铡斩铡寨炸, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩斋 摘铡沾铡斩铡寨铡謥崭謧盏謥炸, 沾斋铡站崭謤斩榨謤斋 謩铡盏宅炸, 铡斩謥寨铡謥沾铡斩 寨铡謤眨炸 謬 铡盏宅 瞻斩铡謤铡站崭謤 沾铡斩謤铡沾铡战斩榨謤 瞻铡盏湛斩崭謧沾 乍 栅铡战铡窄崭战炸諠 沾斋斩展謬 寨斋战铡沾盏铡寨斋 榨謤寨謤崭謤栅 辗铡闸铡诈站铡 铡站铡謤湛炸謮
1.愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤). 炸斩栅瞻铡斩崭謧謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩炸 8 沾斋铡站崭謤 乍謮
2.曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩. 湛謤站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 4 沾斋铡站崭謤謮
3.缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩. 铡沾闸崭詹栈 栅铡战炸斩诈铡謥斋 (崭謧战崭謧沾斩铡寨铡斩 沾崭栅崭謧宅斋) 榨咋謤铡謨铡寨斋展 眨斩铡瞻铡湛崭謧沾 謩斩斩铡辗謤栈铡斩崭謧沾, 崭謤炸 榨斩诈铡栅謤崭謧沾 乍 栅铡战炸斩诈铡謥斋 瞻铡沾铡謤 战铡瞻沾铡斩站铡债 寨謤诈铡寨铡斩 站榨謤栈斩铡栅盏崭謧斩謩斩榨謤斋 毡榨占謩闸榨謤沾铡斩 沾铡寨铡謤栅铡寨斋 眨斩铡瞻铡湛崭謧沾諠 8 沾斋铡站崭謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩崭站:
圆崭宅崭謤 闸铡詹铡栅謤斋展斩榨謤斋斩 (炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩, 榨咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩) 瞻铡湛寨铡謥站铡债 沾斋铡站崭謤斩榨謤斋 瞻铡斩謤铡眨崭謧沾铡謤炸 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤 乍謮
諗斩斩崭謧诈盏崭謧斩炸 铡斩謥 乍 寨铡謥站崭謧沾 瞻铡沾铡寨铡謤眨展崭站:
6. Basic Bibliography
  • Thomas A. Limoncelli , Strata R. Chalup , Christina J. Hogan , The Practice of Cloud System Administration: DevOps and SRE Practices for Web Services
  • Imad M. Abbadi , Cloud Management and Security
  • Lee Chao , Cloud Database Development and Management
  • Al Bento (Author, 5.Editor), A. K. Aggarwal , Cloud Computing Service and Deployment Models: Layers and Management
7. Main sections of the course
1.员沾蘸铡盏斋斩 债謤铡眨謤铡站崭謤沾铡斩 瞻斋沾斩铡盏斋斩 寨崭沾蘸崭斩榨斩湛斩榨謤炸謮
2.諃斋沾斩铡栅謤铡沾斩榨謤. 寨崭斩湛榨盏斩榨謤斩榨謤, 站斋謤湛崭謧铡宅 沾榨謩榨斩铡斩榨謤, JVM (Java 站斋謤湛崭謧铡宅 沾榨謩榨斩铡)謮
3. MAAS, PAAS, Web 债铡占铡盏崭謧诈盏崭謧斩斩榨謤謮
4.諍铡瞻榨战湛. Ceph, SWIFT, HDFS, NAAS, SAN, Zookeeper 瞻铡沾铡寨铡謤眨榨謤謮
5.跃謤铡眨謤铡站崭謤崭謧沾 铡沾蘸铡盏斋斩 沾斋栈铡盏謤崭謧沾諠 謪眨湛站榨宅崭站 謬 IBM Bluemix 铡沾蘸铡盏斋斩 债謤铡眨謤铡站崭謤沾铡斩 瞻铡謤诈铡寨斋謥謮
6.諔铡斩謥铡盏斋斩 铡斩站湛铡斩眨崭謧诈盏铡斩 瞻斋沾崭謧斩謩斩榨謤謮
7.UNIX 謫铡盏宅榨謤 謬 瞻铡沾铡寨铡謤眨榨謤謮
8.IP, DHCP, DNS 謬 铡斩宅铡謤 謥铡斩謥榨謤斋 寨铡占铡站铡謤崭謧沾謮
9.钥謤斋蘸湛崭眨謤铡謫斋铡 謬 斋斩展蘸榨战 蘸铡辗湛蘸铡斩站榨宅謮
3-謤栅 寨斋战铡沾盏铡寨
源铡战.諠 1 摘铡沾, 眨崭謤债.諠 1摘铡沾
2 摘铡沾/辗铡闸.
OPTIONAL
1002
1. Purpose of the Course
路债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 眨榨斩榨謤铡湛斋站 沾崭栅榨宅斩榨謤斋 瞻斋沾斩铡寨铡斩 瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤斋斩 謬 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤斋斩謮
路崭謧战崭謧謥铡斩榨宅 眨崭謤债斩铡寨铡斩 瞻沾湛崭謧诈盏崭謧斩斩榨謤 铡站湛崭乍斩謩崭栅榨謤斩榨謤斋, 眨榨斩榨謤铡湛斋站 瞻铡寨铡栅铡謤毡 謥铡斩謥榨謤斋 (GAN), 宅铡湛榨斩湛 謬 寨铡盏崭謧斩 栅斋謫崭謧咋斋崭斩 沾崭栅榨宅斩榨謤斋, 沾榨债 宅榨咋站铡盏斋斩 沾崭栅榨宅斩榨謤斋 (LLM-斩榨謤) 謬 ChatGPT-斋 铡占铡栈铡栅榨沾 瞻斩铡謤铡站崭謤崭謧诈盏崭謧斩斩榨謤斋 寨斋謤铡占沾铡斩 站榨謤铡闸榨謤盏铡宅謮
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.諉榨謤寨铡盏铡謥斩榨宅 眨榨斩榨謤铡湛斋站 沾崭栅榨宅斩榨謤斋 湛榨战铡寨铡斩 瞻斋沾謩榨謤炸 謬 栅謤铡斩謥 眨崭謤债斩铡寨铡斩 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤炸謮
2.圆铡謥铡湛謤榨宅 沾崭栅榨宅斩榨謤斋 粘铡謤湛铡謤铡蘸榨湛崭謧诈盏崭謧斩斩榨謤炸 謬 沾榨窄铡斩斋咋沾斩榨謤炸諠 斩榨謤铡占盏铡宅 铡站湛崭乍斩謩崭栅榨謤斩榨謤炸, GAN-斩榨謤炸, 栅斋謫崭謧咋斋崭斩 沾崭栅榨宅斩榨謤炸 謬 沾榨债 宅榨咋站铡盏斋斩 沾崭栅榨宅斩榨謤炸謮
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
3.钥斋謤铡占榨宅 铡站湛崭乍斩謩崭栅榨謤斩榨謤 謬 GAN-斩榨謤諠 湛站盏铡宅斩榨謤斋 眨榨斩榨謤铡謥沾铡斩 窄斩栅斋謤斩榨謤斋 瞻铡沾铡謤謮
4.曰謤铡寨铡斩铡謥斩榨宅 宅铡湛榨斩湛 謬 寨铡盏崭謧斩 栅斋謫崭謧咋斋崭斩 沾崭栅榨宅斩榨謤諠 蘸铡湛寨榨謤斩榨謤斋 謬 湛榨謩战湛榨謤斋 眨榨斩榨謤铡謥沾铡斩 斩蘸铡湛铡寨崭站謮
5.談辗铡寨榨宅 铡謤栅盏崭謧斩铡站榨湛 瞻謤铡瞻铡斩眨斩榨謤諠 沾崭栅榨宅斋 榨宅謩炸 站榨謤铡瞻战寨榨宅崭謧 瞻铡沾铡謤謮
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
5.諘眨湛站榨宅 湛铡謤铡湛榨战铡寨 铡詹闸盏崭謧謤斩榨謤斋謥` 铡斩瞻謤铡摘榨辗湛 湛榨詹榨寨铡湛站崭謧诈盏崭謧斩炸 战湛铡斩铡宅崭謧 瞻铡沾铡謤, 斋斩展蘸榨战 斩铡謬 瞻铡沾铡寨铡謤眨榨宅, 站榨謤宅崭謧债榨宅 謬 寨铡湛铡謤榨宅 瞻榨湛铡咋崭湛崭謧诈盏崭謧斩斩榨謤 战湛铡謥站铡债 湛站盏铡宅斩榨謤崭站謮
3. Description
路债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 眨榨斩榨謤铡湛斋站 沾崭栅榨宅斩榨謤斋 瞻斋沾斩铡寨铡斩 瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤斋斩 謬 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤斋斩謮
路崭謧战崭謧謥铡斩榨宅 眨崭謤债斩铡寨铡斩 瞻沾湛崭謧诈盏崭謧斩斩榨謤 铡站湛崭乍斩謩崭栅榨謤斩榨謤斋, 眨榨斩榨謤铡湛斋站 瞻铡寨铡栅铡謤毡 謥铡斩謥榨謤斋 (GAN), 宅铡湛榨斩湛 謬 寨铡盏崭謧斩 栅斋謫崭謧咋斋崭斩 沾崭栅榨宅斩榨謤斋, 沾榨债 宅榨咋站铡盏斋斩 沾崭栅榨宅斩榨謤斋 (LLM-斩榨謤) 謬 ChatGPT-斋 铡占铡栈铡栅榨沾 瞻斩铡謤铡站崭謤崭謧诈盏崭謧斩斩榨謤斋 寨斋謤铡占沾铡斩 站榨謤铡闸榨謤盏铡宅謮
4. Teaching and Learning Styles and Methods
1.源铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤謮
2.猿崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
3.越沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
4.员斩瞻铡湛铡寨铡斩 铡辗窄铡湛铡斩謩謮
5.諃铡斩毡斩铡謤铡謤站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 炸斩诈榨謤謥崭謧沾 謬 湛斩铡盏斋斩 铡辗窄铡湛铡斩謩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤斋 謩铡斩铡寨炸, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩斋 摘铡沾铡斩铡寨铡謥崭謧盏謥炸, 沾斋铡站崭謤斩榨謤斋 謩铡盏宅炸, 铡斩謥寨铡謥沾铡斩 寨铡謤眨炸 謬 铡盏宅 瞻斩铡謤铡站崭謤 沾铡斩謤铡沾铡战斩榨謤 瞻铡盏湛斩崭謧沾 乍 栅铡战铡窄崭战炸諠 沾斋斩展謬 寨斋战铡沾盏铡寨斋 榨謤寨謤崭謤栅 辗铡闸铡诈站铡 铡站铡謤湛炸謮
1.愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤). 炸斩栅瞻铡斩崭謧謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩炸 8 沾斋铡站崭謤 乍謮
2.曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩. 湛謤站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 4 沾斋铡站崭謤謮
3.缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩. 铡沾闸崭詹栈 栅铡战炸斩诈铡謥斋 (崭謧战崭謧沾斩铡寨铡斩 沾崭栅崭謧宅斋) 榨咋謤铡謨铡寨斋展 眨斩铡瞻铡湛崭謧沾 謩斩斩铡辗謤栈铡斩崭謧沾, 崭謤炸 榨斩诈铡栅謤崭謧沾 乍 栅铡战炸斩诈铡謥斋 瞻铡沾铡謤 战铡瞻沾铡斩站铡债 寨謤诈铡寨铡斩 站榨謤栈斩铡栅盏崭謧斩謩斩榨謤斋 毡榨占謩闸榨謤沾铡斩 沾铡寨铡謤栅铡寨斋 眨斩铡瞻铡湛崭謧沾諠 8 沾斋铡站崭謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩崭站:
圆崭宅崭謤 闸铡詹铡栅謤斋展斩榨謤斋斩 (炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩, 榨咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩) 瞻铡湛寨铡謥站铡债 沾斋铡站崭謤斩榨謤斋 瞻铡斩謤铡眨崭謧沾铡謤炸 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤 乍謮
諗斩斩崭謧诈盏崭謧斩炸 铡斩謥 乍 寨铡謥站崭謧沾 瞻铡沾铡寨铡謤眨展崭站:
6. Basic Bibliography
  • Goodfellow, I., Bengio, Y., & Courville, A. Deep Learning. MIT Press, 2016, USA.
  • Rombach, R. 謬 崭謧謤斋辗斩榨謤 High-Resolution Image Synthesis with Latent Diffusion Models. CVPR, 2022, USA.
  • Radford, A. 謬 崭謧謤斋辗斩榨謤 . Learning Transferable Visual Models From Natural Language Supervision. OpenAI/CLIP, 2021, USA
  • OpenAI . GPT-4 Technical Report. 2023, USA
  • Tunstall, L., von Werra, L., & Wolf, T. Natural Language Processing with Transformers. O鈥橰eilly Media, 2022, USA.
7. Main sections of the course
1. 諉榨謤铡债崭謧诈盏崭謧斩謮
路猿榨斩榨謤铡湛斋站 沾崭栅榨宅铡站崭謤沾铡斩 炸斩栅瞻铡斩崭謧謤 斩寨铡謤铡眨斋謤炸 謬 咋铡謤眨铡謥崭謧沾炸謮
路钥斋謤铡占崭謧诈盏铡斩 湛铡謤闸榨謤 崭宅崭謤湛斩榨謤炸謮
2. 员站湛崭乍斩謩崭栅榨謤斩榨謤
路员站湛崭乍斩謩崭栅榨謤斋 粘铡謤湛铡謤铡蘸榨湛崭謧诈盏崭謧斩炸 謬 謫崭謧斩寨謥斋崭斩铡宅崭謧诈盏崭謧斩炸謮
路諘眨湛铡眨崭謤债沾铡斩 栅榨蘸謩榨謤諠 铡詹沾崭謧寨斋 斩站铡咋榨謥崭謧沾, 湛站盏铡宅斩榨謤斋 眨榨斩榨謤铡謥崭謧沾 謬 铡盏宅斩謮
3. 猿榨斩榨謤铡湛斋站 瞻铡寨铡栅铡謤毡 謥铡斩謥榨謤 (GAN-斩榨謤)
路GAN-斩榨謤斋 湛榨战崭謧诈盏崭謧斩 謬 闸铡詹铡栅謤斋展斩榨謤謮
路钥斋謤铡占崭謧沾斩榨謤諠 蘸铡湛寨榨謤斩榨謤斋 謬 湛榨謩战湛榨謤斋 眨榨斩榨謤铡謥崭謧沾謮
4. 约铡湛榨斩湛 謬 寨铡盏崭謧斩 栅斋謫崭謧咋斋崭斩 沾崭栅榨宅斩榨謤
路源斋謫崭謧咋斋崭斩 沾崭栅榨宅铡站崭謤沾铡斩 战寨咋闸崭謧斩謩斩榨謤謮
路圆铡謤毡謤崭謤铡寨 眨榨斩榨謤铡謥沾铡斩 窄斩栅斋謤斩榨謤斋 斋謤铡寨铡斩铡謥崭謧沾謮
5. 談榨债 宅榨咋站铡盏斋斩 沾崭栅榨宅斩榨謤 謬 ChatGPT
路LLM-斩榨謤斋 粘铡謤湛铡謤铡蘸榨湛崭謧诈盏崭謧斩 謬 崭謧战崭謧謥沾铡斩 沾榨诈崭栅斩榨謤謮
路ChatGPT-斋 謬 铡盏宅 LLM-斩榨謤斋 铡占铡栈铡栅榨沾 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤謮
6. Prompt Engineering
路员謤栅盏崭謧斩铡站榨湛 瞻謤铡瞻铡斩眨斩榨謤斋 毡謬铡站崭謤沾铡斩 湛榨窄斩斋寨铡斩榨謤;
路猿榨斩榨謤铡湛斋站 沾崭栅榨宅斩榨謤斋 榨宅謩斋 謪蘸湛斋沾铡宅铡謥崭謧沾 瞻謤铡瞻铡斩眨斩榨謤斋 沾斋栈崭謥崭站謮
7. 猿榨斩榨謤铡湛斋站 沾崭栅榨宅斩榨謤斋 fine-tuning
路諉铡窄铡站铡謤摘站铡债 沾崭栅榨宅斩榨謤斋 崭宅崭謤湛铡盏斋斩 瞻铡謤沾铡謤榨謥沾铡斩 沾榨诈崭栅斩榨謤謮
路諃铡謤沾铡謤榨謥站铡债 沾崭栅榨宅斩榨謤斋 眨斩铡瞻铡湛崭謧沾 謬 闸铡謤榨宅铡站崭謧沾謮
8. 钥斋謤铡占崭謧诈盏崭謧斩斩榨謤 謬 乍诈斋寨铡寨铡斩 斩寨铡湛铡占崭謧沾斩榨謤謮
路曰謤铡寨铡斩 栅榨蘸謩榨謤斋 崭謧战崭謧沾斩铡战斋謤崭謧诈盏崭謧斩斩榨謤諠 眨榨斩榨謤铡湛斋站 沾崭栅榨宅斩榨謤斋 寨斋謤铡占沾铡沾闸謮
路苑诈斋寨铡寨铡斩 窄斩栅斋謤斩榨謤 謬 蘸铡湛铡战窄铡斩铡湛崭謧 AI 眨崭謤债铡謤寨沾铡斩 蘸謤铡寨湛斋寨铡斩榨謤謮
3-謤栅 寨斋战铡沾盏铡寨
源铡战.諠 1 摘铡沾, 眨崭謤债.諠 1摘铡沾
2 摘铡沾/辗铡闸.
OPTIONAL
1002
1. Purpose of the Course
路咋铡謤眨铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤炸諠 湛謤铡沾铡栅謤榨宅崭站 窄崭謤铡謥站铡债 崭謧战崭謧謥崭謧沾 闸铡盏榨战盏铡斩 站斋粘铡寨铡眨謤崭謧诈盏铡斩 湛铡謤铡湛榨战铡寨 沾榨诈崭栅斩榨謤斋 謬 沾崭栅榨宅斩榨謤斋 寨斋謤铡占沾铡斩 站榨謤铡闸榨謤盏铡宅:
路崭謧战铡斩崭詹斩榨謤斋斩 崭謧斩铡寨 栅铡謤毡斩榨宅 寨斋謤铡占榨宅 闸铡盏榨战盏铡斩 站斋粘铡寨铡眨謤崭謧诈盏铡斩 站榨謤宅崭謧债崭謧诈盏铡斩 沾榨诈崭栅斩榨謤炸 湛站盏铡宅斩榨謤斋 眨斋湛崭謧诈盏铡斩 謬 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 沾榨栈:
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.諉榨謤寨铡盏铡謥斩榨宅 conjugate 闸铡辗窄崭謧沾斩榨謤斋 炸斩湛铡斩斋謩斩榨謤斋 沾斋栈崭謥崭站 眨斩铡瞻铡湛崭謧沾斩榨謤謮
2.圆铡謥铡湛謤榨宅 談崭斩湛榨 钥铡占宅崭斋 沾铡謤寨崭站盏铡斩 辗詹诈铡斩榨謤炸 闸铡盏榨战盏铡斩 眨斩铡瞻铡湛铡寨铡斩斩榨謤 战湛铡斩铡宅崭謧 瞻铡沾铡謤謮
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
3.钥铡占崭謧謥榨宅 闸铡盏榨战盏铡斩 占榨眨謤榨战斋崭斩 沾崭栅榨宅斩榨謤謮
4.钥斋謤铡占榨宅 闸铡盏榨战盏铡斩 眨斩铡瞻铡湛崭謧沾斩榨謤 湛铡謤铡湛榨战铡寨 湛站盏铡宅斩榨謤斋 瞻铡沾铡謤謮
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
5.諘眨湛站榨宅 沾铡战斩铡眨斋湛铡寨铡斩 眨謤铡寨铡斩崭謧诈盏崭謧斩斋謥, 湛榨詹榨寨铡湛站崭謧诈盏铡斩 铡盏宅 铡詹闸盏崭謧謤斩榨謤斋謥謮
6.諑榨謤宅崭謧债榨宅 闸斩铡眨铡站铡占斋 铡占寨铡 窄斩栅斋謤斩榨謤炸 謬 铡占铡栈铡謤寨榨宅 沾崭湛榨謥崭謧沾斩榨謤 栅謤铡斩謥 宅崭謧债沾铡斩 瞻铡沾铡謤謮
3. Description
路咋铡謤眨铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤炸諠 湛謤铡沾铡栅謤榨宅崭站 窄崭謤铡謥站铡债 崭謧战崭謧謥崭謧沾 闸铡盏榨战盏铡斩 站斋粘铡寨铡眨謤崭謧诈盏铡斩 湛铡謤铡湛榨战铡寨 沾榨诈崭栅斩榨謤斋 謬 沾崭栅榨宅斩榨謤斋 寨斋謤铡占沾铡斩 站榨謤铡闸榨謤盏铡宅:
路崭謧战铡斩崭詹斩榨謤斋斩 崭謧斩铡寨 栅铡謤毡斩榨宅 寨斋謤铡占榨宅 闸铡盏榨战盏铡斩 站斋粘铡寨铡眨謤崭謧诈盏铡斩 站榨謤宅崭謧债崭謧诈盏铡斩 沾榨诈崭栅斩榨謤炸 湛站盏铡宅斩榨謤斋 眨斋湛崭謧诈盏铡斩 謬 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 沾榨栈:
4. Teaching and Learning Styles and Methods
1.源铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤謮
2.猿崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
3.越沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
4.员斩瞻铡湛铡寨铡斩 铡辗窄铡湛铡斩謩謮
5.諃铡斩毡斩铡謤铡謤站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 炸斩诈榨謤謥崭謧沾 謬 湛斩铡盏斋斩 铡辗窄铡湛铡斩謩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤斋 謩铡斩铡寨炸, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩斋 摘铡沾铡斩铡寨铡謥崭謧盏謥炸, 沾斋铡站崭謤斩榨謤斋 謩铡盏宅炸, 铡斩謥寨铡謥沾铡斩 寨铡謤眨炸 謬 铡盏宅 瞻斩铡謤铡站崭謤 沾铡斩謤铡沾铡战斩榨謤 瞻铡盏湛斩崭謧沾 乍 栅铡战铡窄崭战炸諠 沾斋斩展謬 寨斋战铡沾盏铡寨斋 榨謤寨謤崭謤栅 辗铡闸铡诈站铡 铡站铡謤湛炸謮
1.愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤). 炸斩栅瞻铡斩崭謧謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩炸 8 沾斋铡站崭謤 乍謮
2.曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩. 湛謤站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 4 沾斋铡站崭謤謮
3.缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩. 铡沾闸崭詹栈 栅铡战炸斩诈铡謥斋 (崭謧战崭謧沾斩铡寨铡斩 沾崭栅崭謧宅斋) 榨咋謤铡謨铡寨斋展 眨斩铡瞻铡湛崭謧沾 謩斩斩铡辗謤栈铡斩崭謧沾, 崭謤炸 榨斩诈铡栅謤崭謧沾 乍 栅铡战炸斩诈铡謥斋 瞻铡沾铡謤 战铡瞻沾铡斩站铡债 寨謤诈铡寨铡斩 站榨謤栈斩铡栅盏崭謧斩謩斩榨謤斋 毡榨占謩闸榨謤沾铡斩 沾铡寨铡謤栅铡寨斋 眨斩铡瞻铡湛崭謧沾諠 8 沾斋铡站崭謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩崭站:
圆崭宅崭謤 闸铡詹铡栅謤斋展斩榨謤斋斩 (炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩, 榨咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩) 瞻铡湛寨铡謥站铡债 沾斋铡站崭謤斩榨謤斋 瞻铡斩謤铡眨崭謧沾铡謤炸 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤 乍謮
諗斩斩崭謧诈盏崭謧斩炸 铡斩謥 乍 寨铡謥站崭謧沾 瞻铡沾铡寨铡謤眨展崭站:
6. Basic Bibliography
  • Gelman, Carlin, Stern, Dunson, Ventari and Rubin (2013). Bayesian Data Analysis (Third Edition).
  • Gelman and Hill (2006).Data Analysis Using Regression and Multilevel/Hierarchical Models, 2006. USA.
  • Hoff. A first course in Bayesian statistical methods.2010, USA.
  • William Bolstad, James Curran, Introduction to Bayesian Statistics, 3rd Ed., Wiley, 2017.USA.
  • Jean-Michel Marin, Christian P. Robert, Bayesian Essentials with R, 2nd Ed, Springer, 2014, USA.
7. Main sections of the course
1.圆铡盏榨战盏铡斩 站斋粘铡寨铡眨謤崭謧诈盏铡斩 瞻斋沾崭謧斩謩斩榨謤炸, 圆铡盏榨战斋 闸铡斩铡毡謬謮
2.諉铡窄铡斩铡寨铡斩 謬 粘沾铡謤湛铡斩沾铡斩崭謧诈盏铡斩 謫崭謧斩寨謥斋铡謮
3.圆铡盏榨战盏铡斩 眨斩铡瞻铡湛铡寨铡斩斩榨謤謮 Conjugate 闸铡辗窄沾铡斩 謫崭謧斩寨謥斋铡斩榨謤斋 炸斩湛铡斩斋謩斩榨謤謮
4.圆铡盏榨战盏铡斩 站铡寨铡债斩榨謤斋 战湛崭謧眨崭謧沾 謬 站战湛铡瞻崭謧诈盏铡斩 沾斋栈铡寨铡盏謩榨 (credibility intervals)謮
5.談崭斩湛榨 钥铡占宅崭斋 沾铡謤寨崭站盏铡斩 辗窄诈铡斩榨謤崭站 闸铡盏榨战盏铡斩 眨斩铡瞻铡湛铡寨铡斩斩榨謤謮
6.圆铡盏榨战盏铡斩 占榨眨占榨战斋铡謮
7.猿斋闸战斋 炸斩湛謤铡斩謩 (Gibbs Sampling)謮
8.諃斋榨謤铡謤窄斋寨 沾崭栅榨宅斩榨謤:
3-謤栅 寨斋战铡沾盏铡寨
源铡战.諠 1 摘铡沾, 眨崭謤债.諠 1摘铡沾
2 摘铡沾/辗铡闸.
OPTIONAL
1002
1. Purpose of the Course
路战崭站崭謤榨謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 战崭謥斋铡宅铡寨铡斩 瞻崭眨榨闸铡斩崭謧诈盏铡斩 湛铡謤謤榨謤炸, 栅謤铡 铡咋栅榨謥崭謧诈盏铡斩炸 战蘸铡占崭詹斩榨謤斋 站铡謤謩铡眨债斋 站謤铡 謬 炸斩栅瞻铡斩謤铡蘸榨战 湛斩湛榨战铡寨铡斩 瞻铡謤铡闸榨謤崭謧诈盏崭謧斩斩榨謤斋 站謤铡,
路战崭站崭謤榨謥斩榨宅 寨斋謤铡占榨宅 沾榨债 湛站盏铡宅斩榨謤斋 謬 湛站盏铡宅铡眨斋湛崭謧诈盏铡斩 沾崭湛榨謥崭謧沾斩榨謤炸 战蘸铡占崭詹斩榨謤斋 站铡謤謩炸 寨铡斩窄铡湛榨战榨宅崭謧 瞻铡沾铡謤:
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.諉榨謤寨铡盏铡謥斩榨宅 战崭謥斋铡宅铡寨铡斩 站铡謤謩斋 瞻崭眨榨闸铡斩崭謧诈盏铡斩 湛铡謤榨謤謤炸, 栅謤铡斩 铡咋栅榨謥崭謧诈盏崭謧斩炸 战蘸铡占詹斩榨謤斋 站铡謤謩铡眨债斋 站謤铡謮
2.諉寨铡謤铡眨謤榨宅 铡盏斩 寨铡謤謬崭謤 瞻崭眨榨闸铡斩铡寨铡斩 眨崭謤债炸斩诈铡謥斩榨謤炸, 崭謤崭斩謩 毡謬铡站崭謤崭謧沾 榨斩 战蘸铡占崭詹斩榨謤斋 站铡謤謩铡眨斋债炸謮
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
3.钥铡湛铡謤榨宅 战蘸铡占崭詹斩榨謤斋 站铡謤謩斋 寨铡斩窄铡湛榨战崭謧沾斩榨謤, 謪眨湛铡眨崭謤债榨宅 栅謤铡斩謥 铡謤栅盏崭謧斩謩斩榨謤炸謮
4.談辗铡寨榨宅 沾铡謤謩榨诈斋斩眨铡盏斋斩 占铡咋沾铡站铡謤崭謧诈盏崭謧斩 瞻铡辗站斋 铡占斩榨宅崭站 瞻铡粘铡窄崭謤栅斩榨謤斋 站铡謤謩铡眨债斋 铡占铡斩毡斩铡瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸謮
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
5.諘眨湛站榨宅 眨斋湛铡寨铡斩 湛铡謤闸榨謤 铡詹闸盏崭謧謤斩榨謤斋謥 (斋斩湛榨謤斩榨湛铡盏斋斩 占榨战崭謧謤战斩榨謤, 乍宅榨寨湛謤崭斩铡盏斋斩 眨謤铡栅铡謤铡斩斩榨謤, 眨斋湛铡寨铡斩 瞻崭栅站铡债斩榨謤 謬 瞻铡辗站榨湛站崭謧诈盏崭謧斩斩榨謤)謮
3. Description
路战崭站崭謤榨謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 战崭謥斋铡宅铡寨铡斩 瞻崭眨榨闸铡斩崭謧诈盏铡斩 湛铡謤謤榨謤炸, 栅謤铡 铡咋栅榨謥崭謧诈盏铡斩炸 战蘸铡占崭詹斩榨謤斋 站铡謤謩铡眨债斋 站謤铡 謬 炸斩栅瞻铡斩謤铡蘸榨战 湛斩湛榨战铡寨铡斩 瞻铡謤铡闸榨謤崭謧诈盏崭謧斩斩榨謤斋 站謤铡,
路战崭站崭謤榨謥斩榨宅 寨斋謤铡占榨宅 沾榨债 湛站盏铡宅斩榨謤斋 謬 湛站盏铡宅铡眨斋湛崭謧诈盏铡斩 沾崭湛榨謥崭謧沾斩榨謤炸 战蘸铡占崭詹斩榨謤斋 站铡謤謩炸 寨铡斩窄铡湛榨战榨宅崭謧 瞻铡沾铡謤:
4. Teaching and Learning Styles and Methods
1.源铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤謮
2.猿崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
3.越沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
4.员斩瞻铡湛铡寨铡斩 铡辗窄铡湛铡斩謩謮
5.諃铡斩毡斩铡謤铡謤站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 炸斩诈榨謤謥崭謧沾 謬 湛斩铡盏斋斩 铡辗窄铡湛铡斩謩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤斋 謩铡斩铡寨炸, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩斋 摘铡沾铡斩铡寨铡謥崭謧盏謥炸, 沾斋铡站崭謤斩榨謤斋 謩铡盏宅炸, 铡斩謥寨铡謥沾铡斩 寨铡謤眨炸 謬 铡盏宅 瞻斩铡謤铡站崭謤 沾铡斩謤铡沾铡战斩榨謤 瞻铡盏湛斩崭謧沾 乍 栅铡战铡窄崭战炸諠 沾斋斩展謬 寨斋战铡沾盏铡寨斋 榨謤寨謤崭謤栅 辗铡闸铡诈站铡 铡站铡謤湛炸謮
1.愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤). 炸斩栅瞻铡斩崭謧謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩炸 8 沾斋铡站崭謤 乍謮
2.曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩. 湛謤站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 4 沾斋铡站崭謤謮
3.缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩. 铡沾闸崭詹栈 栅铡战炸斩诈铡謥斋 (崭謧战崭謧沾斩铡寨铡斩 沾崭栅崭謧宅斋) 榨咋謤铡謨铡寨斋展 眨斩铡瞻铡湛崭謧沾 謩斩斩铡辗謤栈铡斩崭謧沾, 崭謤炸 榨斩诈铡栅謤崭謧沾 乍 栅铡战炸斩诈铡謥斋 瞻铡沾铡謤 战铡瞻沾铡斩站铡债 寨謤诈铡寨铡斩 站榨謤栈斩铡栅盏崭謧斩謩斩榨謤斋 毡榨占謩闸榨謤沾铡斩 沾铡寨铡謤栅铡寨斋 眨斩铡瞻铡湛崭謧沾諠 8 沾斋铡站崭謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩崭站:
圆崭宅崭謤 闸铡詹铡栅謤斋展斩榨謤斋斩 (炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩, 榨咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩) 瞻铡湛寨铡謥站铡债 沾斋铡站崭謤斩榨謤斋 瞻铡斩謤铡眨崭謧沾铡謤炸 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤 乍謮
諗斩斩崭謧诈盏崭謧斩炸 铡斩謥 乍 寨铡謥站崭謧沾 瞻铡沾铡寨铡謤眨展崭站:
6. Basic Bibliography
  • Nudge: Improving Decisions about Health, Wealth, and Happiness. Richard Thaler and Cass Sunstein 2009, USA.
  • Predictably Irrational: The Hidden Forces That Shape Our Decisions. Dan Ariely 2010, USA.
7. Main sections of the course
1.諉榨謤铡债崭謧诈盏崭謧斩 战崭謥斋铡宅铡寨铡斩 瞻崭眨榨闸铡斩崭謧诈盏崭謧斩 謬 站铡謤謩铡眨债铡盏斋斩 湛斩湛榨战铡眨斋湛崭謧诈盏崭謧斩謮
2.論崭謤毡铡謤铡謤铡寨铡斩 湛斩湛榨战铡眨斋湛崭謧诈盏崭謧斩謮
3.諒站盏铡宅斩榨謤斋 闸铡咋铡盏斋 寨铡占铡站铡謤沾铡斩 瞻铡沾铡寨铡謤眨榨謤斋 謬 寨铡盏謩榨謤斋 寨铡蘸炸謮
4.諉蘸铡湛铡寨斩榨謤斋 战铡瞻沾铡斩崭謧沾 謬 斋斩謩斩铡站榨謤铡瞻战寨崭謧沾謮
5.諐铡瞻沾铡斩铡謨铡寨 占铡謥斋崭斩铡宅崭謧诈盏崭謧斩, 站铡謤謩铡眨债斋 謨崭謨崭窄崭謧诈盏崭謧斩謮
6.源謤栅沾铡斩 湛榨战崭謧诈盏崭謧斩 (nudge theory)謮
7.諉铡窄铡战斋謤崭謧诈盏崭謧斩斩榨謤 謬 炸斩湛謤崭謧诈盏崭謧斩: 諉铡窄铡战斋謤崭謧诈盏崭謧斩斩榨謤斋 闸斩崭謧盏诈炸: 钥崭斩湛榨謩战湛铡盏斋斩 乍謫謫榨寨湛斩榨謤謮
8.諐崭謥斋铡宅铡寨铡斩 站铡謤謩铡眨斋债謮
9.諐蘸铡占崭謧沾 瞻斋沾斩站铡债 謨崭謤毡斋 站謤铡謮
10. 猿崭站铡咋栅斋 铡咋栅榨謥崭謧诈盏崭謧斩謮
2-謤栅 寨斋战铡沾盏铡寨
源铡战.諠 1 摘铡沾, 眨崭謤债.諠 1摘铡沾
2 摘铡沾/辗铡闸.
OPTIONAL
1002
1. Purpose of the Course
.咋铡謤眨铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤炸諠 湛謤铡沾铡栅謤榨宅崭站 窄崭謤铡謥站铡债 崭謧战崭謧謥崭謧沾 摘铡沾铡斩铡寨铡盏斋斩 辗铡謤謩榨謤斋 乍寨崭斩崭沾榨湛謤斋寨铡盏斋 湛铡謤铡湛榨战铡寨 沾榨诈崭栅斩榨謤斋 謬 沾崭栅榨宅斩榨謤斋 寨斋謤铡占沾铡斩 站榨謤铡闸榨謤盏铡宅:
.债铡斩崭诈铡謥斩榨宅 瞻铡辗站铡謤寨榨宅崭謧 謬 寨铡斩窄铡湛榨战榨宅崭謧 湛站盏铡宅斩榨謤斋 眨斋湛崭謧诈盏铡斩 謬 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 沾榨栈 寨斋謤铡占站崭詹 摘铡沾铡斩铡寨铡盏斋斩 辗铡謤謩榨謤斋 沾崭栅榨宅斩榨謤炸諠 謪眨湛铡眨崭謤债榨宅崭站 摘铡沾铡斩铡寨铡寨斋謥 站斋粘铡寨铡眨謤铡寨铡斩 謬 乍寨崭斩崭沾榨湛謤斋寨 沾榨诈崭栅斩榨謤:
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.猿榨斩榨謤铡謥斩榨宅 湛铡謤闸榨謤 闸斩崭謧诈铡眨謤榨謤崭站 摘铡沾铡斩铡寨铡盏斋斩 辗铡謤謩榨謤, 謪眨湛铡眨崭謤债榨宅崭站 摘铡沾铡斩铡寨铡寨斋謥 瞻铡沾铡寨铡謤眨展铡盏斋斩 债謤铡眨謤榨謤:
2.钥斋謤铡占榨宅 ARIMA 沾崭栅榨宅斩榨謤炸 摘铡沾铡斩铡寨铡盏斋斩 辗铡謤謩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩 瞻铡沾铡謤 謬 謪眨湛铡眨崭謤债榨宅 铡盏栅 沾榨诈崭栅斩榨謤炸 蘸謤铡寨湛斋寨 铡辗窄铡湛铡斩謩崭謧沾:
3.圆铡謥铡湛謤榨宅 VAR 沾榨诈崭栅斩榨謤斋 寨斋謤铡占崭謧诈盏铡斩 战寨咋闸崭謧斩謩斩榨謤炸 闸铡咋沾铡展铡謨 摘铡沾铡斩铡寨铡盏斋斩 辗铡謤謩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩 瞻铡沾铡謤:
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
4.諘眨湛铡眨崭謤债榨宅 沾铡战斩铡眨斋湛铡寨铡斩 债謤铡眨謤铡盏斋斩 铡蘸铡瞻崭站崭謧沾 (R, SPSS, E-views 謨铡诈榨诈斩榨謤) 战湛铡謥站崭詹 窄斩栅斋謤斩榨謤炸 宅崭謧债榨宅崭謧 瞻铡沾铡謤謮
5.钥斋謤铡占榨宅 眨债铡盏斋斩 占榨眨謤榨战斋铡盏斋 沾崭栅榨宅斩榨謤炸 湛铡謤铡湛榨战铡寨 湛站盏铡宅斩榨謤斋 瞻铡沾铡謤, 铡盏栅 诈站崭謧沾 芦沾榨债 湛站盏铡宅斩榨謤斋禄 瞻铡沾铡謤謮
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
6.諘眨湛站榨宅 湛铡謤铡湛榨战铡寨 铡詹闸盏崭謧謤斩榨謤斋謥` 铡斩瞻謤铡摘榨辗湛 湛榨詹榨寨铡湛站崭謧诈盏崭謧斩炸 战湛铡斩铡宅崭謧 瞻铡沾铡謤, 斋斩展蘸榨战 斩铡謬 瞻铡沾铡寨铡謤眨榨宅, 站榨謤宅崭謧债榨宅 謬 寨铡湛铡謤榨宅 瞻榨湛謬崭謧诈盏崭謧斩斩榨謤 战湛铡謥站铡债 湛站盏铡宅斩榨謤崭站謮
3. Description
.咋铡謤眨铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤炸諠 湛謤铡沾铡栅謤榨宅崭站 窄崭謤铡謥站铡债 崭謧战崭謧謥崭謧沾 摘铡沾铡斩铡寨铡盏斋斩 辗铡謤謩榨謤斋 乍寨崭斩崭沾榨湛謤斋寨铡盏斋 湛铡謤铡湛榨战铡寨 沾榨诈崭栅斩榨謤斋 謬 沾崭栅榨宅斩榨謤斋 寨斋謤铡占沾铡斩 站榨謤铡闸榨謤盏铡宅:
.债铡斩崭诈铡謥斩榨宅 瞻铡辗站铡謤寨榨宅崭謧 謬 寨铡斩窄铡湛榨战榨宅崭謧 湛站盏铡宅斩榨謤斋 眨斋湛崭謧诈盏铡斩 謬 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 沾榨栈 寨斋謤铡占站崭詹 摘铡沾铡斩铡寨铡盏斋斩 辗铡謤謩榨謤斋 沾崭栅榨宅斩榨謤炸諠 謪眨湛铡眨崭謤债榨宅崭站 摘铡沾铡斩铡寨铡寨斋謥 站斋粘铡寨铡眨謤铡寨铡斩 謬 乍寨崭斩崭沾榨湛謤斋寨 沾榨诈崭栅斩榨謤:
4. Teaching and Learning Styles and Methods
1.源铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤謮
2.猿崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
3.越沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
4.员斩瞻铡湛铡寨铡斩 铡辗窄铡湛铡斩謩謮
5.諃铡斩毡斩铡謤铡謤站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 炸斩诈榨謤謥崭謧沾 謬 湛斩铡盏斋斩 铡辗窄铡湛铡斩謩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤斋 謩铡斩铡寨炸, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩斋 摘铡沾铡斩铡寨铡謥崭謧盏謥炸, 沾斋铡站崭謤斩榨謤斋 謩铡盏宅炸, 铡斩謥寨铡謥沾铡斩 寨铡謤眨炸 謬 铡盏宅 瞻斩铡謤铡站崭謤 沾铡斩謤铡沾铡战斩榨謤 瞻铡盏湛斩崭謧沾 乍 栅铡战铡窄崭战炸諠 沾斋斩展謬 寨斋战铡沾盏铡寨斋 榨謤寨謤崭謤栅 辗铡闸铡诈站铡 铡站铡謤湛炸謮
1.愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤). 炸斩栅瞻铡斩崭謧謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩炸 8 沾斋铡站崭謤 乍謮
2.曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩. 湛謤站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 4 沾斋铡站崭謤謮
3.缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩. 铡沾闸崭詹栈 栅铡战炸斩诈铡謥斋 (崭謧战崭謧沾斩铡寨铡斩 沾崭栅崭謧宅斋) 榨咋謤铡謨铡寨斋展 眨斩铡瞻铡湛崭謧沾 謩斩斩铡辗謤栈铡斩崭謧沾, 崭謤炸 榨斩诈铡栅謤崭謧沾 乍 栅铡战炸斩诈铡謥斋 瞻铡沾铡謤 战铡瞻沾铡斩站铡债 寨謤诈铡寨铡斩 站榨謤栈斩铡栅盏崭謧斩謩斩榨謤斋 毡榨占謩闸榨謤沾铡斩 沾铡寨铡謤栅铡寨斋 眨斩铡瞻铡湛崭謧沾諠 8 沾斋铡站崭謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩崭站:
圆崭宅崭謤 闸铡詹铡栅謤斋展斩榨謤斋斩 (炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩, 榨咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩) 瞻铡湛寨铡謥站铡债 沾斋铡站崭謤斩榨謤斋 瞻铡斩謤铡眨崭謧沾铡謤炸 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤 乍謮
諗斩斩崭謧诈盏崭謧斩炸 铡斩謥 乍 寨铡謥站崭謧沾 瞻铡沾铡寨铡謤眨展崭站:
6. Basic Bibliography
  • Christian Kleiber, Achim Zeleis, Applied Econometrics with R, Springer, New-York 2008.
  • 袦邪谐薪褍褋, 袣邪褌褘褕械胁, 袩械褉械褋械褑泻懈泄, 协泻薪芯屑械褌褉懈泻邪, 袧邪褔邪谢褜薪褘泄 泻褍褉褋, 2004, 袦芯褋泻胁邪.
  • William H. Greene, Econometric Analysis, Pearson, 7th edition, 2012, London.
  • Jack Jonston, John DiNardo, Econometrics Methods, McGraw-Hill, 4th edition, 1996, USA.
  • Christopher Dougherty, Introduction to Econometrics, 3rd edition, 2007, Oxford.
  • Jeffry M. Wooldridge, Introductory Econometrics: A Modern Approach, South-Western Cengage Learning, 5th edition, 2018, USA.
  • J. D. Hamilton, Time Series Analysis, Prinston, 1994, USA.
  • R.S. Tsay, Analysis of Financial Time Series, 2010, USA.
  • 袦邪谐薪褍褋, 袣邪褌褘褕械胁, 袩械褉械褋械褑泻懈泄, 协泻薪芯屑械褌褉懈泻邪, 袧邪褔邪谢褜薪褘泄 泻褍褉褋, 2004, 袦芯褋泻胁邪.
7. Main sections of the course
1.院铡沾铡斩铡寨铡盏斋斩 辗铡謤謩榨謤斋 站斋咋崭謧铡宅斋咋铡謥斋铡 謬 眨榨斩榨謤铡謥崭謧沾謮
2.ARMA (p,q) 铡站湛崭占榨眨謤榨战战斋崭斩-战崭詹铡謥崭詹 沾斋栈斋斩斋 沾崭栅榨宅斩榨謤: 员站湛崭颅寨崭謤謤榨宅盏铡謥斋崭斩 謬 沾铡战斩铡站崭謤 铡站湛崭寨崭謤謤榨宅盏铡謥斋崭斩 謫崭謧斩寨謥斋铡斩榨謤:
3.ARMA (p,q) 蘸謤崭謥榨战斩榨謤斋 眨崭謤债铡寨斋謥斩榨謤斋 眨斩铡瞻铡湛崭謧沾: 曰斩謫崭謤沾铡謥斋崭斩 展铡謨铡斩斋辗斩榨謤:
4.钥铡斩窄铡湛榨战崭謧沾炸 圆崭謩战-諎榨斩寨斋斩战斋 沾崭栅榨宅崭謧沾:
5.請展 战湛铡謥斋崭斩铡謤 摘铡沾铡斩铡寨铡盏斋斩 辗铡謤謩榨謤: 談斋铡站崭謤 铡謤沾铡湛斩榨謤 謬 寨铡占崭謧謥站铡债謩铡盏斋斩 湛榨詹铡辗铡謤摘榨謤:
6.圆铡辗窄站铡债 宅铡眨榨謤崭站 铡站湛崭占榨眨謤榨战战斋崭斩 沾崭栅榨宅斩榨謤: 苑寨咋崭眨榨斩崭謧诈盏铡斩 眨铡詹铡謨铡謤炸:
7.論崭謩謤铡眨崭謧盏斩 謩铡占铡寨崭謧战斋斩榨謤斋 沾榨诈崭栅: 猿铡崭謧战-談铡謤寨崭站斋 诈榨崭謤榨沾: 諏榨眨謤榨战斋铡盏斋 眨斩铡瞻铡湛铡寨铡斩斩榨謤炸: 猿斩铡瞻铡湛铡寨铡斩斩榨謤斋 站斋粘铡寨铡眨謤铡寨铡斩 瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸: R2 眨崭謤债铡寨斋謥:
8.諑斋粘铡寨铡眨謤铡寨铡斩 瞻斋蘸崭诈榨咋斩榨謤斋 战湛崭謧眨崭謧沾 謬 站战湛铡瞻崭謧诈盏铡斩 沾斋栈铡寨铡盏謩榨謤:
9.談崭謧宅湛斋寨崭宅斋斩榨铡謤崭謧诈盏崭謧斩: 钥榨詹债 謨崭謨崭窄铡寨铡斩斩榨謤 謬 沾铡战斩铡寨斋 眨债铡盏斋斩 沾崭栅榨宅斩榨謤:
10.請展 眨债铡盏斋斩 沾崭栅榨宅斩榨謤斋 謪謤斋斩铡寨斩榨謤: 談崭栅榨宅斋 战蘸榨謥斋謫斋寨铡謥斋铡:
11.諃榨湛榨謤崭战寨榨栅铡战湛斋寨崭謧诈盏崭謧斩, 钥辗占站铡债 謨崭謩謤铡眨崭謧盏斩 謩铡占铡寨崭謧战斋斩榨謤斋 沾榨诈崭栅:
12.员站湛崭寨崭謤榨宅盏铡謥斋铡: 员站湛崭占榨眨謤榨战斋崭斩 铡占铡栈斋斩 寨铡謤眨斋 蘸謤崭謥榨战: 源铡謤闸斋斩-諑铡湛战崭斩斋 诈榨战湛炸:
13. 员占铡站榨宅 粘辗沾铡謤湛铡斩沾铡斩崭謧诈盏铡斩 沾榨诈崭栅謮 缘謤寨铡寨斋 謬 闸铡咋沾铡寨斋 炸斩湛謤崭謧诈盏铡斩 沾崭栅榨宅斩榨謤謮
2-謤栅 寨斋战铡沾盏铡寨
源铡战.諠 1 摘铡沾, 眨崭謤债.諠 1摘铡沾
2 摘铡沾/辗铡闸.
OPTIONAL
1002
1. Purpose of the Course
路崭謧战铡斩崭詹斩榨謤斋斩 债铡斩崭诈铡謥斩榨宅 沾榨债 湛站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩 瞻铡沾铡謤 寨斋謤铡占站崭詹 眨崭謤债斋謩斩榨謤斋斩 謬 湛榨窄斩崭宅崭眨斋铡斩榨謤斋斩謮
路战崭站崭謤榨謥斩榨宅 寨斋謤铡占榨宅 铡盏栅 湛榨窄斩崭宅崭眨斋铡斩榨謤炸 蘸謤铡寨湛斋寨 窄斩栅斋謤斩榨謤斋 宅崭謧债沾铡斩 沾榨栈謮
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.諉寨铡謤铡眨謤榨宅 沾榨债 湛站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩 瞻铡沾铡謤 寨斋謤铡占站崭詹 湛榨窄斩崭宅崭眨斋铡斩 崭謧 眨崭謤债斋謩斩榨謤炸謮
2.圆铡謥铡湛謤榨宅, 诈榨 沾榨债 湛站盏铡宅斩榨謤斋 窄斩栅斋謤斩榨謤炸 榨謤闸 湛站盏铡宅斩榨謤斋 斋斩湛榨眨謤铡謥沾铡斩 寨铡謤斋謩 崭謧斩榨斩謮
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
3.談榨债 湛站盏铡宅斩榨謤斋 窄斩栅斋謤斩榨謤炸 斩榨謤寨铡盏铡謥斩榨宅 謬 宅崭謧债榨宅 湛站盏铡宅铡眨斋湛崭謧诈盏铡斩 沾榨诈崭栅斩榨謤崭站謮
4.曰謤铡寨铡斩铡謥斩榨宅 沾榨债 湛站盏铡宅斩榨謤斋 斋斩湛榨眨謤铡謥崭謧沾 崭謧 沾辗铡寨崭謧沾 Hadoop-斋 沾斋栈崭謥崭站謮
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
5.諘眨湛铡眨崭謤债榨宅 眨斋湛铡寨铡斩 湛铡謤闸榨謤 铡詹闸盏崭謧謤斩榨謤斋謥 (斋斩湛榨謤斩榨湛铡盏斋斩 占榨战崭謧謤战斩榨謤, 乍宅榨寨湛謤崭斩铡盏斋斩 眨謤铡栅铡謤铡斩斩榨謤, 眨斋湛铡寨铡斩 瞻崭栅站铡债斩榨謤 謬 铡盏宅斩) 战湛铡謥站铡债 湛榨詹榨寨铡湛站崭謧诈盏崭謧斩謮
6.钥铡湛铡謤榨宅 眨斋湛铡寨铡斩 瞻榨湛铡咋崭湛崭謧诈盏崭謧斩斩榨謤諠 謪眨湛铡眨崭謤债榨宅崭站 沾榨债 湛站盏铡宅斩榨謤斋 湛榨窄斩崭宅崭眨斋铡斩榨謤炸謮
3. Description
路崭謧战铡斩崭詹斩榨謤斋斩 债铡斩崭诈铡謥斩榨宅 沾榨债 湛站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩 瞻铡沾铡謤 寨斋謤铡占站崭詹 眨崭謤债斋謩斩榨謤斋斩 謬 湛榨窄斩崭宅崭眨斋铡斩榨謤斋斩謮
路战崭站崭謤榨謥斩榨宅 寨斋謤铡占榨宅 铡盏栅 湛榨窄斩崭宅崭眨斋铡斩榨謤炸 蘸謤铡寨湛斋寨 窄斩栅斋謤斩榨謤斋 宅崭謧债沾铡斩 沾榨栈謮
4. Teaching and Learning Styles and Methods
1.源铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤謮
2.猿崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
3.越沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
4.员斩瞻铡湛铡寨铡斩 铡辗窄铡湛铡斩謩謮
5.諃铡斩毡斩铡謤铡謤站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 炸斩诈榨謤謥崭謧沾 謬 湛斩铡盏斋斩 铡辗窄铡湛铡斩謩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤斋 謩铡斩铡寨炸, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩斋 摘铡沾铡斩铡寨铡謥崭謧盏謥炸, 沾斋铡站崭謤斩榨謤斋 謩铡盏宅炸, 铡斩謥寨铡謥沾铡斩 寨铡謤眨炸 謬 铡盏宅 瞻斩铡謤铡站崭謤 沾铡斩謤铡沾铡战斩榨謤 瞻铡盏湛斩崭謧沾 乍 栅铡战铡窄崭战炸諠 沾斋斩展謬 寨斋战铡沾盏铡寨斋 榨謤寨謤崭謤栅 辗铡闸铡诈站铡 铡站铡謤湛炸謮
1.愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤). 炸斩栅瞻铡斩崭謧謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩炸 8 沾斋铡站崭謤 乍謮
2.曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩. 湛謤站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 4 沾斋铡站崭謤謮
3.缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩. 铡沾闸崭詹栈 栅铡战炸斩诈铡謥斋 (崭謧战崭謧沾斩铡寨铡斩 沾崭栅崭謧宅斋) 榨咋謤铡謨铡寨斋展 眨斩铡瞻铡湛崭謧沾 謩斩斩铡辗謤栈铡斩崭謧沾, 崭謤炸 榨斩诈铡栅謤崭謧沾 乍 栅铡战炸斩诈铡謥斋 瞻铡沾铡謤 战铡瞻沾铡斩站铡债 寨謤诈铡寨铡斩 站榨謤栈斩铡栅盏崭謧斩謩斩榨謤斋 毡榨占謩闸榨謤沾铡斩 沾铡寨铡謤栅铡寨斋 眨斩铡瞻铡湛崭謧沾諠 8 沾斋铡站崭謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩崭站:
圆崭宅崭謤 闸铡詹铡栅謤斋展斩榨謤斋斩 (炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩, 榨咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩) 瞻铡湛寨铡謥站铡债 沾斋铡站崭謤斩榨謤斋 瞻铡斩謤铡眨崭謧沾铡謤炸 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤 乍謮
諗斩斩崭謧诈盏崭謧斩炸 铡斩謥 乍 寨铡謥站崭謧沾 瞻铡沾铡寨铡謤眨展崭站:
6. Basic Bibliography
  • Kafka: The Definitive Guide by Neha Narkhede, Gwen Shapira, and Todd Palino, 2017, USA
  • Data lgorithms by Mahmoud Parsian, 2017 USA
  • HBase: The Definitive Guide by Lars George, 2011, USA
  • Programming Hive by Edward Capriolo, Dean Wampler, and Jason Rutherglen, 2023, USA
  • ZooKeeper by Flavio Junqueira and Benjamin Reed, 2013, USA
  • Kafka: The Definitive Guide by Neha Narkhede, 2017, USA
  • Hadoop: The Definitive Guide, Third Edition by Tom White Gwen Shapira, and Todd Palino, 2017, USA
7. Main sections of the course
1.談榨债 湛站盏铡宅斩榨謤斋, 铡沾蘸铡盏斋斩 瞻铡辗站铡謤寨斋 榨謧 湛站盏铡宅斩榨謤斋 蘸铡瞻蘸铡斩沾铡斩 斩榨謤铡债崭謧诈盏崭謧斩謮
2.Linux Shell-斋 謬 瞻謤铡沾铡斩斩榨謤斋 斩榨謤铡债崭謧诈盏崭謧斩謮
3.Hadoop-斋 乍寨崭瞻铡沾铡寨铡謤眨斋 斩榨謤铡债崭謧诈盏崭謧斩謮
4.諃铡辗站铡謤寨斩榨謤 MapReduce-斋 沾斋栈崭謥崭站謮
5.Hadoop Distributed File System (HDFS)謮
6.Hadoop I/O謮
7.MapReduce 债謤铡眨謤榨謤斋 战湛榨詹债崭謧沾 謬 眨崭謤债铡謤寨崭謧沾謮
8.談榨债 湛站盏铡宅斩榨謤斋 沾辗铡寨崭謧沾炸 Pig-斋 沾斋栈崭謥崭站謮
9.諒站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏崭謧斩 Hive-斋 沾斋栈崭謥崭站謮
10.HBase-炸 崭謤蘸榨战 崭展 占榨宅铡謥斋崭斩 湛站盏铡宅斩榨謤斋 闸铡咋铡盏斋 瞻铡沾铡寨铡謤眨謮
11.愿斩栅瞻铡斩崭謧謤 闸铡辗窄站铡债 债謤铡眨謤榨謤斋 战湛榨詹债崭謧沾 Zookeeper-斋 沾斋栈崭謥崭站謮
12.請展 占榨宅铡謥斋崭斩 湛站盏铡宅斩榨謤斋 闸铡咋铡斩榨謤斋 斩榨謤铡债崭謧诈盏崭謧斩謮
2-謤栅 寨斋战铡沾盏铡寨
源铡战.諠 1 摘铡沾, 眨崭謤债.諠 1摘铡沾
2 摘铡沾/辗铡闸.
OPTIONAL
1002
1. Purpose of the Course
路諒榨窄斩崭宅崭眨斋铡寨铡斩 毡榨占斩榨謤榨謥崭謧诈盏铡斩, 斩崭謤铡謤崭謧诈盏铡斩 謬 寨铡占铡站铡謤沾铡斩 战寨咋闸崭謧斩謩斩榨謤斋 站榨謤铡闸榨謤盏铡宅 窄崭謤铡謥站铡债 崭謧战崭謧謥沾铡斩 沾斋栈崭謥崭站 咋铡謤眨铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤炸謮
路諉榨謤寨铡盏铡謥斩榨宅 湛榨窄斩崭宅崭眨斋铡寨铡斩 崭宅崭謤湛崭謧沾 斩崭謤铡謤铡謤铡寨铡斩 眨崭謤债炸斩诈铡謥斩榨謤斋 斩榨謤栅謤沾铡斩 站榨謤铡闸榨謤盏铡宅 铡辗窄铡謤瞻崭謧沾 寨斋謤铡占站崭詹 摘铡沾铡斩铡寨铡寨斋謥 沾榨窄铡斩斋咋沾斩榨謤炸 謬 沾崭栅榨宅斩榨謤炸謮
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.諉榨謤寨铡盏铡謥斩榨宅 斩崭謤铡战湛榨詹债 湛榨窄斩崭宅崭眨斋铡寨铡斩 毡榨占斩铡謤寨崭謧诈盏铡斩 Business Canvas 沾榨诈崭栅崭站 闸斋咋斩榨战 斩铡窄铡眨债斋 寨铡咋沾沾铡斩 眨崭謤债炸斩诈铡謥炸謮
2.圆铡謥铡湛謤榨宅 崭宅崭謤湛斋 謬 辗崭謧寨铡盏斋 眨斩铡瞻铡湛沾铡斩 瞻铡沾铡謤 SWOT 站榨謤宅崭謧债崭謧诈盏铡斩 謬 諍崭謤湛榨謤斋 5 崭謧摘榨謤斋 沾榨诈崭栅斋 寨斋謤铡占沾铡斩 瞻斩铡謤铡站崭謤崭謧诈盏崭謧斩斩榨謤炸謮
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
3.钥铡咋沾榨宅 斩崭謤铡战湛榨詹债 寨铡沾 眨崭謤债崭詹 湛榨窄斩崭宅崭眨斋铡寨铡斩 寨铡咋沾铡寨榨謤蘸崭謧诈盏铡斩 闸斋咋斩榨战 斩铡窄铡眨斋债謮
4.曰謤铡寨铡斩铡謥斩榨宅 毡榨占斩铡謤寨崭謧诈盏崭謧斩斩榨謤斋 謫斋斩铡斩战铡寨铡斩 眨崭謤债崭謧斩榨崭謧诈盏铡斩 寨铡斩窄铡湛榨战崭謧沾斩榨謤謮
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
5.諑榨謤宅崭謧债榨宅 铡占寨铡 窄斩栅斋謤斩榨謤炸 謬 眨斩铡瞻铡湛榨宅 栅謤铡斩謥 宅崭謧债沾铡斩 瞻铡沾铡謤 铡斩瞻謤铡摘榨辗湛 占榨战崭謧謤战斩榨謤炸謮
6.諘眨湛站榨宅 湛榨詹榨寨铡湛站崭謧诈盏铡斩 湛铡謤铡湛榨战铡寨 铡詹闸盏崭謧謤斩榨謤斋謥謮
3. Description
路諒榨窄斩崭宅崭眨斋铡寨铡斩 毡榨占斩榨謤榨謥崭謧诈盏铡斩, 斩崭謤铡謤崭謧诈盏铡斩 謬 寨铡占铡站铡謤沾铡斩 战寨咋闸崭謧斩謩斩榨謤斋 站榨謤铡闸榨謤盏铡宅 窄崭謤铡謥站铡债 崭謧战崭謧謥沾铡斩 沾斋栈崭謥崭站 咋铡謤眨铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤炸謮
路諉榨謤寨铡盏铡謥斩榨宅 湛榨窄斩崭宅崭眨斋铡寨铡斩 崭宅崭謤湛崭謧沾 斩崭謤铡謤铡謤铡寨铡斩 眨崭謤债炸斩诈铡謥斩榨謤斋 斩榨謤栅謤沾铡斩 站榨謤铡闸榨謤盏铡宅 铡辗窄铡謤瞻崭謧沾 寨斋謤铡占站崭詹 摘铡沾铡斩铡寨铡寨斋謥 沾榨窄铡斩斋咋沾斩榨謤炸 謬 沾崭栅榨宅斩榨謤炸謮
4. Teaching and Learning Styles and Methods
1.源铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤謮
2.猿崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
3.越沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
4.员斩瞻铡湛铡寨铡斩 铡辗窄铡湛铡斩謩謮
5.諃铡斩毡斩铡謤铡謤站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 炸斩诈榨謤謥崭謧沾 謬 湛斩铡盏斋斩 铡辗窄铡湛铡斩謩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤斋 謩铡斩铡寨炸, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩斋 摘铡沾铡斩铡寨铡謥崭謧盏謥炸, 沾斋铡站崭謤斩榨謤斋 謩铡盏宅炸, 铡斩謥寨铡謥沾铡斩 寨铡謤眨炸 謬 铡盏宅 瞻斩铡謤铡站崭謤 沾铡斩謤铡沾铡战斩榨謤 瞻铡盏湛斩崭謧沾 乍 栅铡战铡窄崭战炸諠 沾斋斩展謬 寨斋战铡沾盏铡寨斋 榨謤寨謤崭謤栅 辗铡闸铡诈站铡 铡站铡謤湛炸謮
1.愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤). 炸斩栅瞻铡斩崭謧謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩炸 8 沾斋铡站崭謤 乍謮
2.曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩. 湛謤站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 4 沾斋铡站崭謤謮
3.缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩. 铡沾闸崭詹栈 栅铡战炸斩诈铡謥斋 (崭謧战崭謧沾斩铡寨铡斩 沾崭栅崭謧宅斋) 榨咋謤铡謨铡寨斋展 眨斩铡瞻铡湛崭謧沾 謩斩斩铡辗謤栈铡斩崭謧沾, 崭謤炸 榨斩诈铡栅謤崭謧沾 乍 栅铡战炸斩诈铡謥斋 瞻铡沾铡謤 战铡瞻沾铡斩站铡债 寨謤诈铡寨铡斩 站榨謤栈斩铡栅盏崭謧斩謩斩榨謤斋 毡榨占謩闸榨謤沾铡斩 沾铡寨铡謤栅铡寨斋 眨斩铡瞻铡湛崭謧沾諠 8 沾斋铡站崭謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩崭站:
圆崭宅崭謤 闸铡詹铡栅謤斋展斩榨謤斋斩 (炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩, 榨咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩) 瞻铡湛寨铡謥站铡债 沾斋铡站崭謤斩榨謤斋 瞻铡斩謤铡眨崭謧沾铡謤炸 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤 乍謮
諗斩斩崭謧诈盏崭謧斩炸 铡斩謥 乍 寨铡謥站崭謧沾 瞻铡沾铡寨铡謤眨展崭站:
6. Basic Bibliography
  • Ries E., The Lean Startup, 2011, USA
  • Blank S., Fours Steps to Epiphany, 2006, USA
  • Osterwalder A., Pigneur Y., Business Model Generation, 2009, USA
7. Main sections of the course
1. 諄榨占斩榨謤榨謥崭謧诈盏铡斩 蘸铡湛沾崭謧诈盏崭謧斩 謬 沾榨诈崭栅斩榨謤:
2.猿铡詹铡謨铡謤斋 毡謬铡站崭謤崭謧沾 謬 咋铡謤眨铡謥崭謧沾:
3.諊崭謧寨铡盏斋 崭謧战崭謧沾斩铡战斋謤崭謧诈盏崭謧斩:
4.圆斋咋斩榨战 沾崭栅榨宅斋 沾辗铡寨崭謧沾:
5.談铡謤謩榨诈斋斩眨铡盏斋斩 蘸宅铡斩斋 沾辗铡寨崭謧沾謮
6.諄榨占斩铡謤寨崭謧诈盏铡斩 咋铡謤眨铡謥沾铡斩 占铡咋沾铡站铡謤崭謧诈盏崭謧斩:
7.諙斋斩铡斩战铡寨铡斩 眨崭謤债斋謩斩榨謤, 斩榨謤栅謤崭謧沾斩榨謤:
8.諄榨占斩铡謤寨崭謧诈盏铡斩 斩榨謤謩斋斩 寨铡占崭謧謥站铡债謩:
9.諉铡窄铡眨债斋 斩榨謤寨铡盏铡謥沾铡斩 瞻斋沾崭謧斩謩斩榨謤謮
10.談湛铡站崭謤 战榨謨铡寨铡斩崭謧诈盏崭謧斩:
2-謤栅 寨斋战铡沾盏铡寨
源铡战.諠 1 摘铡沾, 眨崭謤债.諠 1摘铡沾
2 摘铡沾/辗铡闸.
OPTIONAL
1002
1. Purpose of the Course
路铡占铡站榨宅 铡沾闸崭詹栈铡寨铡斩铡謥斩榨宅 謬 窄崭謤铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋 眨斋湛榨宅斋謩斩榨謤炸 沾斋寨謤崭 謬 沾铡寨謤崭湛斩湛榨战铡眨斋湛崭謧诈盏铡斩 铡战蘸铡謤榨咋崭謧沾,
路咋铡謤眨铡謥斩榨宅 湛斩湛榨战铡眨斋湛铡寨铡斩 瞻榨湛铡咋崭湛崭謧诈盏崭謧斩斩榨謤崭謧沾 湛斩湛榨战铡眨斋湛铡 沾铡诈榨沾铡湛斋寨铡寨铡斩 沾榨诈崭栅斩榨謤斋 謬 沾崭栅榨宅斩榨謤斋 寨斋謤铡占沾铡斩 瞻沾湛崭謧诈盏崭謧斩斩榨謤:
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.諉榨謤寨铡盏铡謥斩榨宅 謬 瞻斋沾斩铡站崭謤榨宅 辗崭謧寨铡盏铡寨铡斩 湛斩湛榨战崭謧诈盏铡斩 湛斩湛榨战铡寨铡斩 瞻斋沾斩铡瞻铡謤謥榨謤斋 崭謧战崭謧沾斩铡战斋謤沾铡斩 瞻铡沾铡謤 铡斩瞻謤铡摘榨辗湛 眨斋湛榨宅斋謩斩榨謤炸謮
2.圆铡謥铡湛謤榨宅 占榨战崭謧謤战斩榨謤斋 謪蘸湛斋沾铡宅 闸铡辗窄沾铡斩 眨崭謤债炸斩诈铡謥斩榨謤炸 謬 斋斩展 栅榨謤 崭謧斩榨斩 栅謤铡斩謥崭謧沾 辗崭謧寨铡斩榨謤炸謮
3.諉榨謤寨铡盏铡謥斩榨宅 湛斩湛榨战铡寨铡斩 铡粘斋 瞻斋沾斩铡寨铡斩 眨崭謤债崭斩斩榨謤炸 謬 沾崭栅榨宅斩榨謤炸 謬 闸铡謥铡湛謤榨宅, 诈榨 斋斩展蘸榨战 乍 毡謬铡站崭謤站崭謧沾 眨崭謤债铡咋謤寨崭謧诈盏崭謧斩炸 謬 蘸榨湛崭謧诈盏铡斩 栅榨謤炸 铡盏斩 斩站铡咋榨謥斩榨宅崭謧 瞻铡謤謥崭謧沾謮
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
4.钥铡湛铡謤榨宅 湛斩湛榨战铡眨斋湛铡寨铡斩 站榨謤宅崭謧债崭謧诈盏崭謧斩斩榨謤 崭謧 寨铡斩窄铡湛榨战崭謧沾斩榨謤, 謪眨湛铡眨崭謤债榨宅 栅謤铡斩謥 铡謤栅盏崭謧斩謩斩榨謤炸 謬 湛斩湛榨战铡眨斋湛铡-沾铡诈榨沾铡湛斋寨铡寨铡斩 沾榨诈崭栅斩榨謤炸 寨斋謤铡占榨宅 湛斩湛榨战铡眨斋湛铡寨铡斩 站榨謤宅崭謧债崭謧诈盏崭謧斩斩榨謤崭謧沾謮
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
5.諘眨湛站榨宅 眨斋湛铡寨铡斩 湛铡謤闸榨謤 铡詹闸盏崭謧謤斩榨謤斋謥 (斋斩湛榨謤斩榨湛铡盏斋斩 占榨战崭謧謤战斩榨謤, 乍宅榨寨湛謤崭斩铡盏斋斩 眨謤铡栅铡謤铡斩斩榨謤, 眨斋湛铡寨铡斩 瞻崭栅站铡债斩榨謤 謬 瞻铡辗站榨湛站崭謧诈盏崭謧斩斩榨謤)謮.
3. Description
路铡占铡站榨宅 铡沾闸崭詹栈铡寨铡斩铡謥斩榨宅 謬 窄崭謤铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋 眨斋湛榨宅斋謩斩榨謤炸 沾斋寨謤崭 謬 沾铡寨謤崭湛斩湛榨战铡眨斋湛崭謧诈盏铡斩 铡战蘸铡謤榨咋崭謧沾,
路咋铡謤眨铡謥斩榨宅 湛斩湛榨战铡眨斋湛铡寨铡斩 瞻榨湛铡咋崭湛崭謧诈盏崭謧斩斩榨謤崭謧沾 湛斩湛榨战铡眨斋湛铡 沾铡诈榨沾铡湛斋寨铡寨铡斩 沾榨诈崭栅斩榨謤斋 謬 沾崭栅榨宅斩榨謤斋 寨斋謤铡占沾铡斩 瞻沾湛崭謧诈盏崭謧斩斩榨謤:
4. Teaching and Learning Styles and Methods
1.源铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤謮
2.猿崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
3.越沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
4.员斩瞻铡湛铡寨铡斩 铡辗窄铡湛铡斩謩謮
5.諃铡斩毡斩铡謤铡謤站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 炸斩诈榨謤謥崭謧沾 謬 湛斩铡盏斋斩 铡辗窄铡湛铡斩謩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤斋 謩铡斩铡寨炸, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩斋 摘铡沾铡斩铡寨铡謥崭謧盏謥炸, 沾斋铡站崭謤斩榨謤斋 謩铡盏宅炸, 铡斩謥寨铡謥沾铡斩 寨铡謤眨炸 謬 铡盏宅 瞻斩铡謤铡站崭謤 沾铡斩謤铡沾铡战斩榨謤 瞻铡盏湛斩崭謧沾 乍 栅铡战铡窄崭战炸諠 沾斋斩展謬 寨斋战铡沾盏铡寨斋 榨謤寨謤崭謤栅 辗铡闸铡诈站铡 铡站铡謤湛炸謮
1.愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤). 炸斩栅瞻铡斩崭謧謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩炸 8 沾斋铡站崭謤 乍謮
2.曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩. 湛謤站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 4 沾斋铡站崭謤謮
3.缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩. 铡沾闸崭詹栈 栅铡战炸斩诈铡謥斋 (崭謧战崭謧沾斩铡寨铡斩 沾崭栅崭謧宅斋) 榨咋謤铡謨铡寨斋展 眨斩铡瞻铡湛崭謧沾 謩斩斩铡辗謤栈铡斩崭謧沾, 崭謤炸 榨斩诈铡栅謤崭謧沾 乍 栅铡战炸斩诈铡謥斋 瞻铡沾铡謤 战铡瞻沾铡斩站铡债 寨謤诈铡寨铡斩 站榨謤栈斩铡栅盏崭謧斩謩斩榨謤斋 毡榨占謩闸榨謤沾铡斩 沾铡寨铡謤栅铡寨斋 眨斩铡瞻铡湛崭謧沾諠 8 沾斋铡站崭謤 铡占铡站榨宅铡眨崭謧盏斩 铡謤摘榨謩崭站:
圆崭宅崭謤 闸铡詹铡栅謤斋展斩榨謤斋斩 (炸斩诈铡謥斋寨 战湛崭謧眨崭謧沾斩榨謤, 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩, 榨咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩) 瞻铡湛寨铡謥站铡债 沾斋铡站崭謤斩榨謤斋 瞻铡斩謤铡眨崭謧沾铡謤炸 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤 乍謮
諗斩斩崭謧诈盏崭謧斩炸 铡斩謥 乍 寨铡謥站崭謧沾 瞻铡沾铡寨铡謤眨展崭站:
6. Basic Bibliography
  • N. Gregory Mankiw. Principles of Economics, 8th Edition, Cengage learning, 2018, USA
  • Campbell R. McConnell; Stanley L. Brue; Sean M. Flynn. Microeconomics: Principles, Problems, & Policies, USA
  • McGraw-Hill Series in Economics, 20th Edition, 2014, USA
  • Robert S. Pindyck; Daniel L. Rubinfeld. Microeconomics, 8th edition. The Pearson Series in Economics, 2012, USA
  • Hal R. Varian. Intermediate Microeconomics: A Modern Approach. 9th edition, W. W. Norton & Company, 2014, USA
  • Stephen D. Williamson. Macroeconomics, 6th Edition. The Pearson Series in Economics, 2017.USA
7. Main sections of the course
1.諊崭謧寨铡: 諍铡瞻铡斩栈铡謤寨 謬 铡占铡栈铡謤寨: 员占铡毡眨铡寨铡斩崭謧诈盏崭謧斩謮
2.諃铡斩謤铡盏斋斩 瞻铡湛站铡债: 諃铡斩謤铡盏斋斩 闸铡謤斋謩斩榨謤, 铡謤湛铡謩斋斩 乍謫榨寨湛斩榨謤謮
3.諄榨占斩铡謤寨崭謧诈盏铡斩 湛斩湛榨战铡眨斋湛崭謧诈盏崭謧斩: 员謤湛铡栅謤崭謧诈盏铡斩 债铡窄战榨謤 謬 榨寨铡沾崭謧湛斩榨謤謮
4.談崭斩崭蘸崭宅斋铡斩榨謤 謬 謪宅斋眨崭蘸崭宅斋铡斩榨謤謮
5.請謤崭辗崭謧沾斩榨謤斋 寨铡盏铡謥崭謧沾炸 崭展 宅斋铡寨铡湛铡謤 湛榨詹榨寨铡湛站崭謧诈盏铡斩 蘸铡謤铡眨铡盏崭謧沾: 諏斋战寨謮
6.越铡詹榨謤斋 湛榨战崭謧诈盏崭謧斩炸 湛斩湛榨战铡眨斋湛崭謧诈盏崭謧斩崭謧沾謮
7.談铡寨謤崭斩湛斩湛榨战铡眨斋湛崭謧诈盏崭謧斩, 铡咋眨铡盏斋斩 榨寨铡沾崭謧湛謮
8.猿崭謤债铡咋謤寨崭謧诈盏崭謧斩, 湛斩湛榨战铡寨铡斩 謥斋寨宅榨謤謮
9.論崭詹, 闸铡斩寨铡盏斋斩 瞻铡沾铡寨铡謤眨 謬 斋斩謫宅盏铡謥斋铡謮
10.談斋栈铡咋眨铡盏斋斩 湛斩湛榨战铡眨斋湛崭謧诈盏崭謧斩: 論铡寨 謬 闸铡謥 湛斩湛榨战崭謧诈盏崭謧斩斩榨謤謮
11.諒斩湛榨战铡寨铡斩 铡粘斋 瞻斋沾斩铡寨铡斩 沾崭栅榨宅斩榨謤炸謮

Other educational modules

Chair code Name of the course Credits
1,2,3 寨斋战铡沾盏铡寨斩榨謤
栅铡战铡窄崭战.諠 2 摘铡沾
2 摘铡沾/辗铡闸.
MANDATORY
1002
1. Purpose of the Course
路諗斩斩铡謤寨榨宅 铡謤瞻榨战湛铡寨铡斩 闸铡斩铡寨铡斩崭謧诈盏铡斩 謬 湛站盏铡宅斩榨謤斋 眨斋湛崭謧诈盏铡斩 崭宅崭謤湛斋 斩崭謤铡謤铡謤崭謧诈盏崭謧斩斩榨謤炸, 栅謤铡斩謥 瞻斋沾謩崭謧沾 炸斩寨铡债 沾崭栅榨宅斩榨謤炸, 寨斋謤铡占站崭詹 铡宅眨崭謤斋诈沾斩榨謤炸 謬 债謤铡眨謤铡盏斋斩 宅崭謧债崭謧沾斩榨謤炸謮
路员謤瞻榨战湛铡寨铡斩 闸铡斩铡寨铡斩崭謧诈盏铡斩 謬 湛站盏铡宅斩榨謤斋 眨斋湛崭謧诈盏铡斩 崭宅崭謤湛崭謧沾 湛榨詹斋 崭謧斩榨謥崭詹 咋铡謤眨铡謥崭謧沾斩榨謤斋 沾铡战斩铡眨斋湛铡寨铡斩 謩斩斩铡謤寨崭謧沾. 諐榨沾斋斩铡謤炸 斩蘸铡湛铡寨 崭謧斩斋 铡蘸铡瞻崭站榨宅 瞻铡謤诈铡寨, 崭謤湛榨詹 崭謧战铡斩崭詹斩榨謤炸 寨铡謤崭詹 榨斩 债铡斩崭诈铡斩铡宅 斋謤榨斩謥 沾铡战斩铡眨斋湛铡寨铡斩 崭宅崭謤湛崭謧沾 湛榨詹斋 崭謧斩榨謥崭詹 站榨謤栈斋斩 咋铡謤眨铡謥崭謧沾斩榨謤斋斩, 斩崭謤铡謤铡謤崭謧诈盏崭謧斩斩榨謤斋斩 謬 瞻榨湛铡咋崭湛崭謧诈盏崭謧斩斩榨謤斋 铡謤栅盏崭謧斩謩斩榨謤斋斩: 员盏斩 瞻斩铡謤铡站崭謤崭謧诈盏崭謧斩 乍 湛铡宅斋战 崭謧战铡斩崭詹斩榨謤斋斩 站榨謤宅崭謧债榨宅 謬 謩斩斩铡謤寨榨宅 眨斋湛铡寨铡斩 瞻崭栅站铡债斩榨謤, 咋榨寨崭謧盏謥斩榨謤 謬 铡盏宅 铡寨湛崭謧铡宅 斩盏崭謧诈榨謤謮
路諐榨沾斋斩铡謤炸 斩铡窄铡湛榨战站铡债 乍 斩铡謬 沾铡眨斋战湛謤崭战铡寨铡斩 诈榨咋榨謤斋 蘸铡湛謤铡战湛沾铡斩 炸斩诈铡謥謩斋 瞻榨湛 寨铡蘸站铡债 瞻铡謤謥榨謤斋 謩斩斩铡謤寨沾铡斩 瞻铡沾铡謤, 崭謤斋 摘铡沾铡斩铡寨 崭謧战铡斩崭詹斩榨謤炸 瞻斩铡謤铡站崭謤崭謧诈盏崭謧斩 寨崭謧斩榨斩铡斩 斩榨謤寨铡盏铡謥斩榨宅崭謧 斋謤榨斩謥 瞻榨湛铡咋崭湛铡寨铡斩 诈榨沾铡斩榨謤炸, 謩斩斩铡謤寨榨宅崭謧 瞻榨湛铡咋崭湛铡寨铡斩 沾榨诈崭栅铡闸铡斩崭謧诈盏崭謧斩斩榨謤炸, 战湛铡斩铡宅 窄崭謤瞻崭謧謤栅铡湛站崭謧诈盏崭謧斩 斋斩展蘸榨战 栅铡战铡窄崭战斩榨謤斋謥, 铡盏斩蘸榨战 乍宅 崭宅崭謤湛斋 瞻謤铡站斋謤盏铡宅 铡占铡栈铡湛铡謤 沾铡战斩铡眨榨湛斩榨謤斋謥謮
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.圆铡謥铡瞻铡盏湛榨宅 謬 毡謬铡寨榨謤蘸榨宅 窄斩栅斋謤斩榨謤炸 湛站盏铡宅斩榨謤斋 眨斋湛崭謧诈盏铡斩 湛榨战铡斩寨盏崭謧斩斋謥:
2.請謧战崭謧沾斩铡战斋謤榨宅 謬 謩斩斩铡栅铡湛铡闸铡謤 眨斩铡瞻铡湛榨宅 铡占寨铡 眨謤铡寨铡斩崭謧诈盏崭謧斩炸, 崭謤炸 瞻铡沾铡蘸铡湛铡战窄铡斩崭謧沾 乍 炸斩湛謤站铡债 窄斩栅謤斋斩:
3.諉榨謤寨铡盏铡謥斩榨宅 斋謤榨斩謥 崭宅崭謤湛斋 瞻斋沾斩铡寨铡斩 湛榨謤沾斋斩斩榨謤斋, 湛榨战崭謧诈盏崭謧斩斩榨謤斋 謬 沾榨诈崭栅斩榨謤斋 斋沾铡謥崭謧诈盏崭謧斩, 斋斩展炸 寨謪眨斩斋 斩謤铡斩謥 瞻铡战寨铡斩铡宅 謬 寨斋謤铡占榨宅 眨斋湛铡寨铡斩 斩盏崭謧诈榨謤斋 铡謤栅盏崭謧斩謩斩榨謤炸謮
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
4.怨站铡謤寨榨宅 铡謤瞻榨战湛铡寨铡斩 闸铡斩铡寨铡斩崭謧诈盏铡斩 謬 湛站盏铡宅铡眨斋湛崭謧诈盏铡斩 斩崭謤铡謤铡謤崭謧诈盏崭謧斩斩榨謤炸謮
5.諒站盏铡宅斩榨謤斋 瞻铡站铡謩铡眨謤沾铡斩 謬 站榨謤宅崭謧债榨宅崭謧 崭謧斩铡寨崭謧诈盏崭謧斩諠 寨斋謤铡占榨宅崭站 瞻铡沾铡蘸铡湛铡战窄铡斩 眨崭謤债斋謩斩榨謤 謬 沾榨诈崭栅斩榨謤:
6.猿斋湛铡寨铡斩 瞻崭栅站铡债斩榨謤斋 謬 咋榨寨崭謧盏謥斩榨謤斋 蘸铡湛謤铡战湛沾铡斩 寨铡謤崭詹崭謧诈盏崭謧斩, 崭謤崭斩謩 瞻铡沾铡蘸铡湛铡战窄铡斩 榨斩 沾斋栈铡咋眨铡盏斋斩 战湛铡斩栅铡謤湛斩榨謤斋斩 謬 蘸謤崭謫榨战斋崭斩铡宅 沾铡寨铡謤栅铡寨斋斩:
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
7.諃铡詹崭謤栅铡寨謥站榨宅 崭宅崭謤湛斋 铡占铡栈铡湛铡謤 沾铡战斩铡眨榨湛斩榨謤斋 瞻榨湛, 斋謤铡寨铡斩铡謥斩榨宅 瞻榨湛铡咋崭湛崭謧诈盏崭謧斩斩榨謤 眨斋湛铡寨铡斩 謬 闸斋咋斩榨战 瞻铡斩謤崭謧诈盏铡斩 瞻铡沾铡謤謮
3. Description
路諗斩斩铡謤寨榨宅 铡謤瞻榨战湛铡寨铡斩 闸铡斩铡寨铡斩崭謧诈盏铡斩 謬 湛站盏铡宅斩榨謤斋 眨斋湛崭謧诈盏铡斩 崭宅崭謤湛斋 斩崭謤铡謤铡謤崭謧诈盏崭謧斩斩榨謤炸, 栅謤铡斩謥 瞻斋沾謩崭謧沾 炸斩寨铡债 沾崭栅榨宅斩榨謤炸, 寨斋謤铡占站崭詹 铡宅眨崭謤斋诈沾斩榨謤炸 謬 债謤铡眨謤铡盏斋斩 宅崭謧债崭謧沾斩榨謤炸謮
路员謤瞻榨战湛铡寨铡斩 闸铡斩铡寨铡斩崭謧诈盏铡斩 謬 湛站盏铡宅斩榨謤斋 眨斋湛崭謧诈盏铡斩 崭宅崭謤湛崭謧沾 湛榨詹斋 崭謧斩榨謥崭詹 咋铡謤眨铡謥崭謧沾斩榨謤斋 沾铡战斩铡眨斋湛铡寨铡斩 謩斩斩铡謤寨崭謧沾. 諐榨沾斋斩铡謤炸 斩蘸铡湛铡寨 崭謧斩斋 铡蘸铡瞻崭站榨宅 瞻铡謤诈铡寨, 崭謤湛榨詹 崭謧战铡斩崭詹斩榨謤炸 寨铡謤崭詹 榨斩 债铡斩崭诈铡斩铡宅 斋謤榨斩謥 沾铡战斩铡眨斋湛铡寨铡斩 崭宅崭謤湛崭謧沾 湛榨詹斋 崭謧斩榨謥崭詹 站榨謤栈斋斩 咋铡謤眨铡謥崭謧沾斩榨謤斋斩, 斩崭謤铡謤铡謤崭謧诈盏崭謧斩斩榨謤斋斩 謬 瞻榨湛铡咋崭湛崭謧诈盏崭謧斩斩榨謤斋 铡謤栅盏崭謧斩謩斩榨謤斋斩: 员盏斩 瞻斩铡謤铡站崭謤崭謧诈盏崭謧斩 乍 湛铡宅斋战 崭謧战铡斩崭詹斩榨謤斋斩 站榨謤宅崭謧债榨宅 謬 謩斩斩铡謤寨榨宅 眨斋湛铡寨铡斩 瞻崭栅站铡债斩榨謤, 咋榨寨崭謧盏謥斩榨謤 謬 铡盏宅 铡寨湛崭謧铡宅 斩盏崭謧诈榨謤謮
路諐榨沾斋斩铡謤炸 斩铡窄铡湛榨战站铡债 乍 斩铡謬 沾铡眨斋战湛謤崭战铡寨铡斩 诈榨咋榨謤斋 蘸铡湛謤铡战湛沾铡斩 炸斩诈铡謥謩斋 瞻榨湛 寨铡蘸站铡债 瞻铡謤謥榨謤斋 謩斩斩铡謤寨沾铡斩 瞻铡沾铡謤, 崭謤斋 摘铡沾铡斩铡寨 崭謧战铡斩崭詹斩榨謤炸 瞻斩铡謤铡站崭謤崭謧诈盏崭謧斩 寨崭謧斩榨斩铡斩 斩榨謤寨铡盏铡謥斩榨宅崭謧 斋謤榨斩謥 瞻榨湛铡咋崭湛铡寨铡斩 诈榨沾铡斩榨謤炸, 謩斩斩铡謤寨榨宅崭謧 瞻榨湛铡咋崭湛铡寨铡斩 沾榨诈崭栅铡闸铡斩崭謧诈盏崭謧斩斩榨謤炸, 战湛铡斩铡宅 窄崭謤瞻崭謧謤栅铡湛站崭謧诈盏崭謧斩 斋斩展蘸榨战 栅铡战铡窄崭战斩榨謤斋謥, 铡盏斩蘸榨战 乍宅 崭宅崭謤湛斋 瞻謤铡站斋謤盏铡宅 铡占铡栈铡湛铡謤 沾铡战斩铡眨榨湛斩榨謤斋謥謮
4. Teaching and Learning Styles and Methods
1.源铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤, 斩铡謬 崭宅崭謤湛斋 瞻謤铡站斋謤盏铡宅 宅铡站铡眨崭謧盏斩 沾铡战斩铡眨榨湛斩榨謤斋 斩榨謤眨謤铡站沾铡沾闸 謮
2.越沾闸铡盏斋斩 斩铡窄铡眨债榨謤斋斋 寨铡湛铡謤崭謧沾謮
3.諃铡斩毡斩铡謤铡謤站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 炸斩诈榨謤謥崭謧沾, 謩斩斩铡謤寨崭謧沾斩榨謤:
4.曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩斩榨謤斋 謥崭謧謥铡栅謤沾铡沾闸 咋榨寨崭謧謥崭謧沾-战榨沾斋斩铡謤斩榨謤斋 瞻铡斩毡斩铡謤铡謤崭謧沾, 斋斩湛榨謤铡寨湛斋站 謩斩斩铡謤寨崭謧沾斩榨謤謮
5.圆铡謥 栅铡战榨謤, 謩斩斩铡謤寨崭謧沾斩榨謤, 斋斩謩斩铡眨斩铡瞻铡湛崭謧沾 謬 謨崭窄铡栅铡謤毡 眨斩铡瞻铡湛崭謧沾, 占榨謫榨謤铡湛/斩铡窄铡眨债榨謤斋 蘸铡湛謤铡战湛崭謧沾謮
6.员栈铡寨謥站崭詹 斋斩謩斩崭謧謤崭謧盏斩 崭謧战崭謧沾, 铡斩瞻铡湛铡寨铡斩 瞻榨湛铡咋崭湛崭謧诈盏铡斩 謬 咋铡謤眨铡謥沾铡斩 铡栈铡寨謥崭謧沾謮
7.越崭謤瞻謤栅铡湛站崭謧诈盏崭謧斩, 斋斩謩斩崭謧謤崭謧盏斩 崭謧战沾铡斩 铡站榨宅斋 炸斩栅宅铡盏斩站铡债, 窄崭謤 站榨謤宅崭謧债崭謧诈盏铡斩 謬 铡栈铡寨謥崭謧诈盏铡斩 瞻斩铡謤铡站崭謤崭謧诈盏铡斩 湛謤铡沾铡栅謤崭謧沾謮
5. Evaluation Methods and Criteria
諐湛崭謧眨铡謤謩铡盏斋斩. 战湛崭謧眨崭謧沾斋謥 20-沾斋铡站崭謤铡斩崭謥 瞻铡沾铡寨铡謤眨崭謧沾 10 謬 铡站榨宅斋 沾斋铡站崭謤 战湛铡謥铡债 崭謧战铡斩崭詹斩榨謤炸 寨瞻铡沾铡謤站榨斩 战湛崭謧眨铡謤謩炸 瞻铡斩毡斩铡债謮
諐湛崭謧眨铡謤謩炸 铡斩謥寨铡謥站崭謧沾 乍 崭謧战铡斩崭詹斋 战榨沾斋斩铡謤斩榨謤斋斩, 謩斩斩铡謤寨崭謧沾斩榨謤斋斩, 眨斋湛铡寨铡斩 咋榨寨崭謧盏謥斩榨謤斋斩 斩榨謤寨铡盏铡謥謤铡债 謬 铡湛榨战湛铡站崭謤沾铡斩 铡謤栅盏崭謧斩謩斩榨謤斋 瞻斋沾铡斩 站謤铡, 斋斩展蘸榨战 斩铡謬 战湛崭謧眨站崭謧沾 榨斩 崭謧战铡斩崭詹斋諠 湛铡謤闸榨謤 瞻铡沾铡寨铡謤眨展铡盏斋斩 謨铡诈榨诈斩榨謤斋 斋沾铡謥崭謧诈盏铡沾闸 湛铡謤铡湛榨战铡寨 窄斩栅斋謤斩榨謤 宅崭謧债榨宅崭謧 瞻沾湛崭謧诈盏崭謧斩斩榨謤炸:
諐湛崭謧眨铡謤謩炸 铡斩謥 乍 寨铡謥站崭謧沾 瞻铡沾铡寨铡謤眨展崭站:
6. Main sections of the course
谅斋湛詹崭战铡诈榨謤诈
諐湛崭謤铡眨謤崭謧诈盏崭謧斩斩榨謤斋 乍栈
諃铡沾铡占崭湛铡眨斋謤
圆崭站铡斩栅铡寨崭謧诈盏崭謧斩
諉榨謤铡债崭謧诈盏崭謧斩
諃斋沾斩铡寨铡斩 沾铡战
缘咋謤铡寨铡謥崭謧诈盏崭謧斩斩榨謤 (謬 铡占铡栈铡謤寨崭謧诈盏崭謧斩斩榨謤)
諘眨湛铡眨崭謤债站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 謥铡斩寨
諃铡站榨宅站铡债斩榨謤
3-謤栅 寨斋战铡沾盏铡寨
90
3 辗铡闸铡诈
MANDATORY
1002
1. Purpose of the Course
談铡战斩铡眨斋湛铡寨铡斩 蘸謤铡寨湛斋寨铡盏斋 斩蘸铡湛铡寨斩 乍諠
路眨崭謤债斩铡寨铡斩 铡辗窄铡湛铡斩謩斩榨謤斋 沾斋栈崭謥崭站 咋铡謤眨铡謥斩榨宅 沾铡战斩铡眨斋湛铡寨铡斩 瞻沾湛崭謧诈盏崭謧斩斩榨謤炸 謬 謨崭謤毡铡占崭謧诈盏崭謧斩炸, 沾铡战斩铡眨斋湛铡寨铡斩 崭宅崭謤湛崭謧沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛榨宅崭謧 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤炸
路战湛铡謥铡债 湛榨战铡寨铡斩 眨斋湛榨宅斋謩斩榨謤炸 寨斋謤铡占榨宅 眨崭謤债斩铡寨铡斩崭謧沾, 斋斩展蘸榨战 斩铡謬 毡榨占謩 闸榨謤榨宅 沾铡战斩铡眨斋湛铡寨铡斩 瞻沾湛崭謧诈盏崭謧斩斩榨謤, 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤 謬 謨崭謤毡铡占崭謧诈盏崭謧斩:
2. Educational Outcomes
铡. 沾铡战斩铡眨斋湛铡寨铡斩 眨斋湛榨宅斋謩 謬 斋沾铡謥崭謧诈盏崭謧斩
1.跃謤铡眨謤崭謧沾 战湛铡謥铡债 眨斋湛榨宅斋謩斩榨謤炸 寨斋謤铡占榨宅 斋謤铡寨铡斩 瞻榨湛铡咋崭湛崭謧诈盏崭謧斩斩榨謤崭謧沾謮
2.諒铡謤闸榨謤 沾铡战斩铡眨斋湛铡寨铡斩 窄斩栅斋謤斩榨謤斋 宅崭謧债沾铡斩 瞻铡沾铡謤 眨崭謤债斩铡寨铡斩崭謧沾 寨斋謤铡占榨宅 崭謧战崭謧沾斩铡占崭謧诈盏铡斩 炸斩诈铡謥謩崭謧沾 战湛铡謥铡债 眨斋湛榨宅斋謩斩榨謤炸謮
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
3.曰謤铡寨铡斩 窄斩栅斋謤斩榨謤 宅崭謧债榨宅斋战 粘斋辗湛 寨铡咋沾铡寨榨謤蘸榨宅 瞻榨湛铡咋崭湛铡寨铡斩 铡辗窄铡湛铡斩謩斋 謬 摘铡沾铡斩铡寨斋 闸铡辗窄崭謧沾炸謮
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
4.圆斋咋斩榨战 沾斋栈铡站铡盏謤崭謧沾 铡辗窄铡湛榨宅崭謧 謨崭謤毡铡占崭謧诈盏崭謧斩謮
5.曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛榨宅 铡辗窄铡湛铡站铡盏謤崭謧沾謮
6.钥铡湛铡謤榨宅 站榨謤铡栅铡战斋 寨崭詹沾斋謥 瞻铡斩毡斩铡謤铡謤站铡债 铡占铡栈铡栅謤铡斩謩斩榨謤炸諠 铡斩沾斋栈铡寨铡斩崭謤榨斩 瞻铡辗站榨湛崭謧 宅斋斩榨宅崭站 斩謤铡斩 謬 斋謤 蘸謤铡寨湛斋寨铡盏斋 詹榨寨铡站铡謤斋斩:
3. Description
談铡战斩铡眨斋湛铡寨铡斩 蘸謤铡寨湛斋寨铡盏斋 斩蘸铡湛铡寨斩 乍諠
路眨崭謤债斩铡寨铡斩 铡辗窄铡湛铡斩謩斩榨謤斋 沾斋栈崭謥崭站 咋铡謤眨铡謥斩榨宅 沾铡战斩铡眨斋湛铡寨铡斩 瞻沾湛崭謧诈盏崭謧斩斩榨謤炸 謬 謨崭謤毡铡占崭謧诈盏崭謧斩炸, 沾铡战斩铡眨斋湛铡寨铡斩 崭宅崭謤湛崭謧沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛榨宅崭謧 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤炸
路战湛铡謥铡债 湛榨战铡寨铡斩 眨斋湛榨宅斋謩斩榨謤炸 寨斋謤铡占榨宅 眨崭謤债斩铡寨铡斩崭謧沾, 斋斩展蘸榨战 斩铡謬 毡榨占謩 闸榨謤榨宅 沾铡战斩铡眨斋湛铡寨铡斩 瞻沾湛崭謧诈盏崭謧斩斩榨謤, 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤 謬 謨崭謤毡铡占崭謧诈盏崭謧斩:
4. Teaching and Learning Styles and Methods
1.员盏謥榨宅崭謧诈盏崭謧斩 寨铡咋沾铡寨榨謤蘸崭謧诈盏崭謧斩, 崭謤湛榨詹 斩铡窄铡湛榨战站铡债 乍 沾铡战斩铡眨斋湛铡寨铡斩 蘸謤铡寨湛斋寨铡斩, 炸战湛 斩铡窄斩铡寨铡斩 蘸铡盏沾铡斩铡站崭謤站铡债崭謧诈盏崭謧斩斩榨謤斋謮
2.談铡战斩铡眨斋湛铡寨铡斩 蘸宅铡斩斋 寨铡咋沾铡寨榨謤蘸崭謧沾謮
3.諘謤铡眨謤斋, 闸斩崭謧诈铡眨謤斋 宅謤铡謥崭謧沾謮
4.曰謤 沾铡战斩铡眨斋湛崭謧诈盏铡沾闸 铡辗窄铡湛崭詹 崭謧战铡斩崭詹炸 寨铡謤崭詹 乍 沾铡战斩铡眨斋湛铡寨铡斩 蘸謤铡寨湛斋寨铡斩 铡斩謥斩榨宅 铡辗窄铡湛铡站铡盏謤崭謧沾諠 斩榨謤寨铡盏铡謥斩榨宅崭站 瞻铡沾铡蘸铡湛铡战窄铡斩 湛榨詹榨寨铡斩謩謮
5.諐湛崭謧眨铡謤謩斋 铡斩謥寨铡謥崭謧沾, 沾铡战斩铡眨斋湛铡寨铡斩 蘸謤铡寨湛斋寨铡盏斋 铡沾謨崭謨崭謧沾謮
5. Evaluation Methods and Criteria
諍謤铡寨湛斋寨铡斩 眨斩铡瞻铡湛站崭謧沾 乍 战湛崭謧眨铡謤謩斋 毡謬崭站:
諍謤铡寨湛斋寨铡斩 栅謤铡寨铡斩 (战湛崭謧眨站铡债) 乍 眨斩铡瞻铡湛站崭謧沾 铡盏斩 栅榨蘸謩崭謧沾, 榨诈榨 崭謧战铡斩崭詹炸 沾铡战斩铡寨謥榨宅 乍 蘸謤铡寨湛斋寨铡盏斋斩, 寨铡湛铡謤榨宅 债謤铡眨謤崭站 斩铡窄铡湛榨战站铡债 铡占铡栈铡栅謤铡斩謩斩榨謤炸, 战铡瞻沾铡斩站铡债 摘铡沾寨榨湛崭謧沾 斩榨謤寨铡盏铡謥謤榨宅 蘸謤铡寨湛斋寨铡盏斋 辗铡闸铡诈铡寨铡斩 謬 站榨謤栈斩铡寨铡斩 瞻铡辗站榨湛站崭謧诈盏崭謧斩斩榨謤炸 謬 铡謤摘铡斩铡謥榨宅 栅謤铡斩謥 站榨謤铡闸榨謤盏铡宅 詹榨寨铡站铡謤斋 栅謤铡寨铡斩 眨斩铡瞻铡湛铡寨铡斩斋斩:
6. Basic Bibliography
  • 钥铡咋沾铡寨榨謤蘸崭謧诈盏崭謧斩斩榨謤斋 謥铡斩寨.
  • 諃諃 寨铡占铡站铡謤崭謧诈盏崭謧斩, 諃諃 斩铡窄铡謤铡謤崭謧诈盏崭謧斩斩榨謤 謬 蘸榨湛铡寨铡斩 铡盏宅 眨榨謤铡湛榨战展崭謧诈盏崭謧斩斩榨謤, 諃諃 钥榨斩湛謤崭斩铡寨铡斩 闸铡斩寨, 諃諃 闸铡斩寨榨謤, 諃諃 铡蘸铡瞻崭站铡眨謤铡寨铡斩 炸斩寨榨謤崭謧诈盏崭謧斩斩榨謤, 諃諃 站铡謤寨铡盏斋斩 寨铡咋沾铡寨榨謤蘸崭謧诈盏崭謧斩斩榨謤, 諃諃 斩榨謤栅謤崭謧沾铡盏斋斩 寨铡咋沾铡寨榨謤蘸崭謧诈盏崭謧斩斩榨謤 謬 寨榨斩战铡诈崭辗铡寨铡盏斋斩 瞻斋沾斩铡栅謤铡沾斩榨謤, 談斋栈铡咋眨铡盏斋斩 寨崭崭謤蘸崭謤铡謥斋铡斩榨謤斋 諃諃 斩榨謤寨铡盏铡謥崭謧謥展崭謧诈盏崭謧斩斩榨謤, 談斋栈铡咋眨铡盏斋斩 铡盏宅 寨铡占崭謧盏謥斩榨謤, Picsart, SmartClickAI, WorldQuant, Krisp, Plat.ai, Service Titan, WebbFontaine, PMI Science, Cognaize, Synopsys Armenia, NVIDIA, DataMotus, Sololearn, DataArt, 员謤湛铡栅謤铡寨铡斩 崭宅崭謤湛斋 寨铡咋沾铡寨榨謤蘸崭謧诈盏崭謧斩斩榨謤, VivaCell-MTS, 芦员謤沾榨斩斋铡 諒榨宅榨謫崭斩 钥崭沾蘸铡斩斋禄 論圆愿 (芦员謤沾榨斩諒榨宅禄), 芦諈崭謧謩崭沾禄 諐諍愿 (Ucom), 芦諎曰苑諉諐曰-员约諙员禄 論圆愿 (Rostelecom)謮
7. Main sections of the course
諍謤铡寨湛斋寨铡斩 斋謤铡寨铡斩铡謥站崭謧沾 乍 瞻榨湛謬盏铡宅 战寨咋闸崭謧斩謩斩榨謤崭站.
諍謤铡寨湛斋寨铡斩 战寨战榨宅崭謧 铡占铡栈斋斩 謪謤站铡斩斋謥 瞻斋沾斩铡謤寨崭謧诈盏铡斩 寨崭詹沾斋謥 斩辗铡斩铡寨站铡债 詹榨寨铡站铡謤炸 蘸謤铡寨湛斋寨铡斩湛斋 瞻榨湛 沾斋铡战斋斩 寨铡咋沾崭謧沾 乍 铡辗窄铡湛铡斩謩铡盏斋斩 謪謤铡謥崭謧謥铡盏斋斩 蘸宅铡斩 謬, 榨宅斩榨宅崭站 斩蘸铡湛铡寨铡瞻铡謤沾铡謤崭謧诈盏崭謧斩斋謥, 崭謤崭辗崭謧沾, 诈榨 瞻斋沾斩铡謤寨崭謧诈盏铡斩 崭謤 战湛崭謤铡闸铡摘铡斩崭謧沾斩榨謤崭謧沾 蘸榨湛謩 乍 寨铡咋沾铡寨榨謤蘸站斋 蘸謤铡寨湛斋寨铡斩:
諍謤铡寨湛斋寨铡盏斋 炸斩诈铡謥謩崭謧沾 蘸謤铡寨湛斋寨铡斩湛炸 盏崭謧謤铡謩铡斩展盏崭謧謤 铡辗窄铡湛铡斩謩铡盏斋斩 辗铡闸铡诈站铡 站榨謤栈崭謧沾 缘諍諃 e-learning 瞻铡沾铡寨铡謤眨斋 瞻铡沾铡蘸铡湛铡战窄铡斩 乍栈崭謧沾 站榨謤闸榨占斩崭謧沾 乍 湛站盏铡 辗铡闸铡诈站铡 炸斩诈铡謥謩崭謧沾 寨铡湛铡謤站铡债 铡辗窄铡湛铡斩謩斩榨謤斋 站榨謤铡闸榨謤盏铡宅 眨謤铡站崭謤 瞻铡辗站榨湛站崭謧诈盏崭謧斩, 崭謤炸 缘諍諃 瞻铡沾铡蘸铡湛铡战窄铡斩 铡沾闸斋崭斩斋謥 斩辗铡斩铡寨站铡债 詹榨寨铡站铡謤炸 战湛崭謧眨崭謧沾, 眨斩铡瞻铡湛崭謧沾 (芦闸铡站铡謤铡謤禄 寨铡沾諠 芦铡斩闸铡站铡謤铡謤禄) 謬 瞻铡战湛铡湛崭謧沾 乍 斋謤 战湛崭謤铡眨謤崭謧诈盏铡沾闸 謬 铡斩瞻謤铡摘榨辗湛崭謧诈盏铡斩 栅榨蘸謩崭謧沾 眨謤铡站崭謤 斩辗崭謧沾斩榨謤 (栅斋湛崭詹崭謧诈盏崭謧斩斩榨謤 謬 铡占铡栈铡謤寨崭謧诈盏崭謧斩斩榨謤) 乍 寨铡湛铡謤崭謧沾 謪謤铡眨謤崭謧沾:
談铡战斩铡眨斋湛铡寨铡斩 蘸謤铡寨湛斋寨铡斩 展铡斩謥铡债 崭謧战铡斩崭詹炸 瞻榨占铡謥站崭謧沾 乍 缘諍諃-斋謥:
钥铡咋沾铡寨榨謤蘸崭謧诈盏崭謧斩斩榨謤斋 謥铡斩寨.
諃諃 寨铡占铡站铡謤崭謧诈盏崭謧斩, 諃諃 斩铡窄铡謤铡謤崭謧诈盏崭謧斩斩榨謤 謬 蘸榨湛铡寨铡斩 铡盏宅 眨榨謤铡湛榨战展崭謧诈盏崭謧斩斩榨謤, 諃諃 钥榨斩湛謤崭斩铡寨铡斩 闸铡斩寨, 諃諃 闸铡斩寨榨謤, 諃諃 铡蘸铡瞻崭站铡眨謤铡寨铡斩 炸斩寨榨謤崭謧诈盏崭謧斩斩榨謤, 諃諃 站铡謤寨铡盏斋斩 寨铡咋沾铡寨榨謤蘸崭謧诈盏崭謧斩斩榨謤, 諃諃 斩榨謤栅謤崭謧沾铡盏斋斩 寨铡咋沾铡寨榨謤蘸崭謧诈盏崭謧斩斩榨謤 謬 寨榨斩战铡诈崭辗铡寨铡盏斋斩 瞻斋沾斩铡栅謤铡沾斩榨謤, 談斋栈铡咋眨铡盏斋斩 寨崭崭謤蘸崭謤铡謥斋铡斩榨謤斋 諃諃 斩榨謤寨铡盏铡謥崭謧謥展崭謧诈盏崭謧斩斩榨謤, 談斋栈铡咋眨铡盏斋斩 铡盏宅 寨铡占崭謧盏謥斩榨謤, Picsart, SmartClickAI, WorldQuant, Krisp, Plat.ai, Service Titan, WebbFontaine, PMI Science, Cognaize, Synopsys Armenia, NVIDIA, DataMotus, Sololearn, DataArt, 员謤湛铡栅謤铡寨铡斩 崭宅崭謤湛斋 寨铡咋沾铡寨榨謤蘸崭謧诈盏崭謧斩斩榨謤, VivaCell-MTS, 芦员謤沾榨斩斋铡 諒榨宅榨謫崭斩 钥崭沾蘸铡斩斋禄 論圆愿 (芦员謤沾榨斩諒榨宅禄), 芦諈崭謧謩崭沾禄 諐諍愿 (Ucom), 芦諎曰苑諉諐曰-员约諙员禄 論圆愿 (Rostelecom)謮
3-謤栅 寨斋战铡沾盏铡寨
曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩斋 摘铡沾铡謩铡斩铡寨炸諠 540 摘铡沾
MANDATORY
1002
1. Purpose of the Course
談铡眨斋战湛謤崭战铡寨铡斩 诈榨咋斩 斋斩謩斩崭謧謤崭謧盏斩 瞻榨湛铡咋崭湛铡寨铡斩, 站榨謤宅崭謧债铡寨铡斩 謬/寨铡沾 寨斋謤铡占铡寨铡斩 斩辗铡斩铡寨崭謧诈盏铡斩 铡辗窄铡湛铡斩謩 乍, 崭謤炸 斩蘸铡战湛崭謧沾 乍 請謤铡寨铡站崭謤崭謧沾斩榨謤斋 铡咋眨铡盏斋斩 辗謤栈铡斩铡寨斋 瞻铡沾铡蘸铡湛铡战窄铡斩 沾铡寨铡謤栅铡寨斋, 斋斩展蘸榨战 斩铡謬 寨謤诈铡寨铡斩 湛站盏铡宅 债謤铡眨謤崭站 斩铡窄铡湛榨战站铡债 寨謤诈铡寨铡斩 站榨謤栈斩铡謤栅盏崭謧斩謩斩榨謤斋 毡榨占謩闸榨謤沾铡斩炸謮
员盏斩 铡謤湛铡謥崭宅崭謧沾 乍 湛站盏铡宅 沾铡战斩铡眨斋湛铡寨铡斩 崭宅崭謤湛崭謧沾 崭謧战铡斩崭詹斋 毡榨占謩 闸榨謤铡债 眨斋湛榨宅斋謩斩榨謤炸 寨斋謤铡占榨宅崭謧 謬 斋斩謩斩崭謧謤崭謧盏斩 崭謧战崭謧沾斩铡战斋謤崭謧诈盏崭謧斩 寨铡湛铡謤榨宅崭謧 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤炸, 斋斩展蘸榨战 斩铡謬 眨斋湛铡寨铡斩 窄斩栅斋謤斩榨謤 闸铡謤毡謤铡謥斩榨宅崭謧, 斩崭謤 宅崭謧债崭謧沾斩榨謤 铡占铡栈铡栅謤榨宅崭謧 瞻沾湛崭謧诈盏崭謧斩斩榨謤炸謮
諍铡辗湛蘸铡斩崭謧诈盏铡斩 炸斩诈铡謥謩崭謧沾 崭謧战铡斩崭詹斩榨謤炸 蘸榨湛謩 乍 崭謧斩铡寨 宅斋斩榨斩 斩榨謤寨铡盏铡謥斩榨宅崭謧 沾铡眨斋战湛謤崭战铡寨铡斩 诈榨沾铡盏斋 眨斋湛铡眨崭謤债斩铡寨铡斩 铡占崭謧沾斩榨謤炸:
談铡眨斋战湛謤崭战铡寨铡斩 诈榨咋斋 瞻謤铡蘸铡謤铡寨铡盏斋斩 蘸铡辗湛蘸铡斩崭謧诈盏崭謧斩炸 沾铡眨斋战湛謤崭战斋 寨謤诈铡寨铡斩 债謤铡眨謤斋 铡站铡謤湛铡寨铡斩 蘸铡瞻铡斩栈斩榨謤斋謥 乍謮
2. Educational Outcomes
闸. 眨崭謤债斩铡寨铡斩 沾铡战斩铡眨斋湛铡寨铡斩 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
1.諐崭站崭謤榨宅 斋謤铡寨铡斩铡謥斩榨宅 瞻榨湛铡咋崭湛崭謧诈盏崭謧斩謮
2.諄謬铡寨榨謤蘸榨宅 寨斋謤铡占铡寨铡斩 窄斩栅斋謤斩榨謤 謬 瞻铡站铡謩铡眨謤榨宅 斋謤铡寨铡斩 湛站盏铡宅斩榨謤謮
3.钥铡湛铡謤榨宅 站榨謤宅崭謧债崭謧诈盏崭謧斩斩榨謤 謬 寨斋謤铡占榨宅 湛铡謤铡湛榨战铡寨 沾榨诈崭栅斩榨謤 湛站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩 瞻铡沾铡謤謮
4.諉榨謤寨铡盏铡謥斩榨宅 瞻榨湛铡咋崭湛崭謧诈盏崭謧斩斩榨謤斋 铡謤栅盏崭謧斩謩斩榨謤謮
眨. 炸斩栅瞻铡斩謤铡寨铡斩/謨崭窄铡斩謥榨宅斋 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤
5.諔崭謧謥铡闸榨謤榨宅, 沾铡战斩铡眨斋湛铡寨铡斩 瞻铡斩謤崭謧诈盏铡斩 瞻榨湛 闸铡斩铡站崭謤 謬 眨謤铡站崭謤 瞻铡詹崭謤栅铡寨謥站榨宅崭謧 寨铡謤崭詹崭謧诈盏崭謧斩謮
6.諍铡湛謤铡战湛榨宅 蘸謤榨咋榨斩湛铡謥斋铡, 咋榨寨崭謧謥崭謧沾斩榨謤, 斩榨謤寨铡盏铡謥斩榨宅 瞻榨湛铡咋崭湛崭謧诈盏崭謧斩斩榨謤斋 铡謤栅盏崭謧斩謩斩榨謤炸 謬 崭謧斩铡寨 宅斋斩榨宅 蘸铡辗湛蘸铡斩榨宅 斋謤 寨崭詹沾斋謥 战湛铡謥站铡债 眨斋湛铡寨铡斩 铡謤栅盏崭謧斩謩斩榨謤炸謮
3. Description
談铡眨斋战湛謤崭战铡寨铡斩 诈榨咋斩 斋斩謩斩崭謧謤崭謧盏斩 瞻榨湛铡咋崭湛铡寨铡斩, 站榨謤宅崭謧债铡寨铡斩 謬/寨铡沾 寨斋謤铡占铡寨铡斩 斩辗铡斩铡寨崭謧诈盏铡斩 铡辗窄铡湛铡斩謩 乍, 崭謤炸 斩蘸铡战湛崭謧沾 乍 請謤铡寨铡站崭謤崭謧沾斩榨謤斋 铡咋眨铡盏斋斩 辗謤栈铡斩铡寨斋 瞻铡沾铡蘸铡湛铡战窄铡斩 沾铡寨铡謤栅铡寨斋, 斋斩展蘸榨战 斩铡謬 寨謤诈铡寨铡斩 湛站盏铡宅 债謤铡眨謤崭站 斩铡窄铡湛榨战站铡债 寨謤诈铡寨铡斩 站榨謤栈斩铡謤栅盏崭謧斩謩斩榨謤斋 毡榨占謩闸榨謤沾铡斩炸謮
员盏斩 铡謤湛铡謥崭宅崭謧沾 乍 湛站盏铡宅 沾铡战斩铡眨斋湛铡寨铡斩 崭宅崭謤湛崭謧沾 崭謧战铡斩崭詹斋 毡榨占謩 闸榨謤铡债 眨斋湛榨宅斋謩斩榨謤炸 寨斋謤铡占榨宅崭謧 謬 斋斩謩斩崭謧謤崭謧盏斩 崭謧战崭謧沾斩铡战斋謤崭謧诈盏崭謧斩 寨铡湛铡謤榨宅崭謧 寨铡謤崭詹崭謧诈盏崭謧斩斩榨謤炸, 斋斩展蘸榨战 斩铡謬 眨斋湛铡寨铡斩 窄斩栅斋謤斩榨謤 闸铡謤毡謤铡謥斩榨宅崭謧, 斩崭謤 宅崭謧债崭謧沾斩榨謤 铡占铡栈铡栅謤榨宅崭謧 瞻沾湛崭謧诈盏崭謧斩斩榨謤炸謮
諍铡辗湛蘸铡斩崭謧诈盏铡斩 炸斩诈铡謥謩崭謧沾 崭謧战铡斩崭詹斩榨謤炸 蘸榨湛謩 乍 崭謧斩铡寨 宅斋斩榨斩 斩榨謤寨铡盏铡謥斩榨宅崭謧 沾铡眨斋战湛謤崭战铡寨铡斩 诈榨沾铡盏斋 眨斋湛铡眨崭謤债斩铡寨铡斩 铡占崭謧沾斩榨謤炸:
談铡眨斋战湛謤崭战铡寨铡斩 诈榨咋斋 瞻謤铡蘸铡謤铡寨铡盏斋斩 蘸铡辗湛蘸铡斩崭謧诈盏崭謧斩炸 沾铡眨斋战湛謤崭战斋 寨謤诈铡寨铡斩 债謤铡眨謤斋 铡站铡謤湛铡寨铡斩 蘸铡瞻铡斩栈斩榨謤斋謥 乍謮
4. Evaluation Methods and Criteria
談铡眨斋战湛謤崭战铡寨铡斩 诈榨咋斋 眨斩铡瞻铡湛崭謧沾斩 斋謤铡寨铡斩铡謥站崭謧沾 乍 20-沾斋铡站崭謤铡斩崭謥
战铡斩栅詹铡寨崭站諠 瞻铡沾铡毡铡盏斩 战铡瞻沾铡斩站铡债 展铡謨铡斩斋辗斩榨謤斋 謬 栅謤铡斩謥 瞻铡沾铡蘸铡湛铡战窄铡斩
展铡謨崭謤崭辗斋展斩榨謤斋謮
請謧战铡斩崭詹斋 铡謤栅盏崭謧斩铡謤铡謤 沾斋铡站崭謤炸 铡沾謨崭謨斋展 铡湛榨战湛铡站崭謤沾铡斩 瞻铡斩毡斩铡摘崭詹崭站斋 铡斩栅铡沾斩榨謤斋 斩辗铡斩铡寨铡债 铡謤栅盏崭謧斩铡謤铡謤 沾斋铡站崭謤斩榨謤斋 沾斋栈斋斩斩 乍謮
請謧战铡斩崭詹斋 沾铡眨斋战湛謤崭战铡寨铡斩 诈榨咋炸 眨斩铡瞻铡湛崭謧沾 榨斩 铡沾謨崭謨斋展 铡湛榨战湛铡站崭謤沾铡斩 瞻铡斩毡斩铡摘崭詹崭站斋 沾斋铡盏斩 铡盏斩 铡斩栅铡沾斩榨謤炸, 崭站謩榨謤 斩榨謤寨铡 榨斩 榨詹榨宅 湛站盏铡宅 崭謧战铡斩崭詹斋 蘸铡辗湛蘸铡斩崭謧诈盏铡斩 铡沾闸崭詹栈 炸斩诈铡謥謩崭謧沾謮
员沾謨崭謨斋展 铡湛榨战湛铡站崭謤沾铡斩 瞻铡斩毡斩铡摘崭詹崭站斋 眨斩铡瞻铡湛沾铡斩 铡謤栅盏崭謧斩謩斩榨謤炸 瞻謤铡蘸铡謤铡寨站崭謧沾 榨斩 铡沾謨崭謨崭謧沾斋謥 铡斩沾斋栈铡蘸榨战 瞻榨湛崭諠 崭謧战铡斩崭詹斩榨謤斋 斩榨謤寨铡盏崭謧诈盏铡沾闸謮
5. Main sections of the course
1.谅斋湛詹崭战铡诈榨謤诈
2.諐湛崭謤铡眨謤崭謧诈盏崭謧斩斩榨謤斋 乍栈
3.諃铡沾铡占崭湛铡眨斋謤
4.圆崭站铡斩栅铡寨崭謧诈盏崭謧斩
5.諉榨謤铡债崭謧诈盏崭謧斩
6.諃斋沾斩铡寨铡斩 沾铡战
7.缘咋謤铡寨铡謥崭謧诈盏崭謧斩斩榨謤 (謬 铡占铡栈铡謤寨崭謧诈盏崭謧斩斩榨謤)
8.諘眨湛铡眨崭謤债站铡债 眨謤铡寨铡斩崭謧诈盏铡斩 謥铡斩寨
9.諃铡站榨宅站铡债斩榨謤
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