91视频

Applied Statistics and Data Science

Master's programme

Educational plan

Educational level (Bachelor/Master):
Master
Programme title and code of specialty:
056201.04.7 - 諑斋粘铡寨铡眨謤崭謧诈盏崭謧斩
Specialization:
056201.04.7 - 钥斋謤铡占铡寨铡斩 站斋粘铡寨铡眨謤崭謧诈盏崭謧斩 謬 湛站盏铡宅斩榨謤斋 眨斋湛崭謧诈盏崭謧斩
Qualification awarded:
諑斋粘铡寨铡眨謤崭謧诈盏铡斩 沾铡眨斋战湛謤崭战
Programme start academic year:
2026/2027
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
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
MANDATORY
0105/谈02
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 Python 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斩,
路 战崭站崭謤榨謥斩榨宅 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, 謪闸盏榨寨湛斩榨謤斋, 謫铡盏宅榨謤斋 瞻榨湛,
路 咋铡謤眨铡謥斩榨宅 瞻沾湛崭謧诈盏崭謧斩斩榨謤, 崭謤崭斩謩 诈崭謧盏宅 寨湛铡斩 崭謧战铡斩崭詹斩榨謤斋斩 崭展 湛謤斋站斋铡宅 窄斩栅斋謤斩榨謤斋 宅崭謧债崭謧沾炸 斩铡窄铡眨债榨宅 Python-斋 沾斋栈崭謥崭站,
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 謪眨湛铡眨崭謤债榨宅 謪闸盏榨寨湛 寨崭詹沾斩崭謤崭辗站铡债 债謤铡眨謤铡站崭謤沾铡斩 瞻斋沾崭謧斩謩斩榨謤炸謮
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. 斩榨謤寨铡盏铡謥斩榨宅 Python 宅榨咋站斋 寨铡占崭謧謥站铡债謩炸, 瞻斋沾斩铡寨铡斩 謩榨謤铡寨铡斩崭謧诈盏崭謧斩炸, 謨崭謨崭窄铡寨铡斩斩榨謤斋 湛斋蘸榨謤炸,
2. 謪眨湛铡眨崭謤债榨宅 謪闸盏榨寨湛 寨崭詹沾斩崭謤崭辗站铡债 债謤铡眨謤铡站崭謤沾铡斩 瞻斋沾崭謧斩謩斩榨謤炸,
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. 眨謤榨宅 瞻铡沾铡寨铡謤眨展铡盏斋斩 债謤铡眨謤榨謤諠 謪眨湛铡眨崭謤债榨宅崭站 Python 债謤铡眨謤铡站崭謤沾铡斩 宅榨咋崭謧斩,
4. 寨斋謤铡占榨宅 湛铡謤铡湛榨战铡寨 铡宅眨崭謤斋诈沾斩榨謤 謪眨湛铡眨崭謤债榨宅崭站 Python 债謤铡眨謤铡站崭謤沾铡斩 宅榨咋崭謧斩,
5. 謪眨湛铡眨崭謤债榨宅 Numpy 謨铡诈榨诈炸 瞻铡辗站铡謤寨斩榨謤崭謧沾:
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 Python 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斩,
路 战崭站崭謤榨謥斩榨宅 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, 謪闸盏榨寨湛斩榨謤斋, 謫铡盏宅榨謤斋 瞻榨湛,
路 咋铡謤眨铡謥斩榨宅 瞻沾湛崭謧诈盏崭謧斩斩榨謤, 崭謤崭斩謩 诈崭謧盏宅 寨湛铡斩 崭謧战铡斩崭詹斩榨謤斋斩 崭展 湛謤斋站斋铡宅 窄斩栅斋謤斩榨謤斋 宅崭謧债崭謧沾炸 斩铡窄铡眨债榨宅 Python-斋 沾斋栈崭謥崭站,
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 謪眨湛铡眨崭謤债榨宅 謪闸盏榨寨湛 寨崭詹沾斩崭謤崭辗站铡债 债謤铡眨謤铡站崭謤沾铡斩 瞻斋沾崭謧斩謩斩榨謤炸謮
4. Teaching and Learning Styles and Methods
1. 諉榨謤寨铡盏铡謥崭謧沾斩榨謤 - Power point 斩盏崭謧诈榨謤崭站:
2. 猿崭謤债斩铡寨铡斩 铡辗窄铡湛铡斩謩斩榨謤 - 瞻铡沾铡寨铡謤眨展铡盏斋斩 宅战铡謤铡斩斩榨謤崭謧沾:
5. Evaluation Methods and Criteria
諐湛崭謧眨铡謤謩斩 铡斩謥寨铡謥站崭謧沾 乍 眨謤铡站崭謤, 瞻铡沾铡寨铡謤眨展斋 沾斋栈崭謥崭站, 瞻铡謤謥铡湛崭沾战榨謤崭站諠 20 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: 諐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:
6. Basic Bibliography
  • Luciano Ramalho, Fluent Python: Clear, Concise, and Effective Programming, 2nd Edition, O'Reilly Media, 2022.
  • Eric Matthes, Python Crash Course, 3rd Edition, No Starch Press, 2022.
  • Wes McKinney, Python for Data Analysis, 3rd Edition, O'Reilly Media, 2022.
  • Brett Slatkin, Effective Python: 90 Specific Ways to Write Better Python, 2nd Edition, Addison-Wesley, 2019.
  • Wesley J. Chun, Core Python Programming, 2nd Edition, Prentice Hall, 2009.
7. Main sections of the course
路 Python 宅榨咋站斋 斩榨謤铡债崭謧诈盏崭謧斩
路 諒站盏铡宅斩榨謤斋 湛斋蘸榨謤 謬 寨铡占崭謧謥站铡债謩斩榨謤
路 諍铡盏沾铡斩铡寨铡斩 謪蘸榨謤铡湛崭謤斩榨謤 謬 謥斋寨宅榨謤
路 諙铡盏宅榨謤斋 謬 沾崭栅崭謧宅斩榨謤斋 瞻榨湛 铡辗窄铡湛铡斩謩
路 諙崭謧斩寨謥斋铡斩榨謤
路 曰湛榨謤铡湛崭謤斩榨謤, 眨榨斩榨謤铡湛崭謤斩榨謤, 栅榨寨崭謤铡湛崭謤斩榨謤
路 諐窄铡宅斩榨謤斋 謬 闸铡謥铡占崭謧诈盏崭謧斩斩榨謤斋 寨铡占铡站铡謤崭謧沾
路 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
1-斋斩 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
MANDATORY
0105/谈01
1. Purpose of the Course
鈼 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 蘸铡瞻蘸铡斩沾铡斩 謬 寨铡占铡站铡謤沾铡斩 瞻铡沾铡寨铡謤眨榨謤斋 瞻榨湛,
鈼 崭謧战铡斩崭詹斩榨謤斋斩 崭謧斩铡寨 栅铡謤毡斩榨宅 斩铡窄铡眨债榨宅崭謧 謬 寨铡占崭謧謥榨宅崭謧 湛站盏铡宅斩榨謤斋 闸铡咋铡斩榨謤諠 謪眨湛铡眨崭謤债榨宅崭站 铡謤栅斋铡寨铡斩 湛榨窄斩崭宅崭眨斋铡斩榨謤炸,
鈼 债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 SQL-宅榨咋站斋 崭謧 DBMS 謨铡诈榨诈斩榨謤斋 瞻榨湛謮
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. 斩寨铡謤铡眨謤榨宅 謫斋咋斋寨铡寨铡斩 謬 湛謤铡沾铡闸铡斩铡寨铡斩 闸铡咋铡斩榨謤斋 斩铡窄铡眨债沾铡斩 崭謧 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 眨崭謤债炸斩诈铡謥斩榨謤炸,
2. 謪眨湛铡眨崭謤债榨宅 DBMS (諒圆钥諃) 瞻斋沾斩铡謤铡謤 瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤炸,
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. 斩铡窄铡眨债榨宅 湛站盏铡宅斩榨謤斋 闸铡咋铡斩榨謤,
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. 寨铡湛铡謤榨宅 瞻铡謤謥崭謧沾斩榨謤 謬 站榨謤宅崭謧债崭謧诈盏崭謧斩斩榨謤諠 謪眨湛铡眨崭謤债榨宅崭站 SQL-宅榨咋站斋 瞻斩铡謤铡站崭謤崭謧诈盏崭謧斩斩榨謤炸謮
3. Description
鈼 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 蘸铡瞻蘸铡斩沾铡斩 謬 寨铡占铡站铡謤沾铡斩 瞻铡沾铡寨铡謤眨榨謤斋 瞻榨湛,
鈼 崭謧战铡斩崭詹斩榨謤斋斩 崭謧斩铡寨 栅铡謤毡斩榨宅 斩铡窄铡眨债榨宅崭謧 謬 寨铡占崭謧謥榨宅崭謧 湛站盏铡宅斩榨謤斋 闸铡咋铡斩榨謤諠 謪眨湛铡眨崭謤债榨宅崭站 铡謤栅斋铡寨铡斩 湛榨窄斩崭宅崭眨斋铡斩榨謤炸,
鈼 债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 SQL-宅榨咋站斋 崭謧 DBMS 謨铡诈榨诈斩榨謤斋 瞻榨湛謮
4. Teaching and Learning Styles and Methods
1. 栅铡战铡窄崭战崭謧诈盏崭謧斩,
2. 蘸謤铡寨湛斋寨 铡辗窄铡湛铡斩謩斩榨謤諠 謪眨湛铡眨崭謤债榨宅崭站 瞻铡沾铡寨铡謤眨展铡盏斋斩 债謤铡眨謤榨謤,
3. 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩 瞻铡沾铡寨铡謤眨展铡盏斋斩 债謤铡眨謤榨謤崭站 謬 眨謤铡寨铡斩崭謧诈盏铡斩 瞻榨湛謮
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 6 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 (30%):
2. 曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩諠 6 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 (30%):
3. 缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩諠 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 (40%)謮
6. Basic Bibliography
  • Database system concepts. Silberschatz, Abraham, Henry F. Korth, and S Sudarshan. 6th ed., 2010.
  • Fundamentals of Database Systems, 6th ed., Elmasri & Navathe, Addison-Wesley, 2011.
  • Thomas Connolly and Carolyn Begg, "Database Systems, A Practical Approach to Design, Implementation, and Management", Addison Wesley, Fourth Ed. 2001.
  • An Introduction to Database Systems, by C.J. Date, Addison-Wesley, 2003.
7. Main sections of the course
鈼 湛站盏铡宅斩榨謤斋 闸铡咋铡斩榨謤斋 瞻铡沾铡寨铡謤眨斋 斩榨謤铡债崭謧诈盏崭謧斩,
鈼 Entity-Relationship Data Model,
鈼 瞻铡謤铡闸榨謤崭謧诈盏崭謧斩斩榨謤, 瞻铡謤铡闸榨謤崭謧诈盏崭謧斩斩榨謤斋 瞻铡斩謤铡瞻铡辗斋站,
鈼 湛站盏铡宅斩榨謤斋 闸铡咋铡斩榨謤斋 斩崭謤沾铡站崭謤崭謧沾: 諉崭謤沾铡宅 毡謬榨謤,
鈼 SQL 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 宅榨咋崭謧斩: 諃铡謤謥崭謧沾斩榨謤斋 寨铡咋沾崭謧沾,
鈼 斋斩栅榨謩战铡站崭謤崭謧沾,
鈼 瞻铡謤謥崭謧沾斩榨謤斋 沾辗铡寨崭謧沾, 謪蘸湛斋沾斋咋铡謥斋铡,
鈼 謪闸盏榨寨湛 寨崭詹沾斩崭謤崭辗站铡债 闸铡咋铡斩榨謤, NoSQL & MongoDB:

Professional educational component

Chair code Name of the course Credits
1-斋斩 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
MANDATORY
0105/谈05
1. Purpose of the Course
鈼 崭謧战铡斩崭詹斩榨謤斋斩 债铡斩崭诈铡謥斩榨宅 謪蘸湛斋沾斋咋铡謥斋铡盏斋 湛榨战铡寨铡斩 謬 诈站铡盏斋斩 沾榨诈崭栅斩榨謤斋斩, 沾铡战斩铡站崭謤铡蘸榨战諠 铡占铡斩謥 战铡瞻沾铡斩铡謨铡寨崭謧沾斩榨謤斋 崭謧 战铡瞻沾铡斩铡謨铡寨崭謧沾斩榨謤崭站 站榨謤栈铡站崭謤 展铡謨铡斩斋 崭詹崭謤寨 謪蘸湛斋沾斋咋铡謥斋铡盏斋 湛榨战崭謧诈盏铡斩斩 崭謧 诈站铡盏斋斩 宅崭謧债沾铡斩 铡宅眨崭謤斋诈沾斩榨謤斋斩 眨债铡盏斋斩 謬 崭謧占崭謧謥斋寨 债謤铡眨謤铡站崭謤沾铡斩 湛铡謤謤榨謤斋斩謮
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. 栅铡战铡寨铡謤眨榨宅 謪蘸湛斋沾斋咋铡謥斋崭斩 窄斩栅斋謤斩榨謤炸,
2. 崭謧战崭謧沾斩铡战斋謤榨宅 乍謩战湛謤榨沾崭謧沾斩榨謤斋 眨崭盏崭謧诈盏铡斩 崭謧 沾斋铡寨崭謧诈盏铡斩 瞻铡謤謥榨謤炸, 战湛崭謧眨榨宅 乍謩战湛謤榨沾崭謧沾斩榨謤斋 铡斩瞻謤铡摘榨辗湛 崭謧 闸铡站铡謤铡謤 蘸铡盏沾铡斩斩榨謤炸,
3. 寨铡占崭謧謥榨宅 眨债铡盏斋斩 债謤铡眨謤铡站崭謤沾铡斩 榨謤寨铡寨斋 窄斩栅斋謤炸,
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. 謪眨湛铡眨崭謤债榨宅 诈站铡盏斋斩 沾榨诈崭栅斩榨謤諠 眨湛斩榨宅崭謧 瞻铡沾铡謤 闸铡咋沾铡展铡謨 謫崭謧斩寨謥斋铡斩榨謤斋 (铡占铡斩謥 战铡瞻沾铡斩铡謨铡寨崭謧沾斩榨謤斋 寨铡沾 栅謤铡斩謥 铡占寨铡盏崭謧诈盏铡沾闸) 乍謩战湛謤榨沾崭謧沾斋 寨榨湛榨謤炸,
5. 湛铡謤闸榨謤 寨斋謤铡占铡寨铡斩 窄斩栅斋謤斩榨謤 毡謬铡寨榨謤蘸榨宅 崭謤蘸榨战 眨债铡盏斋斩 债謤铡眨謤铡站崭謤沾铡斩 窄斩栅斋謤斩榨謤,
6. 謪眨湛铡眨崭謤债榨宅 诈站铡盏斋斩 铡宅眨崭謤斋诈沾斩榨謤諠 宅崭謧债榨宅崭謧 瞻铡沾铡謤 眨债铡盏斋斩 债謤铡眨謤铡站崭謤沾铡斩 窄斩栅斋謤斩榨謤炸,
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. 铡辗窄铡湛榨宅 眨謤铡寨铡斩崭謧诈盏铡斩 瞻榨湛, 铡辗窄铡湛榨宅 诈斋沾崭謧沾謮
3. Description
鈼 崭謧战铡斩崭詹斩榨謤斋斩 债铡斩崭诈铡謥斩榨宅 謪蘸湛斋沾斋咋铡謥斋铡盏斋 湛榨战铡寨铡斩 謬 诈站铡盏斋斩 沾榨诈崭栅斩榨謤斋斩, 沾铡战斩铡站崭謤铡蘸榨战諠 铡占铡斩謥 战铡瞻沾铡斩铡謨铡寨崭謧沾斩榨謤斋 崭謧 战铡瞻沾铡斩铡謨铡寨崭謧沾斩榨謤崭站 站榨謤栈铡站崭謤 展铡謨铡斩斋 崭詹崭謤寨 謪蘸湛斋沾斋咋铡謥斋铡盏斋 湛榨战崭謧诈盏铡斩斩 崭謧 诈站铡盏斋斩 宅崭謧债沾铡斩 铡宅眨崭謤斋诈沾斩榨謤斋斩 眨债铡盏斋斩 謬 崭謧占崭謧謥斋寨 债謤铡眨謤铡站崭謤沾铡斩 湛铡謤謤榨謤斋斩謮
4. Teaching and Learning Styles and Methods
1. 栅铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤,
2. 眨崭謤债斩铡寨铡斩 窄斩栅斋謤斩榨謤斋 宅崭謧债崭謧沾,
3. 窄沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 6 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 (30%):
2. 曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩諠 6 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 (30%):
3. 缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩諠 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 (40%)謮
6. Basic Bibliography
  • Stephen Boyd and LievenVandenberghe, Convex Optimization, Cambridge University Press, available on-line at .
  • Edwin K. P. Chong, Stanislaw H. Zak, An Introduction to Optimization, 4th Ed, Volume 76 of Wiley Series in Discrete Mathematics and Optimization, John Wiley & Sons, 2013.
  • Jorge Nocedal, Stephen J. Wright , Numerical Optimization, Springer, 2006.
7. Main sections of the course
鈼 崭謧占崭謧謥斋寨 闸铡咋沾崭謧诈盏崭謧斩斩榨謤 謬 謫崭謧斩寨謥斋铡斩榨謤,
鈼 铡占铡斩謥 战铡瞻沾铡斩铡謨铡寨崭謧沾斩榨謤斋 站榨謤栈铡站崭謤 展铡謨铡斩斋 謪蘸湛斋沾斋咋铡謥斋铡,
鈼 铡占铡斩謥 战铡瞻沾铡斩铡謨铡寨崭謧沾斩榨謤斋 謪蘸湛斋沾斋咋铡謥斋崭斩 窄斩栅斋謤斩榨謤斋 诈站铡盏斋斩 宅崭謧债沾铡斩 榨詹铡斩铡寨斩榨謤,
鈼 战铡瞻沾铡斩铡謨铡寨崭謧沾斩榨謤崭站 站榨謤栈铡站崭謤 展铡謨铡斩斋 謪蘸湛斋沾斋咋铡謥斋铡,
鈼 战铡瞻沾铡斩铡謨铡寨崭謧沾斩榨謤崭站 謪蘸湛斋沾斋咋铡謥斋崭斩 窄斩栅斋謤斩榨謤斋 诈站铡盏斋斩 宅崭謧债沾铡斩 榨詹铡斩铡寨斩榨謤,
鈼 眨债铡盏斋斩 债謤铡眨謤铡站崭謤崭謧沾, 榨謤寨铡寨斋崭謧诈盏崭謧斩, 宅崭謧债沾铡斩 铡宅眨崭謤斋诈沾斩榨謤謮
1-斋斩 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
MANDATORY
0105/谈04
1. Purpose of the Course
鈼 崭謧战铡斩崭詹斩榨謤斋斩 债铡斩崭诈铡謥斩榨宅 摘铡沾铡斩铡寨铡寨斋謥 湛斩湛榨战铡展铡謨铡寨铡斩 沾崭栅榨宅斩榨謤斋斩 崭謧 眨崭謤债斋謩斩榨謤斋斩,
鈼 债铡斩崭诈铡謥斩榨宅 占榨眨謤榨战斋崭斩 铡斩铡宅斋咋斋斩, 眨崭謤债铡寨斋謥斩榨謤斋 眨斩铡瞻铡湛沾铡斩斩 崭謧 栅謤铡斩謥 瞻铡湛寨崭謧诈盏崭謧斩斩榨謤斋 崭謧战崭謧沾斩铡战斋謤沾铡斩炸:
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. 寨铡湛铡謤榨宅 占榨眨謤榨战斋崭斩 站榨謤宅崭謧债崭謧诈盏崭謧斩 湛铡謤铡债铡寨铡斩 湛站盏铡宅斩榨謤斋 (cross-sectional data) 瞻榨湛,
2. 寨铡湛铡謤榨宅 占榨眨謤榨战斋崭斩 站榨謤宅崭謧债崭謧诈盏崭謧斩 摘铡沾铡斩铡寨铡盏斋斩 辗铡謤謩榨謤斋 湛站盏铡宅斩榨謤斋 (time seires data) 瞻榨湛,
3. 崭謧战崭謧沾斩铡战斋謤榨宅 占榨眨謤榨战斋铡盏斋 瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸, 战湛崭謧眨榨宅 站铡謤寨铡债斩榨謤,
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. 寨铡湛铡謤榨宅 沾崭栅榨宅斋 炸斩湛謤崭謧诈盏崭謧斩,
5. 寨铡湛铡謤榨宅 占榨眨謤榨战斋崭斩 站榨謤宅崭謧债崭謧诈盏崭謧斩諠 謪眨湛铡眨崭謤债榨宅崭站 瞻铡沾铡寨铡謤眨展铡盏斋斩 謨铡诈榨诈斩榨謤,
6. 寨铡湛铡謤榨宅 湛铡謤闸榨謤 闸斩崭謧盏诈斋 湛斩湛榨战铡寨铡斩 湛站盏铡宅斩榨謤斋 謨崭窄寨铡蘸铡寨謥站铡债崭謧诈盏铡斩 沾崭栅榨宅铡站崭謤崭謧沾 崭謧 寨铡斩窄铡湛榨战崭謧沾謮
3. Description
鈼 崭謧战铡斩崭詹斩榨謤斋斩 债铡斩崭诈铡謥斩榨宅 摘铡沾铡斩铡寨铡寨斋謥 湛斩湛榨战铡展铡謨铡寨铡斩 沾崭栅榨宅斩榨謤斋斩 崭謧 眨崭謤债斋謩斩榨謤斋斩,
鈼 债铡斩崭诈铡謥斩榨宅 占榨眨謤榨战斋崭斩 铡斩铡宅斋咋斋斩, 眨崭謤债铡寨斋謥斩榨謤斋 眨斩铡瞻铡湛沾铡斩斩 崭謧 栅謤铡斩謥 瞻铡湛寨崭謧诈盏崭謧斩斩榨謤斋 崭謧战崭謧沾斩铡战斋謤沾铡斩炸:
4. Teaching and Learning Styles and Methods
1. 湛榨战铡寨铡斩 栅铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤,
2. 眨崭謤债斩铡寨铡斩 窄斩栅斋謤斩榨謤斋 宅崭謧债崭謧沾謮
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 6 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 (30%):
2. 曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩諠 6 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 (30%):
3. 缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩諠 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 (40%)謮
6. Basic Bibliography
  • Jeffrey Wooldridge, Introductory Econometrics, A Modern Approach, 5-th edition, Cengage Learning, 2012.
  • William Greene, Econometric Analysis, 7th Ed., Pearson, 2012.
  • James Stock, Mark Watson, Introduction to Econometrics, 3rd Ed., Addison-Wesley, 2010.
  • 袦邪谐薪褍褋 携.袪., 袣邪褌褘褕械胁 袩.袣., 袩械褉械褋械褑泻懈泄 袗.袗., 协泻芯薪芯屑械褌褉懈泻邪,6-芯械 懈蟹写邪薪懈械, 袦芯褋泻胁邪,芦袛械谢芯禄, 2004.
7. Main sections of the course
鈼 蘸铡謤咋 (咋崭謧盏眨铡盏斋斩) 占榨眨謤榨战斋铡,
鈼 闸铡咋沾铡展铡謨 占榨眨謤榨战斋铡,
鈼 占榨眨謤榨战斋崭斩 眨崭謤债铡寨斋謥斩榨謤斋 瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸, 站铡謤寨铡债斩榨謤斋 战湛崭謧眨崭謧沾,
鈼 沾崭謧宅湛斋寨崭宅斋斩榨铡謤崭謧诈盏崭謧斩, 寨榨詹债 謨崭謨崭窄铡寨铡斩斩榨謤, 瞻榨湛榨謤崭战寨榨栅铡战湛斋寨崭謧诈盏崭謧斩,
鈼 占榨眨謤榨战斋崭斩 站榨謤宅崭謧债崭謧诈盏崭謧斩 摘铡沾铡斩铡寨铡盏斋斩 辗铡謤謩榨謤斋 瞻榨湛,
鈼 Logit 謬 Probit 沾崭栅榨宅斩榨謤謮
1-斋斩 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 4 摘铡沾
4 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 8 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
MANDATORY
0105/谈06
1. Purpose of the Course
战崭站崭謤榨謥斩榨宅 沾铡诈榨沾铡湛斋寨铡寨铡斩 铡斩铡宅斋咋斋, 眨债铡盏斋斩 瞻铡斩謤铡瞻铡辗站斋, 瞻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 诈站铡盏斋斩 沾榨诈崭栅斩榨謤斋 铡盏斩 瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤炸, 崭謤崭斩謩 铡斩瞻謤铡摘榨辗湛 榨斩 站斋粘铡寨铡眨謤崭謧诈盏铡斩, 謪蘸湛斋沾斋咋铡謥斋铡盏斋 謬 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 栅铡战炸斩诈铡謥斩榨謤崭謧沾謮
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. 眨湛斩榨宅 宅崭寨铡宅 謬 瞻铡謤铡闸榨謤铡寨铡斩 乍謩战湛謤榨沾崭謧沾斩榨謤,
2. 瞻铡辗站榨宅 蘸铡湛铡瞻铡寨铡斩 沾榨债崭謧诈盏崭謧斩斩榨謤斋 斩寨铡謤铡眨謤斋展斩榨謤炸,
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. 斋栈榨謥斩榨宅 湛站盏铡宅斩榨謤斋 展铡謨崭詹铡寨铡斩崭謧诈盏崭謧斩炸 PCA 沾榨诈崭栅崭站,
4. 沾崭湛铡謤寨榨宅 湛站盏铡宅斩榨謤炸 GMM-崭站,
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. 謪眨湛站榨宅 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
战崭站崭謤榨謥斩榨宅 沾铡诈榨沾铡湛斋寨铡寨铡斩 铡斩铡宅斋咋斋, 眨债铡盏斋斩 瞻铡斩謤铡瞻铡辗站斋, 瞻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 诈站铡盏斋斩 沾榨诈崭栅斩榨謤斋 铡盏斩 瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤炸, 崭謤崭斩謩 铡斩瞻謤铡摘榨辗湛 榨斩 站斋粘铡寨铡眨謤崭謧诈盏铡斩, 謪蘸湛斋沾斋咋铡謥斋铡盏斋 謬 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 栅铡战炸斩诈铡謥斩榨謤崭謧沾謮
4. Teaching and Learning Styles and Methods
1. 湛榨战铡寨铡斩 栅铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤, 眨崭謤债斩铡寨铡斩 铡辗窄铡湛铡斩謩,
2. 铡斩瞻铡湛铡寨铡斩 崭謧 诈斋沾铡盏斋斩 瞻铡斩毡斩铡謤铡謤铡寨铡斩斩榨謤 崭謧战铡斩崭詹斩榨謤斋斩謮
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩諠 4 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 (20%):
2. 2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩. 瞻榨湛铡咋崭湛铡寨铡斩 铡辗窄铡湛铡斩謩斋 斩榨謤寨铡盏铡謥崭謧沾諠 4 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 (20%):
3. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 3 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 (15%):
4. 缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩諠 9 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 (45%)謮
6. Basic Bibliography
  • Calculus, 7th Ed, by James Stewart, 2012.
  • Linear Algebra: A Modern Introduction, Fourth Edition, by David Poole, 2014.
  • Probability Theory: The Logic of Science 1st Edition by E. T. Jaynes, 2003.
  • M. Deisenroth, A. Faisal, and C. Ong., Mathematics for Machine Learning, Cambridge University Press, (2020).
7. Main sections of the course
1. 沾铡诈榨沾铡湛斋寨铡寨铡斩 铡斩铡宅斋咋斋 湛铡謤謤榨謤 ( 沾铡战斩铡寨斋 铡债铡斩謥盏铡宅斩榨謤, 眨謤铡栅斋榨斩湛, 辗詹诈铡盏斋 寨铡斩崭斩, 乍謩战湛謤榨沾崭謧沾斩榨謤),
2. 眨债铡盏斋斩 瞻铡斩謤铡瞻铡辗站斋 湛铡謤謤榨謤 (猿諃諃 宅崭謧债崭謧沾 猿铡崭謧战斋 沾榨诈崭栅崭站, -1-瞻斩铡謤謩, 蘸謤崭盏榨寨謥斋铡盏斋 謪蘸榨謤铡湛崭謤斩榨謤, 越崭宅榨謥寨铡盏斋 站榨謤宅崭謧债崭謧诈盏崭謧斩, SVD, 謨崭謩謤铡眨崭謧盏斩 謩铡占铡寨崭謧战斋斩榨謤斋 窄斩栅斋謤炸),
3. 瞻铡站铡斩铡寨铡斩崭謧诈盏铡斩 湛榨战崭謧诈盏铡斩 湛铡謤謤榨謤 (蘸铡湛铡瞻铡寨铡斩 沾榨债崭謧诈盏崭謧斩斩榨謤 謬 栅謤铡斩謥 斩寨铡謤铡眨謤斋展斩榨謤, 战湛铡斩栅铡謤湛 闸铡辗窄崭謧沾斩榨謤),
4. 诈站铡盏斋斩 沾榨诈崭栅斩榨謤 (PCA, GMM, EM 铡宅眨崭謤斋诈沾斩榨謤)謮
1-斋斩 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 4 摘铡沾
4 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 8 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
MANDATORY
0105/谈03
1. Purpose of the Course
鈻 斩寨铡謤铡眨謤榨宅 栅铡战铡寨铡斩 站斋粘铡寨铡眨謤铡寨铡斩 沾崭栅榨宅斩榨謤斩 崭謧 沾榨诈崭栅斩榨謤炸,
鈻 战崭站崭謤榨謥斩榨宅 R 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,
鈻 战崭站崭謤榨謥斩榨宅 站斋粘铡寨铡眨謤铡寨铡斩 沾崭栅榨宅斩榨謤斋 斋謤铡眨崭謤债崭謧沾炸 R-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. 湛铡謤闸榨謤 眨崭謤债斩铡寨铡斩 窄斩栅斋謤斩榨謤斋 瞻铡沾铡謤 炸斩湛謤榨宅 瞻铡沾铡蘸铡湛铡战窄铡斩 站斋粘铡寨铡眨謤铡寨铡斩 沾崭栅榨宅斩榨謤炸,
2. 粘铡斩铡展榨宅 R 宅榨咋站斋 瞻斋沾斩铡寨铡斩 瞻謤铡沾铡斩斩榨謤炸,
3. 斩寨铡謤铡眨謤榨宅 站斋粘铡寨铡眨謤铡寨铡斩 沾崭栅榨宅斋 宅崭謧债沾铡斩 铡宅眨崭謤斋诈沾炸 R 宅榨咋站崭站,
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. 寨铡咋沾榨宅 债謤铡眨謤榨謤 R 宅榨咋站崭站,
5. 寨铡占崭謧謥榨宅 湛铡謤闸榨謤 寨斋謤铡占铡寨铡斩 窄斩栅斋謤斩榨謤斋 瞻铡沾铡謤 站斋粘铡寨铡眨謤铡寨铡斩 沾崭栅榨宅斩榨謤,
6. 宅崭謧债榨宅 寨崭斩寨謤榨湛 寨斋謤铡占铡寨铡斩 窄斩栅斋謤斩榨謤 R 宅榨咋站斋 謪眨斩崭謧诈盏铡沾闸:
3. Description
鈻 斩寨铡謤铡眨謤榨宅 栅铡战铡寨铡斩 站斋粘铡寨铡眨謤铡寨铡斩 沾崭栅榨宅斩榨謤斩 崭謧 沾榨诈崭栅斩榨謤炸,
鈻 战崭站崭謤榨謥斩榨宅 R 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,
鈻 战崭站崭謤榨謥斩榨宅 站斋粘铡寨铡眨謤铡寨铡斩 沾崭栅榨宅斩榨謤斋 斋謤铡眨崭謤债崭謧沾炸 R-崭謧沾謮
4. Teaching and Learning Styles and Methods
1. 諒榨战铡寨铡斩 栅铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤, 眨崭謤债斩铡寨铡斩 铡辗窄铡湛铡斩謩 瞻铡沾铡寨铡謤眨斋展斩榨謤崭站:
2. 员斩瞻铡湛铡寨铡斩/诈斋沾铡盏斋斩 瞻铡斩毡斩铡謤铡謤铡寨铡斩斩榨謤斋 寨铡湛铡謤崭謧沾:
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩諠 4 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 (20%):
2. 2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩. 瞻榨湛铡咋崭湛铡寨铡斩 铡辗窄铡湛铡斩謩斋 斩榨謤寨铡盏铡謥崭謧沾諠 4 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 (20%):
3. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 4 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 (20%):
4. 缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩諠 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 (40%)謮
6. Basic Bibliography
  • Larry Wasserman, All of Statistics: A Concise Course in Statistical Inference, Springer Texts in Statistics, Springer, 2003.
  • Jay Devore, Kenneth N. Berk,Matthew Carlton Modern Mathematical Statistics with Applications (Third Edition), Springer, 2021.
  • George Casella, Roger Berger, Statistical Inference (Second Edition), Duxbury, 2002.
  • Peter Dalgaard, Introductory StatisticsWith R, 2nd Ed., Springer, 2008.
7. Main sections of the course
鈼 跃謤铡眨謤铡站崭謤沾铡斩 R 宅榨咋崭謧斩:
鈼 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謮
鈼 钥榨湛铡盏斋斩 謬 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謮
鈼 諑斋粘铡寨铡眨謤铡寨铡斩 站铡謤寨铡债斩榨謤斋 战湛崭謧眨崭謧沾炸謮
鈼 請展 蘸铡謤铡沾榨湛謤铡寨铡斩 站铡謤寨铡债斩榨謤謮
鈼 諃斋沾斩铡寨铡斩 站斋粘铡寨铡眨謤铡寨铡斩 闸铡辗窄崭謧沾斩榨謤斋 沾崭栅榨宅铡站崭謤崭謧沾炸 R 宅榨咋站崭謧沾:
鈼 諃斋沾斩铡寨铡斩 站斋粘铡寨铡眨謤铡寨铡斩 沾榨债崭謧诈盏崭謧斩斩榨謤斋 崭謧 沾榨诈崭栅斩榨謤斋 沾崭栅榨宅铡站崭謤崭謧沾炸 R 宅榨咋站崭謧沾:
2-謤栅 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
MANDATORY
0105/谈13
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 沾辗铡寨沾铡斩 瞻斋沾斩铡寨铡斩 瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤炸 謬 沾榨诈崭栅斩榨謤炸,
路 咋铡謤眨铡謥斩榨宅 瞻沾湛崭謧诈盏崭謧斩斩榨謤 蘸謤铡寨湛斋寨 窄斩栅斋謤斩榨謤 宅崭謧债榨宅崭謧 瞻铡沾铡謤諠 謪眨湛站榨宅崭站 湛站盏铡宅斩榨謤斋 沾辗铡寨沾铡斩 摘铡沾铡斩铡寨铡寨斋謥 债謤铡眨謤榨謤斋謥:
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. 斩榨謤寨铡盏铡謥斩榨宅 湛站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩 瞻铡战寨铡謥崭謧诈盏崭謧斩榨謤炸, 摘铡沾铡斩铡寨铡寨斋謥 沾榨诈崭栅斩榨謤斩 崭謧 沾崭栅榨宅斩榨謤炸,
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. 謪眨湛铡眨崭謤债榨宅 湛站盏铡宅斩榨謤斋 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,
3. 斋謤铡寨铡斩铡謥斩榨宅 湛铡謤闸榨謤 崭宅崭謤湛斩榨謤崭謧沾 瞻铡站铡謩铡眨謤站铡债 湛站盏铡宅斩榨謤斋 栅铡战铡寨铡謤眨崭謧沾 謬 謩宅铡战湛榨謤铡謥崭謧沾,
4. 寨铡湛铡謤榨宅 寨铡斩窄铡湛榨战崭謧沾斩榨謤 湛站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩 瞻斋沾铡斩 站謤铡,
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. 謪眨湛站榨宅 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,
6. 寨铡湛铡謤榨宅 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 湛站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩 站榨謤铡闸榨謤盏铡宅 眨斋湛榨宅斋謩斩榨謤炸:
3. Description
路 斩榨謤寨铡盏铡謥斩榨宅 湛站盏铡宅斩榨謤斋 沾辗铡寨沾铡斩 瞻斋沾斩铡寨铡斩 瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤炸 謬 沾榨诈崭栅斩榨謤炸,
路 咋铡謤眨铡謥斩榨宅 瞻沾湛崭謧诈盏崭謧斩斩榨謤 蘸謤铡寨湛斋寨 窄斩栅斋謤斩榨謤 宅崭謧债榨宅崭謧 瞻铡沾铡謤諠 謪眨湛站榨宅崭站 湛站盏铡宅斩榨謤斋 沾辗铡寨沾铡斩 摘铡沾铡斩铡寨铡寨斋謥 债謤铡眨謤榨謤斋謥:
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
2. 猿崭謤债斩铡寨铡斩 窄斩栅斋謤斩榨謤斋 宅崭謧债崭謧沾
3. 越沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 6 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 (30%):
2. 曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩諠 6 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 (30%):
3. 缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩諠 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 (40%)謮
6. Basic Bibliography
  • Han, J., Kamber, M., & Pei, J. (2011). Data mining: Concepts and techniques (3rd ed.). Waltham: Morgan Kaufmann.
  • Ian H. Witten and Eibe Frank, Data Mining: Practical Machine Learning Tools and Techniques (Second Edition), Morgan Kaufmann, 2005.
  • Hand, Mannila, and Smyth. Principles of Data Mining. Cambridge, MA: MIT Press, 2001.
7. Main sections of the course
鈼 諒站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩 斩榨謤铡债崭謧诈盏崭謧斩
鈼 諒站盏铡宅斩榨謤斋 斩铡窄铡蘸铡湛謤铡战湛崭謧沾
鈼 諒站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩 斋沾铡謥崭謧诈盏铡斩 斩榨謤寨铡盏铡謥崭謧沾
鈼 諃铡湛寨铡斩斋辗斩榨謤斋斩 崭謧詹詹站铡债 站榨謤宅崭謧债崭謧诈盏崭謧斩
鈼 諒站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩 铡宅眨崭謤斋诈沾斩榨謤. 栅铡战铡寨铡謤眨崭謧沾 謬 寨铡斩窄铡湛榨战崭謧沾
2-謤栅 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
MANDATORY
0105/谈07
1. Purpose of the Course
鈼 崭謧战铡斩崭詹斩榨謤斋斩 咋斋斩榨宅 债謤铡眨謤铡站崭謤沾铡斩 窄崭謤铡謥站铡债 眨斋湛榨宅斋謩斩榨謤崭站,
鈼 债铡斩崭诈铡謥斩榨宅 诈榨战湛铡站崭謤沾铡斩, 战窄铡宅斩榨謤斋 沾辗铡寨沾铡斩 謬 debugging-斋 瞻榨湛,
鈼 债铡斩崭诈铡謥斩榨宅 Python-斋 湛铡謤铡湛榨战铡寨 眨謤铡栅铡謤铡斩斩榨謤斋 謬 謨铡诈榨诈斩榨謤斋 瞻榨湛謮
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. 毡謬铡寨榨謤蘸榨宅 咋崭謧眨铡瞻榨占 瞻铡辗站铡謤寨斩榨謤斋 战寨咋闸崭謧斩謩炸,
2. 謪眨湛铡眨崭謤债榨宅 謫崭謧斩寨謥斋崭斩铡宅 债謤铡眨謤铡站崭謤沾铡斩 瞻斋沾崭謧斩謩斩榨謤炸,
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. 眨謤榨宅 瞻铡沾榨沾铡湛铡闸铡謤 闸铡謤栅 謬 瞻铡沾铡寨铡謤眨站铡债 瞻铡沾铡寨铡謤眨展铡盏斋斩 债謤铡眨謤榨謤,
4. 謪眨湛铡眨崭謤债榨宅 战窄铡宅斩榨謤斋 沾辗铡寨崭謧沾炸 謬 debugging,
5. 寨斋謤铡占榨宅 咋崭謧眨铡瞻榨占 瞻铡辗站铡謤寨斩榨謤斋 战寨咋闸崭謧斩謩炸 Python-崭謧沾,
6. 謪眨湛铡眨崭謤债榨宅 Python-斋 湛铡謤铡湛榨战铡寨 眨謤铡栅铡謤铡斩斩榨謤炸謮
3. Description
鈼 崭謧战铡斩崭詹斩榨謤斋斩 咋斋斩榨宅 债謤铡眨謤铡站崭謤沾铡斩 窄崭謤铡謥站铡债 眨斋湛榨宅斋謩斩榨謤崭站,
鈼 债铡斩崭诈铡謥斩榨宅 诈榨战湛铡站崭謤沾铡斩, 战窄铡宅斩榨謤斋 沾辗铡寨沾铡斩 謬 debugging-斋 瞻榨湛,
鈼 债铡斩崭诈铡謥斩榨宅 Python-斋 湛铡謤铡湛榨战铡寨 眨謤铡栅铡謤铡斩斩榨謤斋 謬 謨铡诈榨诈斩榨謤斋 瞻榨湛謮
4. Teaching and Learning Styles and Methods
1. 斩榨謤寨铡盏铡謥崭謧沾斩榨謤,
2. 蘸謤铡寨湛斋寨 铡辗窄铡湛铡斩謩斩榨謤諠 謪眨湛铡眨崭謤债榨宅崭站 瞻铡沾铡寨铡謤眨展铡盏斋斩 债謤铡眨謤榨謤炸,
3. 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩 瞻铡沾铡寨铡謤眨展铡盏斋斩 债謤铡眨謤榨謤崭站 謬 眨謤铡寨铡斩崭謧诈盏铡斩 瞻榨湛:
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩諠 4 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 (20%):
2. 2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩諠 4 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 (20%):
3. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 6 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 (30%):
4. 曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩諠 6 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 (30%):
6. Basic Bibliography
  • Python Crash Course: A Hands-On, Project-Based Introduction to Programming 1st Edition by Eric Matthes, 2015.
  • 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
鈼 諐窄铡宅斩榨謤斋 沾辗铡寨崭謧沾謮
鈼 Debugging:
鈼 怨榨战诈铡站崭謤崭謧沾謮
鈼 諙崭謧斩寨謥斋崭斩铡宅 债謤铡眨謤铡站崭謤崭謧沾謮
鈼 猿謤铡栅铡謤铡斩斩榨謤:
鈼 远崭謧眨铡瞻榨占 瞻铡辗站铡謤寨斩榨謤斋 战寨咋闸崭謧斩謩炸:
2-謤栅 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
MANDATORY
0105/谈12
1. Purpose of the Course
鈼 崭謧战铡斩崭詹斩榨謤斋斩 债铡斩崭诈铡謥斩榨宅 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 崭謧 栅謤铡斩謥崭站 寨铡斩窄铡湛榨战沾铡斩 瞻斋沾斩铡寨铡斩 沾榨诈崭栅斩榨謤斋斩,
鈼 债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 沾铡战斩铡眨斋湛铡謥站铡债 瞻铡沾铡寨铡謤眨展铡盏斋斩 债謤铡眨謤榨謤斋斩 謬 栅謤铡斩謥 寨斋謤铡占崭謧诈盏铡斩炸 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崭謧斩 斋謤铡寨铡斩铡謥斩榨宅崭謧 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. 斩寨铡謤铡眨謤榨宅 摘铡沾铡斩铡寨铡盏斋斩 辗铡謤謩榨謤斋 瞻斋沾斩铡寨铡斩 闸斩崭謧诈铡眨謤斋展斩榨謤炸,
2. 寨斋謤铡占榨宅 ARMA 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. 謪眨湛铡眨崭謤债榨宅 战蘸榨寨湛謤铡宅 站榨謤宅崭謧债崭謧诈盏铡斩 乍宅榨沾榨斩湛斩榨謤炸,
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. 寨铡占崭謧謥榨宅 湛铡謤闸榨謤 寨斋謤铡占铡寨铡斩 沾崭栅榨宅斩榨謤 摘铡沾铡斩铡寨铡盏斋斩 辗铡謤謩榨謤斋 謪眨斩崭謧诈盏铡沾闸,
5. 謪眨湛铡眨崭謤债榨宅 瞻铡站铡斩铡寨铡斩铡盏斋斩, 謪蘸湛斋沾斋咋铡謥斋崭斩, 站斋粘铡寨铡眨謤铡寨铡斩, 湛斩湛榨战铡展铡謨铡寨铡斩, 诈站铡盏斋斩 謬 铡盏宅 沾铡诈榨沾铡湛斋寨铡寨铡斩 沾榨诈崭栅斩榨謤 铡占铡栈铡謥崭詹 沾崭栅榨宅斩榨謤炸 瞻榨湛铡咋崭湛榨宅崭謧 瞻铡沾铡謤,
6. 謪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 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,
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. 站榨謤宅崭謧债榨宅 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
鈼 崭謧战铡斩崭詹斩榨謤斋斩 债铡斩崭诈铡謥斩榨宅 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 崭謧 栅謤铡斩謥崭站 寨铡斩窄铡湛榨战沾铡斩 瞻斋沾斩铡寨铡斩 沾榨诈崭栅斩榨謤斋斩,
鈼 债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 沾铡战斩铡眨斋湛铡謥站铡债 瞻铡沾铡寨铡謤眨展铡盏斋斩 债謤铡眨謤榨謤斋斩 謬 栅謤铡斩謥 寨斋謤铡占崭謧诈盏铡斩炸 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崭謧斩 斋謤铡寨铡斩铡謥斩榨宅崭謧 瞻铡沾铡謤:
4. Teaching and Learning Styles and Methods
1. 栅铡战铡窄崭战崭謧诈盏崭謧斩,
2. 蘸謤铡寨湛斋寨 铡辗窄铡湛铡斩謩斩榨謤諠 謪眨湛铡眨崭謤债榨宅崭站 瞻铡沾铡寨铡謤眨展铡盏斋斩 债謤铡眨謤榨謤炸,
3. 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩 瞻铡沾铡寨铡謤眨展铡盏斋斩 债謤铡眨謤榨謤崭站 謬 眨謤铡寨铡斩崭謧诈盏铡斩 瞻榨湛:
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩諠 4 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 (20%):
2. 2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩諠 4 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 (20%):
3. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 6 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 (30%):
4. 曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩諠 6 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 (30%):
6. Basic Bibliography
  • J. D. Hamilton, Time Series Analysis, Prinston, 1994.
  • Robert H. Shumway, David S. Stoffer, Time Series Analysisand Its Applications,With R Examples, 4th Ed., Springer 2017.
  • Peter J. Brockwell, Richard A. Davis, Introduction to Time Series and Forecasting, Third Edition, Springer, 2016.
  • R.S. Tsay, Analysis of Financial Time Series, 2010.
  • 袦邪谐薪褍褋 携. 袪. 懈 写褉., 协泻芯薪芯屑械褌褉懈泻邪, 袦., 2014.
7. Main sections of the course
鈼 院铡沾铡斩铡寨铡盏斋斩 辗铡謤謩榨謤斋 闸斩崭謧诈铡眨謤斋展斩榨謤炸:
鈼 AR, ARMA 謬 ARIMA沾崭栅榨宅斩榨謤:
鈼 諐蘸榨寨湛謤铡宅 站榨謤宅崭謧债崭謧诈盏崭謧斩:
鈼 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:
鈼 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:
鈼 圆铡咋沾铡展铡謨 摘铡沾铡斩铡寨铡盏斋斩 辗铡謤謩榨謤:
2-謤栅 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
MANDATORY
0105/谈09
1. Purpose of the Course
鈼 债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 沾斋 謩铡斩斋 寨崭謤榨宅铡謥站铡债 蘸铡湛铡瞻铡寨铡斩 沾榨债崭謧诈盏崭謧斩斩榨謤斋 瞻榨湛 寨铡蘸站铡债 站斋粘铡寨铡眨謤铡寨铡斩 站榨謤宅崭謧债崭謧诈盏铡斩 窄斩栅斋謤斩榨謤斋斩, 沾铡战斩铡站崭謤铡蘸榨战, 崭謧战崭謧沾斩铡战斋謤榨宅 闸铡咋沾铡展铡謨 斩崭謤沾铡宅 闸铡辗窄崭謧沾炸, 站战湛铡瞻榨宅斋崭謧诈盏铡斩 闸铡咋沾崭謧诈盏崭謧斩斩榨謤炸, 闸铡咋沾铡展铡謨 站铡謤寨铡债斩榨謤斋 战湛崭謧眨崭謧沾炸, 眨崭謤债崭斩铡盏斋斩 (factor) 站榨謤宅崭謧债崭謧诈盏崭謧斩炸, 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炸 謬 铡盏宅斩:
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. 斩榨謤寨铡盏铡謥斩榨宅 沾斋 謩铡斩斋 蘸铡湛铡瞻铡寨铡斩 沾榨债崭謧诈盏崭謧斩斩榨謤斋 铡占斩展崭謧诈盏崭謧斩炸,
2. 战湛崭謧眨榨宅 闸铡咋沾铡展铡謨 站铡謤寨铡债斩榨謤,
3. 謪眨湛铡眨崭謤债榨宅 瞻斋沾斩铡寨铡斩 闸铡詹铡栅謤斋展斩榨謤斋 沾榨诈崭栅炸, 眨崭謤债崭斩铡盏斋斩, 謩宅铡战湛榨謤铡盏斋斩 站榨謤宅崭謧债崭謧诈盏铡斩 榨詹铡斩铡寨斩榨謤炸,
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. 铡辗窄铡湛榨宅 闸铡咋沾铡展铡謨 闸铡辗窄崭謧沾斩榨謤斋 瞻榨湛,
5. 寨铡湛铡謤榨宅 闸铡咋沾铡展铡謨 占榨眨謤榨战斋铡,
6. 瞻铡沾铡寨铡謤眨展铡盏斋斩 沾榨诈崭栅斩榨謤斋 謪眨斩崭謧诈盏铡沾闸 寨铡湛铡謤榨宅 謩宅铡战湛榨謤铡盏斋斩, 眨崭謤债崭斩铡盏斋斩 謬 铡盏宅 站榨謤宅崭謧债崭謧诈盏崭謧斩斩榨謤,
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. 謪眨湛站榨宅 湛铡謤铡湛榨战铡寨 铡詹闸盏崭謧謤斩榨謤斋謥謮
3. Description
鈼 债铡斩崭诈铡謥斩榨宅 崭謧战铡斩崭詹斩榨謤斋斩 沾斋 謩铡斩斋 寨崭謤榨宅铡謥站铡债 蘸铡湛铡瞻铡寨铡斩 沾榨债崭謧诈盏崭謧斩斩榨謤斋 瞻榨湛 寨铡蘸站铡债 站斋粘铡寨铡眨謤铡寨铡斩 站榨謤宅崭謧债崭謧诈盏铡斩 窄斩栅斋謤斩榨謤斋斩, 沾铡战斩铡站崭謤铡蘸榨战, 崭謧战崭謧沾斩铡战斋謤榨宅 闸铡咋沾铡展铡謨 斩崭謤沾铡宅 闸铡辗窄崭謧沾炸, 站战湛铡瞻榨宅斋崭謧诈盏铡斩 闸铡咋沾崭謧诈盏崭謧斩斩榨謤炸, 闸铡咋沾铡展铡謨 站铡謤寨铡债斩榨謤斋 战湛崭謧眨崭謧沾炸, 眨崭謤债崭斩铡盏斋斩 (factor) 站榨謤宅崭謧债崭謧诈盏崭謧斩炸, 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炸 謬 铡盏宅斩:
4. Teaching and Learning Styles and Methods
1. 湛榨战铡寨铡斩 栅铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤,
2. 眨崭謤债斩铡寨铡斩 铡辗窄铡湛铡斩謩 瞻铡沾铡寨铡謤眨斋展斩榨謤崭站謮
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 6 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 (30%):
2. 曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩諠 6 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 (30%):
3. 缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩諠 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 (40%)謮
6. Basic Bibliography
  • Wolfgang Karl Hardle, L茅opold Simar, Applied Multivariate Statistical Analysis, 4th Ed., Springer, 2015.
  • Inge Koch, Analysis of Multivariate and High-Dimensional Data, Cambridge University Press, 2014.
  • Brian Everitt, Torsten Hothorn, An Introduction to Applied Multivariate Analysis with R, Springer, 2011.
  • Daniel Zelterman, Applied Multivariate Statistics with R, Springer, 2015.
7. Main sections of the course
鈼 圆铡咋沾铡展铡謨 斩崭謤沾铡宅 闸铡辗窄崭謧沾
鈼 钥崭蘸崭謧宅铡斩榨謤
鈼 諑战湛铡瞻榨宅斋崭謧诈盏铡斩 闸铡咋沾崭謧诈盏崭謧斩斩榨謤 謬 站铡謤寨铡债斩榨謤斋 战湛崭謧眨崭謧沾
鈼 圆铡咋沾铡展铡謨 占榨眨謤榨战斋铡
鈼 諃斋沾斩铡寨铡斩 闸铡詹铡栅謤斋展斩榨謤斋 站榨謤宅崭謧债崭謧诈盏崭謧斩 (Principal components analysis)
鈼 猿崭謤债崭斩铡盏斋斩 站榨謤宅崭謧债崭謧诈盏崭謧斩 (Factor analysis)
鈼 諗宅铡战湛榨謤铡盏斋斩 站榨謤宅崭謧债崭謧诈盏崭謧斩 (Cluster analysis)
鈼 諒铡謤闸榨謤铡寨斋展 站榨謤宅崭謧债崭謧诈盏崭謧斩 (Discriminant Analysis)
鈼 钥铡斩崭斩铡寨铡斩 寨崭謤榨宅铡謥斋崭斩 站榨謤宅崭謧债崭謧诈盏崭謧斩 (Canonical correlation analysis)
1-斋斩 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
MANDATORY
0105/谈15
1. Purpose of the Course
路 战崭站崭謤榨謥斩榨宅 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 瞻斋沾崭謧斩謩斩榨謤炸,
路 战崭站崭謤榨謥斩榨宅 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 沾崭栅榨宅斩榨謤斋 斋謤铡眨崭謤债崭謧沾炸 Python-崭謧沾,
路 战崭站崭謤榨謥斩榨宅 沾榨债 謩铡斩铡寨崭謧诈盏铡沾闸 湛站盏铡宅斩榨謤斋 沾崭栅榨宅铡站崭謤崭謧沾炸 謬 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 沾崭栅榨宅斩榨謤斋 寨斋謤铡占崭謧沾炸 铡盏栅 湛站盏铡宅斩榨謤斋 瞻斋沾铡斩 站謤铡 寨铡斩窄铡湛榨战崭謧沾斩榨謤 寨铡湛铡謤榨宅崭謧 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. 寨斋謤铡占榨宅 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 瞻铡沾铡蘸铡湛铡战窄铡斩 瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤炸 謬 沾榨诈崭栅斩榨謤炸 沾榨债 謩铡斩铡寨崭謧诈盏铡沾闸 湛站盏铡宅斩榨謤 蘸铡謤崭謧斩铡寨崭詹 眨崭謤债斩铡寨铡斩 窄斩栅斋謤斩榨謤 毡謬铡寨榨謤蘸榨宅崭謧 謬 宅崭謧债榨宅崭謧 瞻铡沾铡謤,
2. 謪眨湛铡眨崭謤债榨宅 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 寨铡斩窄铡湛榨战沾铡斩 謬 崭謤崭辗崭謧沾斩榨謤斋 寨铡盏铡謥沾铡斩 瞻铡沾铡謤,
3. 炸斩湛謤榨宅 瞻铡沾铡蘸铡湛铡战窄铡斩 沾崭栅榨宅炸, 湛站盏铡宅斩榨謤斋 沾斋栈謬 寨铡窄站铡债崭謧诈盏铡斩 沾铡战斋斩 战铡瞻沾铡斩铡謨铡寨 湛榨詹榨寨崭謧诈盏铡斩 寨铡沾 湛榨詹榨寨崭謧诈盏铡斩 闸铡謥铡寨铡盏崭謧诈盏铡斩 栅榨蘸謩榨謤崭謧沾,
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. 寨铡咋沾榨宅 债謤铡眨謤榨謤 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 沾崭栅榨宅斩榨謤斋 瞻斋沾铡斩 站謤铡,
5. 崭謤崭辗榨宅 瞻铡粘铡窄 謪眨湛铡眨崭謤债站崭詹 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 沾崭栅榨宅斩榨謤斋 蘸铡謤铡沾榨湛謤榨謤斋 铡謤摘榨謩斩榨謤炸,
6. 謪眨湛铡眨崭謤债榨宅 Python-炸` 站榨謤宅崭謧债榨宅崭謧 沾榨债 謩铡斩铡寨崭謧诈盏铡沾闸 湛站盏铡宅斩榨謤, 寨铡斩窄铡湛榨战崭謧沾斩榨謤 寨铡湛铡謤榨宅崭謧 謬 铡盏栅 寨铡斩窄铡湛榨战崭謧沾斩榨謤斋 铡斩崭謤崭辗崭謧诈盏铡斩 铡战湛斋粘铡斩炸 眨斩铡瞻铡湛榨宅崭謧 瞻铡沾铡謤:
3. Description
路 战崭站崭謤榨謥斩榨宅 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 瞻斋沾崭謧斩謩斩榨謤炸,
路 战崭站崭謤榨謥斩榨宅 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 沾崭栅榨宅斩榨謤斋 斋謤铡眨崭謤债崭謧沾炸 Python-崭謧沾,
路 战崭站崭謤榨謥斩榨宅 沾榨债 謩铡斩铡寨崭謧诈盏铡沾闸 湛站盏铡宅斩榨謤斋 沾崭栅榨宅铡站崭謤崭謧沾炸 謬 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 沾崭栅榨宅斩榨謤斋 寨斋謤铡占崭謧沾炸 铡盏栅 湛站盏铡宅斩榨謤斋 瞻斋沾铡斩 站謤铡 寨铡斩窄铡湛榨战崭謧沾斩榨謤 寨铡湛铡謤榨宅崭謧 瞻铡沾铡謤謮
4. Teaching and Learning Styles and Methods
1. 湛榨战铡寨铡斩 栅铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤, 眨崭謤债斩铡寨铡斩 铡辗窄铡湛铡斩謩 瞻铡沾铡寨铡謤眨斋展斩榨謤崭站,
2. 铡斩瞻铡湛铡寨铡斩 崭謧 诈斋沾铡盏斋斩 瞻铡斩毡斩铡謤铡謤铡寨铡斩斩榨謤 崭謧战铡斩崭詹斩榨謤斋斩謮
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 6 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 (30%):
2. 曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩諠 6 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 (30%):
3. 缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩諠 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 (40%)謮
6. Basic Bibliography
  • Bishop, Christopher. Neural Networks for Pattern Recognition. New York, NY: Oxford University Press, 1995.
  • Richard, Peter Hart, and David Stork. Pattern Classification. 2nd ed. New York, NY: Wiley- Interscience, 2000.
  • T., R. Tibshirani, and J. H. Friedman. The Elements of Statistical Learning: Data Mining, Inference and Prediction. New York, NY: Springer, 2001.
  • MacKay, David. Information Theory, Inference, and Learning Algorithms. Cambridge, UK: Cambridge University Press, 2003.
  • Mitchell, Tom. Machine Learning. New York, NY: McGraw-Hill, 1997.
  • Thomas M., and Joy A. Thomas. Elements of Information Theory. New York, NY: Wiley- Interscience, 1991.
7. Main sections of the course
鈼 諉榨謤铡债崭謧诈盏崭謧斩 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥崭謧沾
鈼 請謤崭辗沾铡斩 债铡占榨謤 (decision trees)
鈼 談崭栅榨宅斋 炸斩湛謤崭謧诈盏崭謧斩 謬 铡斩崭謤崭辗崭謧诈盏铡斩 眨斩铡瞻铡湛崭謧沾. 窄铡展铡毡謬 战湛崭謧眨崭謧沾, 站战湛铡瞻崭謧诈盏铡斩 斋斩湛榨謤站铡宅斩榨謤
鈼 猿债铡盏斋斩 占榨眨謤榨战斋铡 謬 占榨眨崭謧宅盏铡謤斋咋铡謥斋崭斩 沾榨诈崭栅斩榨謤 (Ridge, LASSO)
鈼 钥崭謤斋咋斩榨謤 謬 SVM
鈼徴喺フ抵崭斩铡盏斋斩 謥铡斩謥榨謤斋 斩榨謤铡债崭謧诈盏崭謧斩
鈼 越铡占斩崭謧謤栅 沾崭栅榨宅斩榨謤
2-謤栅 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
MANDATORY
0105/谈14
1. Purpose of the Course
崭謧战铡斩崭詹斩榨謤斋斩 债铡斩崭诈铡謥斩榨宅
路 湛站盏铡宅斩榨謤斋 沾辗铡寨沾铡斩 崭謧 瞻铡詹崭謤栅沾铡斩 沾铡诈榨沾铡湛斋寨铡寨铡斩 瞻斋沾崭謧斩謩斩榨謤斋斩,
路 斋斩謫崭謤沾铡謥斋铡盏斋 展铡謨沾铡斩 榨詹铡斩铡寨斩榨謤斋斩,
路 湛站盏铡宅斩榨謤斋 战榨詹沾沾铡斩 铡宅眨崭謤斋诈沾斩榨謤斋斩 謬 瞻铡战铡斩榨宅斋 战铡瞻沾铡斩斩榨謤斋斩,
路 寨铡蘸崭謧詹崭謧 崭謧斩铡寨崭謧诈盏铡斩 眨铡詹铡謨铡謤斋斩 謬 战窄铡宅斩榨謤 崭謧詹詹崭詹 寨崭栅榨謤斋 寨铡占崭謧謥沾铡斩 战寨咋闸崭謧斩謩斩榨謤斋斩謮
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. 沾榨寨斩铡闸铡斩榨宅 湛站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩, 战榨詹沾沾铡斩 崭謧 瞻铡詹崭謤栅沾铡斩 沾铡诈榨沾铡湛斋寨铡寨铡斩 战寨咋闸崭謧斩謩斩榨謤炸, 沾崭栅榨宅斩榨謤炸, 铡宅眨崭謤斋诈沾斩榨謤炸,
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. 謪眨湛铡眨崭謤债榨宅 斋斩謫崭謤沾铡謥斋铡盏斋 湛榨战崭謧诈盏铡斩 沾榨诈崭栅斩榨謤炸 寨斋謤铡占铡寨铡斩 窄斩栅斋謤斩榨謤斋 宅崭謧债沾铡斩 沾榨栈 咋铡斩铡咋铡斩 崭宅崭謤湛斩榨謤崭謧沾, 斋斩展蘸榨战 謪謤斋斩铡寨, 瞻榨占铡瞻铡詹崭謤栅铡寨謥崭謧诈盏铡斩 沾榨栈,
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
3. 寨铡占崭謧謥榨宅 寨崭栅榨謤, 眨斩铡瞻铡湛榨宅 栅謤铡斩謥 謪蘸湛斋沾铡宅崭謧诈盏崭謧斩炸謮
3. Description
崭謧战铡斩崭詹斩榨謤斋斩 债铡斩崭诈铡謥斩榨宅
路 湛站盏铡宅斩榨謤斋 沾辗铡寨沾铡斩 崭謧 瞻铡詹崭謤栅沾铡斩 沾铡诈榨沾铡湛斋寨铡寨铡斩 瞻斋沾崭謧斩謩斩榨謤斋斩,
路 斋斩謫崭謤沾铡謥斋铡盏斋 展铡謨沾铡斩 榨詹铡斩铡寨斩榨謤斋斩,
路 湛站盏铡宅斩榨謤斋 战榨詹沾沾铡斩 铡宅眨崭謤斋诈沾斩榨謤斋斩 謬 瞻铡战铡斩榨宅斋 战铡瞻沾铡斩斩榨謤斋斩,
路 寨铡蘸崭謧詹崭謧 崭謧斩铡寨崭謧诈盏铡斩 眨铡詹铡謨铡謤斋斩 謬 战窄铡宅斩榨謤 崭謧詹詹崭詹 寨崭栅榨謤斋 寨铡占崭謧謥沾铡斩 战寨咋闸崭謧斩謩斩榨謤斋斩謮
4. Teaching and Learning Styles and Methods
諒榨战铡寨铡斩 栅铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤, 眨崭謤债斩铡寨铡斩 铡辗窄铡湛铡斩謩 瞻铡沾铡寨铡謤眨斋展斩榨謤崭站:
员斩瞻铡湛铡寨铡斩/诈斋沾铡盏斋斩 瞻铡斩毡斩铡謤铡謤崭謧诈盏崭謧斩斩榨謤:
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 6 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 (30%):
2. 曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩諠 6 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 (30%):
3. 缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩諠 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 (40%):
6. Basic Bibliography
  • T. Cover and J. Thomas, Elements of Information Theory, Wiley, 1991-2006.
  • R. Yeung, Information Theory and Network Coding, 2008 (铡占謥铡斩謥 瞻铡战铡斩榨宅斋).
  • Shu Lin and D. Costello, Error-Control Coding.
  • W.W. Peterson and E.J. Weldon, Error-correcting codes.
7. Main sections of the course
鈼 曰斩謫崭謤沾铡謥斋铡盏斋 展铡謨榨謤, 栅謤铡斩謥 瞻铡湛寨崭謧诈盏崭謧斩斩榨謤
鈼 諒站盏铡宅斩榨謤斋 沾辗铡寨沾铡斩 謬 諙铡斩崭盏斋 铡斩瞻铡站铡战铡謤崭謧诈盏崭謧斩
鈼 諒站盏铡宅斩榨謤斋 战榨詹沾崭謧沾, 钥謤铡謫诈斋 铡斩瞻铡站铡战铡謤崭謧诈盏崭謧斩
鈼 諃铡謫沾铡斩斋 謬 諊榨斩崭斩-諙铡斩崭-苑宅斋铡战斋 寨崭栅榨謤
鈼 钥铡蘸崭謧詹斋. 沾崭栅榨宅斩榨謤, 寨崭栅铡站崭謤沾铡斩 窄斩栅斋謤炸, 崭謧斩铡寨崭謧诈盏崭謧斩
鈼 諃榨沾斋斩眨斋 寨崭栅榨謤
鈼 曰斩謫崭謤沾铡謥斋铡盏斋 湛榨战崭謧诈盏崭謧斩 謬 站斋粘铡寨铡眨謤崭謧诈盏崭謧斩. 湛斋蘸榨謤斋 沾榨诈崭栅炸
鈼 员詹闸盏崭謧謤斋 崭謧斩斋站榨謤战铡宅 寨崭栅铡站崭謤崭謧沾
鈼 談榨债 辗榨詹崭謧沾斩榨謤斋 湛榨战崭謧诈盏崭謧斩
鈼 諐窄铡宅斋 瞻铡站铡斩铡寨铡斩崭謧诈盏崭謧斩炸 站铡謤寨铡债斩榨謤斋 战湛崭謧眨沾铡斩 窄斩栅謤崭謧沾
鈼 諒站盏铡宅斩榨謤斋 战榨詹沾崭謧沾 炸战湛 粘辗眨謤湛崭謧诈盏铡斩 展铡謨铡斩斋辗斋謮
2-謤栅 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
MANDATORY
0105/谈08
1. Purpose of the Course
鈼 斩榨謤寨铡盏铡謥斩榨宅 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥榨謤炸, 謨铡诈崭謧盏诈铡盏斋斩 謬 占榨寨崭謧謤榨斩湛 謥铡斩謥榨謤斋 寨铡占崭謧謥站铡债謩炸, 窄崭謤炸 展站榨謤铡瞻战寨站崭詹 崭謧战崭謧謥崭謧沾炸 謬 斩謤铡斩謥 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤炸 毡铡盏斩斋 謬 蘸铡湛寨榨謤斋 粘铡斩铡展沾铡斩 窄斩栅斋謤斩榨謤崭謧沾:
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. 栅铡战铡寨铡謤眨榨宅 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥榨謤炸,
2. 斩寨铡謤铡眨謤榨宅 瞻斋沾斩铡寨铡斩 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥榨謤斋 寨铡占崭謧謥站铡债謩炸,
3. 湛铡謤闸榨謤铡寨榨宅 站榨謤铡瞻战寨站崭詹 謬 展站榨謤铡瞻战寨铡站崭詹 崭謧战崭謧謥崭謧沾炸,
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. 寨铡咋沾榨宅 债謤铡眨謤榨謤, 謪眨湛铡眨崭謤债榨宅崭站 窄崭謤炸 崭謧战崭謧謥沾铡斩 铡宅眨崭謤斋诈沾斩榨謤 謬 沾铡謤咋榨宅 斩謤铡斩謥,
5. 謨铡诈崭謧盏诈铡盏斋斩 謬 占榨寨崭謧謤榨斩湛 謥铡斩謥榨謤斋 謪眨斩崭謧诈盏铡沾闸 宅崭謧债榨宅 蘸铡湛寨榨謤斩榨謤斋 粘铡斩铡展沾铡斩 窄斩栅斋謤斩榨謤,
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. 铡辗窄铡湛榨宅 诈斋沾崭謧沾,
7. 铡謤栅盏崭謧斩铡站榨湛 寨斋謤铡占榨宅 瞻铡沾铡寨铡謤眨展铡盏斋斩 瞻沾湛崭謧诈盏崭謧斩斩榨謤炸謮
3. Description
鈼 斩榨謤寨铡盏铡謥斩榨宅 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥榨謤炸, 謨铡诈崭謧盏诈铡盏斋斩 謬 占榨寨崭謧謤榨斩湛 謥铡斩謥榨謤斋 寨铡占崭謧謥站铡债謩炸, 窄崭謤炸 展站榨謤铡瞻战寨站崭詹 崭謧战崭謧謥崭謧沾炸 謬 斩謤铡斩謥 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤炸 毡铡盏斩斋 謬 蘸铡湛寨榨謤斋 粘铡斩铡展沾铡斩 窄斩栅斋謤斩榨謤崭謧沾:
4. Teaching and Learning Styles and Methods
1. 栅铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤,
2. 眨崭謤债斩铡寨铡斩 窄斩栅斋謤斩榨謤斋 宅崭謧债崭謧沾,
3. 窄沾闸铡盏斋斩 斩铡窄铡眨债斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩諠 4 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 (20%):
2. 2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩諠 4 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 (20%):
3. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 6 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 (30%):
4. 曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩諠 6 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 (30%):
6. Basic Bibliography
  • Ian Goodfellow, Yoshua Bengio, Aaron Courville. Deep Learning, 2016.
  • Wiley-Interscience. 2nd Edition. 2001.
  • Russell, S. and Norvig, N. Artificial Intelligence: A Modern Approach. Prentice Hall Series in Artificial Intelligence. 2003.
  • Bishop, C. M. Neural Networks for Pattern Recognition. Oxford University Press. 1995.
  • Koller, D. and Friedman, N. Probabilistic Graphical Models. MIT Press. 2009.
7. Main sections of the course
鈼 諉榨盏謤崭斩铡盏斋斩 謥铡斩謥榨謤斋 斩榨謤铡债崭謧诈盏崭謧斩
鈼 請謧战崭謧謥崭謧沾炸 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥榨謤崭謧沾
鈼 諃榨湛 湛铡謤铡债崭謧沾 (Backpropagation)
鈼 越崭謤炸 崭謧战崭謧謥沾铡斩 沾榨诈崭栅斩榨謤
鈼 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 (CNN)
鈼 諏榨寨崭謧謤榨斩湛 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥榨謤 (RNN)
鈼 諌站榨謤铡瞻战寨站崭詹 窄崭謤炸 崭謧战崭謧謥崭謧沾
2-謤栅 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 4 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 2 摘铡沾 眨崭謤债斩铡寨铡斩, 辗铡闸铡诈铡寨铡斩 8 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
MANDATORY
0105/谈10
1. Purpose of the Course
鈻 战崭站崭謤榨謥斩榨宅 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 瞻铡站铡斩铡寨铡斩铡盏斋斩 沾崭栅榨宅斩榨謤 謬 铡盏栅 沾崭栅榨宅斩榨謤斋 斋謤铡眨崭謤债崭謧沾炸 Python-崭謧沾,
鈻 战崭站崭謤榨謥斩榨宅 沾榨债 謩铡斩铡寨崭謧诈盏铡沾闸 湛站盏铡宅斩榨謤斋 沾崭栅榨宅铡站崭謤崭謧沾炸 謬 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 沾崭栅榨宅斩榨謤斋 寨斋謤铡占崭謧沾炸 铡盏栅 湛站盏铡宅斩榨謤斋 瞻斋沾铡斩 站謤铡 寨铡斩窄铡湛榨战崭謧沾斩榨謤 寨铡湛铡謤榨宅崭謧 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. 寨铡占崭謧謥榨宅 瞻铡沾铡蘸铡湛铡战窄铡斩 瞻铡站铡斩铡寨铡斩铡盏斋斩 沾崭栅榨宅, 崭謤炸 闸斩崭謧诈铡眨謤崭謧沾 乍 湛站盏铡宅斩榨謤斋 寨铡占崭謧謥站铡债謩炸,
2. 瞻铡沾榨沾铡湛榨宅 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 湛铡謤闸榨謤 沾崭栅榨宅斩榨謤 宅铡站铡眨崭謧盏斩炸 炸斩湛謤榨宅崭謧 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
3. 謪眨湛铡眨崭謤债榨宅 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 Python-崭站 债謤铡眨謤榨謤 寨铡咋沾榨宅崭謧 瞻铡沾铡謤,
4. 謪眨湛铡眨崭謤债榨宅 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 战湛铡斩栅铡謤湛 眨謤铡栅铡謤铡斩斩榨謤炸`沾崭栅榨宅斋 瞻斋沾铡斩 站謤铡 榨咋謤铡寨铡謥崭謧诈盏崭謧斩斩榨謤 寨铡湛铡謤榨宅崭謧, 湛铡謤闸榨謤 沾崭栅榨宅斩榨謤斋 瞻斋沾铡斩 站謤铡 寨铡斩窄铡湛榨战崭謧沾斩榨謤 寨铡湛铡謤榨宅崭謧 謬 铡盏栅 寨铡斩窄铡湛榨战崭謧沾斩榨謤斋 铡斩崭謤崭辗崭謧诈盏铡斩 铡战湛斋粘铡斩炸 眨斩铡瞻铡湛榨宅崭謧 瞻铡沾铡謤,
5. 寨斋謤铡占榨宅 湛铡謤闸榨謤 沾榨诈崭栅斩榨謤 瞻铡站铡斩铡寨铡斩铡盏斋斩 沾崭栅榨宅斩榨謤炸 瞻铡沾榨沾铡湛榨宅崭謧 謬 栅謤铡斩謥斋謥 宅铡站铡眨崭謧盏斩炸 炸斩湛謤榨宅崭謧 瞻铡沾铡謤,
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. 謪眨湛站榨宅 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
鈻 战崭站崭謤榨謥斩榨宅 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 瞻铡站铡斩铡寨铡斩铡盏斋斩 沾崭栅榨宅斩榨謤 謬 铡盏栅 沾崭栅榨宅斩榨謤斋 斋謤铡眨崭謤债崭謧沾炸 Python-崭謧沾,
鈻 战崭站崭謤榨謥斩榨宅 沾榨债 謩铡斩铡寨崭謧诈盏铡沾闸 湛站盏铡宅斩榨謤斋 沾崭栅榨宅铡站崭謤崭謧沾炸 謬 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 沾崭栅榨宅斩榨謤斋 寨斋謤铡占崭謧沾炸 铡盏栅 湛站盏铡宅斩榨謤斋 瞻斋沾铡斩 站謤铡 寨铡斩窄铡湛榨战崭謧沾斩榨謤 寨铡湛铡謤榨宅崭謧 瞻铡沾铡謤謮
4. Teaching and Learning Styles and Methods
1. 湛榨战铡寨铡斩 栅铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤, 眨崭謤债斩铡寨铡斩 铡辗窄铡湛铡斩謩 瞻铡沾铡寨铡謤眨斋展斩榨謤崭站,
2. 铡斩瞻铡湛铡寨铡斩 崭謧 诈斋沾铡盏斋斩 瞻铡斩毡斩铡謤铡謤铡寨铡斩斩榨謤 崭謧战铡斩崭詹斩榨謤斋斩謮
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩諠 4 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 (20%):
2. 2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩. 瞻榨湛铡咋崭湛铡寨铡斩 铡辗窄铡湛铡斩謩斋 斩榨謤寨铡盏铡謥崭謧沾 諠 4 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 (20%):
3. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 4 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 (20%):
4. 缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩諠 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 (40%)謮
6. Basic Bibliography
  • Bishop, Christopher. Neural Networks for Pattern Recognition. New York, NY: Oxford University Press, 1995.
  • Richard, Peter Hart, and David Stork. Pattern Classification. 2nd ed. New York, NY: Wiley- Interscience, 2000.
  • T., R. Tibshirani, and J. H. Friedman. The Elements of Statistical Learning: Data Mining, Inference and Prediction. New York, NY: Springer, 2001.
  • MacKay, David. Information Theory, Inference, and Learning Algorithms. Cambridge, UK: Cambridge University Press, 2003.
  • Mitchell, Tom. Machine Learning. New York, NY: McGraw-Hill, 1997.
  • Thomas M., and Joy A. Thomas. Elements of Information Theory. New York, NY: Wiley- Interscience, 1991.
7. Main sections of the course
鈼 圆铡盏榨战盏铡斩 崭謧战崭謧謥沾铡斩 斩榨謤铡债崭謧诈盏崭謧斩 (眨榨斩榨謤铡謥斩崭詹 謬 湛铡謤闸榨謤铡寨崭詹 沾崭栅榨宅斩榨謤)
鈼 猿铡崭謧战盏铡斩 蘸謤崭謥榨战斩榨謤
鈼 钥铡宅沾铡斩斋 謫斋宅湛謤崭謧沾
鈼 談铡謤寨崭站盏铡斩 沾崭栅榨宅斩榨謤 謬 诈铡謩斩站铡债 談铡謤寨崭站盏铡斩 沾崭栅榨宅斩榨謤
鈼 猿謤铡謫斋寨铡寨铡斩 沾崭栅榨宅斩榨謤
2-謤栅 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
MANDATORY
0105/谈11
1. Purpose of the Course
鈼 崭謧战铡斩崭詹斩榨謤斋斩 债铡斩崭诈铡謥斩榨宅 蘸铡湛铡瞻铡寨铡斩 蘸謤崭謥榨战斩榨謤斋 湛榨战崭謧诈盏铡斩斩 崭謧 战湛崭窄铡战湛斋寨 站榨謤宅崭謧债崭謧诈盏铡斩 沾榨诈崭栅斩榨謤斋斩, 沾铡战斩铡站崭謤铡蘸榨战, 斩榨謤寨铡盏铡謥斩榨宅 闸謤崭崭謧斩盏铡斩 辗铡謤摘崭謧沾炸, 沾铡謤湛斋斩眨铡宅斩榨謤炸, 沾铡謤寨崭站盏铡斩 蘸謤崭謥榨战斩榨謤炸, 斩寨铡謤铡眨謤榨宅 战湛崭窄铡战湛斋寨 斋斩湛榨眨謤铡宅斋 寨铡占崭謧謥崭謧沾斩 崭謧 曰湛崭盏斋 闸铡斩铡毡謬炸:
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. 斩寨铡謤铡眨謤榨宅 闸謤崭崭謧斩盏铡斩 辗铡謤摘崭謧沾炸, 沾铡謤湛斋斩眨铡宅斩榨謤炸, 沾铡謤寨崭站盏铡斩 蘸謤崭謥榨战斩榨謤炸, 栅謤铡斩謥 瞻斋沾斩铡寨铡斩 瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸,
2. 斩寨铡謤铡眨謤榨宅 战湛崭窄铡战湛斋寨 斋斩湛榨眨謤铡宅斋 寨铡占崭謧謥崭謧沾斩 崭謧 栅謤铡 瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸, 铡辗窄铡湛榨宅 蘸铡謤咋铡眨崭謧盏斩 战湛崭窄铡战湛斋寨 栅斋謫榨謤榨斩謥斋铡宅 瞻铡站铡战铡謤崭謧沾斩榨謤斋 瞻榨湛,
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. 謪眨湛铡眨崭謤债榨宅 蘸铡湛铡瞻铡寨铡斩 蘸謤崭謥榨战斩榨謤炸 沾崭栅榨宅铡站崭謤沾铡斩 窄斩栅斋謤斩榨謤崭謧沾,
4. 謪眨湛铡眨崭謤债榨宅 战湛崭窄铡战湛斋寨 斋斩湛榨眨謤铡宅斩 崭謧 曰湛崭盏斋 闸铡斩铡毡謬炸,
5. 寨铡湛铡謤榨宅 战斋沾崭謧宅盏铡謥斋铡斩榨謤諠 謪眨湛铡眨崭謤债榨宅崭站 瞻铡沾铡寨铡謤眨展铡盏斋斩 謨铡诈榨诈斩榨謤,
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. 謪眨湛站榨宅 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,
7. 站榨謤宅崭謧债榨宅 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
鈼 崭謧战铡斩崭詹斩榨謤斋斩 债铡斩崭诈铡謥斩榨宅 蘸铡湛铡瞻铡寨铡斩 蘸謤崭謥榨战斩榨謤斋 湛榨战崭謧诈盏铡斩斩 崭謧 战湛崭窄铡战湛斋寨 站榨謤宅崭謧债崭謧诈盏铡斩 沾榨诈崭栅斩榨謤斋斩, 沾铡战斩铡站崭謤铡蘸榨战, 斩榨謤寨铡盏铡謥斩榨宅 闸謤崭崭謧斩盏铡斩 辗铡謤摘崭謧沾炸, 沾铡謤湛斋斩眨铡宅斩榨謤炸, 沾铡謤寨崭站盏铡斩 蘸謤崭謥榨战斩榨謤炸, 斩寨铡謤铡眨謤榨宅 战湛崭窄铡战湛斋寨 斋斩湛榨眨謤铡宅斋 寨铡占崭謧謥崭謧沾斩 崭謧 曰湛崭盏斋 闸铡斩铡毡謬炸:
4. Teaching and Learning Styles and Methods
1. 栅铡战铡窄崭战崭謧诈盏崭謧斩,
2. 蘸謤铡寨湛斋寨 铡辗窄铡湛铡斩謩斩榨謤, 謪眨湛铡眨崭謤债榨宅崭站 瞻铡沾铡寨铡謤眨展铡盏斋斩 债謤铡眨謤榨謤炸,
3. 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩 瞻铡沾铡寨铡謤眨展铡盏斋斩 债謤铡眨謤榨謤崭站 謬 眨謤铡寨铡斩崭謧诈盏铡斩 瞻榨湛:
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 6 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 (30%):
2. 曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩諠 6 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 (30%):
3. 缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩諠 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 (40%)謮
6. Basic Bibliography
  • OvidiuCalin, An Informal Introduction toStochastic Calculuswith Applications, World Scientific, 2015.
  • Paolo Baldi, Stochastic Calculus, An Introduction Through Theoryand Exercises, Springer, 2017.
  • Richard Bass, Stochastic Processes, CUP, 2011.
  • Samuel N. Cohen,Robert J. Elliott, Stochastic Calculusand Applications, 2nd Ed., Springer, 2015.
  • Uwe Hassler, Stochastic Processesand Calculus:An Elementary Introductionwith Applications, Springer, 2016.
7. Main sections of the course
鈼 諐湛崭窄铡战湛斋寨 蘸謤崭謥榨战斩榨謤, 炸斩栅瞻铡斩崭謧謤 眨铡詹铡謨铡謤斩榨謤
鈼 圆謤崭崭謧斩盏铡斩 辗铡謤摘崭謧沾
鈼 談铡謤湛斋斩眨铡宅斩榨謤
鈼 談铡謤寨崭站盏铡斩 蘸謤崭謥榨战斩榨謤
鈼 諐湛崭窄铡战湛斋寨 斋斩湛榨眨謤崭謧沾 謬 曰湛崭盏斋 瞻铡辗斋站
鈼 諐湛崭窄铡战湛斋寨 栅斋謫榨謤榨斩謥斋铡宅 瞻铡站铡战铡謤崭謧沾斩榨謤
3-謤栅 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
MANDATORY
0105/谈16
1. Purpose of the Course
崭謧战铡斩崭詹斩榨謤斋斩 债铡斩崭诈铡謥斩榨宅 蘸铡湛寨榨謤斩榨謤斋 沾辗铡寨沾铡斩 (computer vision) 栅铡战铡寨铡斩 崭謧 摘铡沾铡斩铡寨铡寨斋謥 沾榨诈崭栅斩榨謤斋斩, 沾铡战斩铡站崭謤铡蘸榨战諠 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥榨謤崭站 蘸铡湛寨榨謤斩榨謤斋 沾辗铡寨沾铡斩炸謮
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. 湛铡謤闸榨謤铡寨榨宅 蘸铡湛寨榨謤斩榨謤斋 沾辗铡寨沾铡斩 湛铡謤闸榨謤 窄斩栅斋謤斩榨謤炸,
2. 盏崭謧謤铡謩铡斩展盏崭謧謤 窄斩栅謤斋 瞻铡沾铡謤 炸斩湛謤榨宅 宅崭謧债沾铡斩 瞻铡沾铡蘸铡湛铡战窄铡斩 沾崭湛榨謥崭謧沾,
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. 謪眨湛铡眨崭謤债榨宅 蘸铡湛寨榨謤斩榨謤斋 沾辗铡寨沾铡斩 铡宅眨崭謤斋诈沾斩榨謤炸 湛铡謤闸榨謤 斋謤铡寨铡斩 窄斩栅斋謤斩榨謤 宅崭謧债榨宅崭謧 瞻铡沾铡謤謮
3. Description
崭謧战铡斩崭詹斩榨謤斋斩 债铡斩崭诈铡謥斩榨宅 蘸铡湛寨榨謤斩榨謤斋 沾辗铡寨沾铡斩 (computer vision) 栅铡战铡寨铡斩 崭謧 摘铡沾铡斩铡寨铡寨斋謥 沾榨诈崭栅斩榨謤斋斩, 沾铡战斩铡站崭謤铡蘸榨战諠 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥榨謤崭站 蘸铡湛寨榨謤斩榨謤斋 沾辗铡寨沾铡斩炸謮
4. Teaching and Learning Styles and Methods
1. 栅铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤,
2. 眨崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 6 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 (30%):
2. 曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩諠 6 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 (30%):
3. 缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩諠 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 (40%)謮
6. Basic Bibliography
  • R. Gonzalez, and R. Woods. Digital Image Processing, Prentice Hall, Upper Saddle River, N.J., 2008.
  • Forsyth, David, and Jean Ponce. Computer vision: A modern approach. Prentice Hall, 2011.
7. Main sections of the course
1. 栅铡战铡寨铡斩 蘸铡湛寨榨謤斩榨謤斋 沾辗铡寨沾铡斩 沾榨诈崭栅斩榨謤,
2. 蘸铡湛寨榨謤斩榨謤斋 沾辗铡寨崭謧沾諠 謪眨湛站榨宅崭站 窄崭謤炸 崭謧战崭謧謥沾铡斩 沾榨诈崭栅斩榨謤斋謥謮
Chair code Name of the elective course Credits
3-謤栅 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
OPTIONAL
0105/谈17
1. Purpose of the Course
鈻 斩寨铡謤铡眨謤榨宅 蘸铡湛铡瞻铡寨铡斩 诈站榨謤斋 眨榨斩榨謤铡謥沾铡斩, 談崭斩湛榨 钥铡占宅崭盏斋 謬 崭展 蘸铡謤铡沾榨湛謤铡寨铡斩 站斋粘铡寨铡眨謤崭謧诈盏铡斩 瞻斋沾斩铡寨铡斩 沾榨诈崭栅斩榨謤炸,
鈻 湛铡宅 眨斋湛榨宅斋謩斩榨謤 炸斩栅瞻铡斩謤铡謥站铡债 眨债铡盏斋斩 沾崭栅榨宅斩榨謤斋, 沾崭栅榨宅斩榨謤斋 炸斩湛謤崭謧诈盏铡斩 沾铡战斋斩謮
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. 斩寨铡謤铡眨謤榨宅 蘸铡湛铡瞻铡寨铡斩 诈站榨謤斋 眨榨斩榨謤铡謥沾铡斩 沾榨诈崭栅斩榨謤炸,
2. 斩寨铡謤铡眨謤榨宅 崭展 蘸铡謤铡沾榨湛謤铡寨铡斩 站斋粘铡寨铡眨謤崭謧诈盏铡斩 瞻斋沾斩铡寨铡斩 沾榨诈崭栅斩榨謤炸,
3. 瞻铡沾榨沾铡湛榨宅 謬 炸斩湛謤榨宅 瞻铡沾铡蘸铡湛铡战窄铡斩 站斋粘铡寨铡眨謤铡寨铡斩 沾崭栅榨宅炸,
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. 談崭斩湛榨 钥铡占宅崭 战斋沾崭謧宅盏铡謥斋铡斩榨謤斋, Bootstrap 沾榨诈崭栅斋 謪眨斩崭謧诈盏铡沾闸 寨铡湛铡謤榨宅 湛铡謤闸榨謤 瞻铡辗站铡謤寨斩榨謤,
5. 眨斩铡瞻铡湛榨宅 窄湛崭謧诈盏铡斩 謬 闸铡辗窄沾铡斩 謫崭謧斩寨謥斋铡斩榨謤炸諠 铡占铡斩謥 榨斩诈铡栅謤榨宅崭謧, 崭謤 栅謤铡斩謩 斋斩展-崭謤 蘸铡謤铡沾榨湛謤铡寨铡斩 栅铡战斋謥 榨斩,
6. 宅崭謧债榨宅 寨崭斩寨謤榨湛 寨斋謤铡占铡寨铡斩 窄斩栅斋謤斩榨謤 R 宅榨咋站斋 謪眨斩崭謧诈盏铡沾闸,
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. 站榨謤宅崭謧债榨宅 铡占寨铡 窄斩栅斋謤斩榨謤炸, 铡占铡栈铡謤寨榨宅 沾铡诈榨沾铡湛斋寨铡寨铡斩 沾崭栅榨宅斩榨謤, 栅謤铡斩謥 宅崭謧债沾铡斩 榨詹铡斩铡寨斩榨謤謮
3. Description
鈻 斩寨铡謤铡眨謤榨宅 蘸铡湛铡瞻铡寨铡斩 诈站榨謤斋 眨榨斩榨謤铡謥沾铡斩, 談崭斩湛榨 钥铡占宅崭盏斋 謬 崭展 蘸铡謤铡沾榨湛謤铡寨铡斩 站斋粘铡寨铡眨謤崭謧诈盏铡斩 瞻斋沾斩铡寨铡斩 沾榨诈崭栅斩榨謤炸,
鈻 湛铡宅 眨斋湛榨宅斋謩斩榨謤 炸斩栅瞻铡斩謤铡謥站铡债 眨债铡盏斋斩 沾崭栅榨宅斩榨謤斋, 沾崭栅榨宅斩榨謤斋 炸斩湛謤崭謧诈盏铡斩 沾铡战斋斩謮
4. Teaching and Learning Styles and Methods
1. 湛榨战铡寨铡斩 栅铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤, 眨崭謤债斩铡寨铡斩 铡辗窄铡湛铡斩謩 瞻铡沾铡寨铡謤眨斋展斩榨謤崭站,
2. 铡斩瞻铡湛铡寨铡斩/诈斋沾铡盏斋斩 瞻铡斩毡斩铡謤铡謤铡寨铡斩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩諠 4 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 (20%):
2. 2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩諠 4 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 (20%):
3. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 6 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 (30%):
4. 曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩諠 6 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 (30%):
6. Basic Bibliography
  • Larry Wasserman,All of Nonparametric Statistics, Springer Texts in Statistics, Springer, 2006.
  • James Gentle, Wolfgang Hardle, Yuichi Mori, Handbook of Computational Statistics: Concepts and Methods, 2nd Ed., Springer, 2012.
  • Bradley Efron, Trevor Hastie, Computer Age Statistical Inference: Algorithms, Evidence, and Data Science, CUP, 2016.
  • Geof Givens, Jennifer Hoeting, Computational Statistics, Wiley, 2013.
7. Main sections of the course
鈼 諍铡湛铡瞻铡寨铡斩 诈站榨謤斋 眨榨斩榨謤铡謥崭謧沾炸
鈼 談崭斩湛榨 钥铡占宅崭盏斋 沾榨诈崭栅斩榨謤 謬 MCMC
鈼 EM 铡宅眨崭謤斋诈沾炸
鈼 圆铡辗窄沾铡斩 謫崭謧斩寨謥斋铡盏斋,窄湛崭謧诈盏铡斩 謬 站斋粘铡寨铡眨謤铡寨铡斩 謫崭謧斩寨謥斋崭斩铡宅斩榨謤斋 眨斩铡瞻铡湛崭謧沾炸
鈼 Bootstrap 謬 Jackknife
鈼 請詹崭謤寨铡謥崭謧沾 謬 寨崭謤斋咋斩榨謤
鈼 請展 蘸铡謤铡沾榨湛謤铡寨铡斩 占榨眨謤榨战斋铡
鈼 GLM
鈼 談崭栅榨宅斋 炸斩湛謤崭謧诈盏崭謧斩
3-謤栅 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
OPTIONAL
0105/谈17
1. Purpose of the Course
路 战崭站崭謤榨謥斩榨宅 铡沾謤铡蘸斩栅沾铡沾闸 崭謧战崭謧謥沾铡斩 沾崭栅榨宅斩榨謤斋 寨铡占崭謧謥崭謧沾, 斋斩展蘸榨战 斩铡謬 铡盏栅 沾崭栅榨宅斩榨謤斋 斋謤铡眨崭謤债崭謧沾炸 Python-崭謧沾, 栅斋斩铡沾斋寨 债謤铡眨謤铡站崭謤崭謧沾炸 謬 談崭斩湛榨 钥铡占宅崭盏斋 沾榨诈崭栅斩榨謤炸謮
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. 站榨謤铡毡謬铡寨榨謤蘸榨宅 窄斩栅斋謤斩榨謤炸 崭謤蘸榨战 談铡謤寨崭站盏铡斩 崭謤崭辗崭謧沾斩榨謤斋 眨崭謤债炸斩诈铡謥斩榨謤,
2. 寨铡占崭謧謥榨宅 瞻铡沾铡蘸铡湛铡战窄铡斩 铡沾謤铡蘸斩栅沾铡沾闸 崭謧战崭謧謥沾铡斩 沾崭栅榨宅, 崭謤炸 闸斩崭謧诈铡眨謤崭謧沾 乍 沾斋栈铡站铡盏謤炸, 蘸铡謤眨謬铡湛謤崭謧沾 乍 瞻铡沾铡蘸铡湛铡战窄铡斩 展铡謨崭站 寨铡窄站铡债 寨铡湛铡謤站铡债 眨崭謤债崭詹崭謧诈盏崭謧斩斋謥,
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. 謪眨湛铡眨崭謤债榨宅 栅斋斩铡沾斋寨 债謤铡眨謤铡站崭謤崭謧沾諠 崭謤蘸榨战 铡謤栅盏崭謧斩铡闸榨謤铡寨铡斩 寨铡占铡站铡謤沾铡斩 窄斩栅謤斋 铡謤栅盏崭謧斩铡站榨湛 宅崭謧债沾铡斩 沾崭湛榨謥崭謧沾,
4. 謪眨湛铡眨崭謤债榨宅 铡沾謤铡蘸斩栅沾铡沾闸 崭謧战崭謧謥沾铡斩 沾崭栅榨宅斩榨謤 Python-崭站 债謤铡眨謤榨謤 寨铡咋沾榨宅崭謧 謬 铡盏栅 沾崭栅榨宅斋 瞻斋沾铡斩 站謤铡 榨咋謤铡寨铡謥崭謧诈盏崭謧斩斩榨謤 寨铡湛铡謤榨宅崭謧 瞻铡沾铡謤,
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. 站榨謤宅崭謧债榨宅 铡占寨铡 窄斩栅斋謤斩榨謤炸, 铡占铡栈铡謤寨榨宅 沾铡诈榨沾铡湛斋寨铡寨铡斩 沾崭栅榨宅斩榨謤,
6. 謪眨湛站榨宅 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 战崭站崭謤榨謥斩榨宅 铡沾謤铡蘸斩栅沾铡沾闸 崭謧战崭謧謥沾铡斩 沾崭栅榨宅斩榨謤斋 寨铡占崭謧謥崭謧沾, 斋斩展蘸榨战 斩铡謬 铡盏栅 沾崭栅榨宅斩榨謤斋 斋謤铡眨崭謤债崭謧沾炸 Python-崭謧沾, 栅斋斩铡沾斋寨 债謤铡眨謤铡站崭謤崭謧沾炸 謬 談崭斩湛榨 钥铡占宅崭盏斋 沾榨诈崭栅斩榨謤炸謮
4. Teaching and Learning Styles and Methods
1. 栅铡战铡窄崭战崭謧诈盏崭謧斩,
2. 蘸謤铡寨湛斋寨 铡辗窄铡湛铡斩謩斩榨謤, 謪眨湛铡眨崭謤债榨宅崭站 瞻铡沾铡寨铡謤眨展铡盏斋斩 债謤铡眨謤榨謤炸,
3. 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩 瞻铡沾铡寨铡謤眨展铡盏斋斩 债謤铡眨謤榨謤崭站 謬 眨謤铡寨铡斩崭謧诈盏铡斩 瞻榨湛:
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩諠 4 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 (20%):
2. 2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩諠 4 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 (20%):
3. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 6 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 (30%):
4. 曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩諠 6 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 (30%):
6. Basic Bibliography
  • Reinforcement Learning: An Introduction - Sutton and Barto (2018).
  • Algorithms for Reinforcement Learning - Csaba Szepesvari (2010).
  • Reinforcement Learning: Industrial Applications of Intelligent Agents - Phil Winder (2020).
  • Deep Reinforcement Learning Hands-On - Maxim Lapan (2020).
  • Applied Reinforcement Learning with Python - Taweh Beysolow II (2019).
7. Main sections of the course
路 员沾謤铡蘸斩栅沾铡沾闸 崭謧战崭謧謥沾铡斩 窄斩栅斋謤炸
路 圆铡咋沾铡诈謬 铡站铡咋铡寨斩榨謤
路 諑榨謤栈铡站崭謤 談铡謤寨崭站斋 崭謤崭辗沾铡斩 眨崭謤债炸斩诈铡謥斩榨謤炸
路 源斋斩铡沾斋寨 债謤铡眨謤铡站崭謤崭謧沾
路 談崭斩湛榨 钥铡占宅崭盏斋 沾榨诈崭栅斩榨謤
3-謤栅 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
OPTIONAL
0105/谈17
1. Purpose of the Course
鈼 崭謧战铡斩崭詹斩榨謤斋斩 债铡斩崭诈铡謥斩榨宅 站斋粘铡寨铡眨謤崭謧诈盏铡斩 謬 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩, 沾铡战斩铡站崭謤铡蘸榨战諠 窄崭謤斩 崭謧战崭謧謥沾铡斩 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤斋斩 铡占崭詹栈铡蘸铡瞻崭謧诈盏铡斩 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. 毡謬铡寨榨謤蘸榨宅 闸摘辗寨崭謧诈盏铡斩/栅榨詹榨謤斋 铡謤湛铡栅謤崭謧诈盏铡斩 斋謤铡寨铡斩 铡宅眨崭謤斋诈沾铡寨铡斩 窄斩栅斋謤斩榨謤,
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
2. 宅崭謧债榨宅 闸摘辗寨崭謧诈盏铡斩/栅榨詹榨謤斋 铡謤湛铡栅謤崭謧诈盏铡斩 斋謤铡寨铡斩 铡宅眨崭謤斋诈沾铡寨铡斩 窄斩栅斋謤斩榨謤,
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
3. 謪眨湛铡眨崭謤债榨宅 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 謬 站斋粘铡寨铡眨謤崭謧诈盏铡斩 斩崭謤铡眨崭謧盏斩 沾榨诈崭栅斩榨謤炸 站榨謤炸 斩辗站铡债 窄斩栅斋謤斩榨謤斋 宅崭謧债沾铡斩 瞻铡沾铡謤謮
3. Description
鈼 崭謧战铡斩崭詹斩榨謤斋斩 债铡斩崭诈铡謥斩榨宅 站斋粘铡寨铡眨謤崭謧诈盏铡斩 謬 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩, 沾铡战斩铡站崭謤铡蘸榨战諠 窄崭謤斩 崭謧战崭謧謥沾铡斩 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤斋斩 铡占崭詹栈铡蘸铡瞻崭謧诈盏铡斩 沾榨栈謮
4. Teaching and Learning Styles and Methods
1. 栅铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤,
2. 眨崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤,
3. 瞻謤铡站斋謤盏铡宅 栅铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤 崭宅崭謤湛铡盏斋斩 沾铡战斩铡眨榨湛斩榨謤斋 寨崭詹沾斋謥謮
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩諠 4 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 (20%):
2. 2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩諠 4 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 (20%):
3. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 6 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 (30%):
4. 曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩諠 6 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 (30%):
6. Basic Bibliography
  • Miguel A. Hernan, James M. Robins (2019). Causal Inference: What If.
  • Trevor Hastie (2008). The Elements of Statistical Learning.
  • Brady Neal (2020). Introduction to Causal Inference.
  • 諊铡闸铡诈铡寨铡斩 瞻铡站榨宅盏铡宅 湛謤站崭詹 瞻崭栅站铡债斩榨謤 謬 湛榨战铡毡铡盏斩铡眨謤崭謧诈盏崭謧斩斩榨謤:
7. Main sections of the course
諉榨謤铡债崭謧诈盏崭謧斩謮 曰斩展崭站 乍 铡占铡斩毡斩铡瞻铡湛崭謧寨 闸摘辗寨崭謧诈盏崭謧斩炸謮
钥宅斋斩斋寨铡寨铡斩 窄斩铡沾謩; 钥宅斋斩斋寨铡寨铡斩 湛站盏铡宅斩榨謤斋 铡占铡斩毡斩铡瞻铡湛寨崭謧诈盏崭謧斩斩榨謤炸:
諏斋战寨斋 站榨謤宅崭謧债崭謧诈盏崭謧斩 (Risk Stratification):
猿崭盏铡湛謬沾铡斩 站榨謤宅崭謧债崭謧诈盏崭謧斩 (Survival Analysis):
請謧战崭謧謥崭謧沾 铡詹沾崭謧寨 蘸铡謤崭謧斩铡寨崭詹 蘸斋湛铡寨斩榨謤崭站 (Learning with noisy labels):
諃斋站铡斩栅崭謧诈盏铡斩 咋铡謤眨铡謥沾铡斩 站榨謤宅崭謧债崭謧诈盏崭謧斩 (Disease progression and subtyping):
諍铡湛粘铡占铡瞻榨湛謬铡斩謩铡盏斋斩 站榨謤宅崭謧债崭謧诈盏崭謧斩 (Causal Inference):
諒站盏铡宅斩榨謤斋 湛榨詹铡辗铡謤摘 (Dataset Shift):
源榨詹榨謤斋 铡謤湛铡栅謤崭謧诈盏崭謧斩 (瞻謤铡站斋謤站铡债 栅铡战铡窄崭战斩榨謤):
談榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥崭謧沾炸 沾铡沾崭眨謤铡謫斋铡斩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩 沾榨栈:
员談諉 謪謤榨斩謩斩榨謤炸 寨宅斋斩斋寨铡寨铡斩 湛站盏铡宅斩榨謤斋 瞻榨湛 铡辗窄铡湛榨宅崭謧 站榨謤铡闸榨謤盏铡宅 (瞻謤铡站斋謤站铡债 栅铡战铡窄崭战斩榨謤):
3-謤栅 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
OPTIONAL
0105/谈17
1. Purpose of the Course
鈼 斩榨謤寨铡盏铡謥斩榨宅 铡謤湛铡栅謤铡斩謩斋 詹榨寨铡站铡謤斩榨謤斋 瞻斋沾斩铡寨铡斩 蘸铡謤湛铡寨铡斩崭謧诈盏崭謧斩斩榨謤炸,
鈼 战崭站崭謤榨謥斩榨宅 瞻铡謤沾铡謤榨謥斩榨宅 辗崭謧寨铡盏铡站铡謤沾铡斩 瞻榨湛铡咋崭湛崭謧诈盏铡斩 沾榨诈崭栅斩榨謤炸 湛铡謤闸榨謤 湛榨战铡寨斋 铡蘸謤铡斩謩斩榨謤斋 瞻铡沾铡謤,
鈼 战崭站崭謤榨謥斩榨宅 铡謤湛铡栅謤铡斩謩斋 寨铡占铡站铡謤沾铡斩 沾榨栈 謪眨湛铡眨崭謤债站崭詹 瞻斋沾斩铡寨铡斩 辗謤栈铡斩铡寨斩榨謤炸, 瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤炸 謬 沾崭栅榨宅斩榨謤炸,
鈼 战崭站崭謤榨謥斩榨宅 謫斋斩铡斩战铡寨铡斩 蘸宅铡斩铡站崭謤崭謧沾 斩崭謤 铡蘸謤铡斩謩斩榨謤斋 謬 铡謤湛铡栅謤铡斩謩斋 蘸崭謤湛謫榨宅斋 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. 寨铡湛铡謤榨宅 謫斋斩铡斩战铡寨铡斩 蘸宅铡斩铡站崭謤崭謧沾 斩崭謤 铡蘸謤铡斩謩斩榨謤斋 謬 铡謤湛铡栅謤铡斩謩斋 蘸崭謤湛謫榨宅斋 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
2. 寨斋謤铡占榨宅 栅斋咋铡盏斩斋 沾湛铡债崭詹崭謧诈盏崭謧斩炸 铡謤湛铡栅謤铡斩謩斋 寨铡占铡站铡謤沾铡斩 瞻铡沾铡湛榨謩战湛崭謧沾,
3. 謪眨湛铡眨崭謤债榨宅 瞻铡粘铡窄崭謤栅斩榨謤斋 寨铡謤债斋謩炸 铡謤湛铡栅謤铡斩謩斋 寨铡占铡站铡謤沾铡斩 眨崭謤债炸斩诈铡謥斩榨謤崭謧沾,
4. 謪眨湛铡眨崭謤债榨宅 湛铡謤闸榨謤 沾榨诈崭栅斩榨謤諠 斩崭謤 铡蘸謤铡斩謩斩榨謤斋 瞻铡沾铡謤 眨铡詹铡謨铡謤斩榨謤 铡占铡栈铡謥斩榨宅崭謧 瞻铡沾铡謤,
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. 站榨謤宅崭謧债榨宅 铡占寨铡 窄斩栅斋謤斩榨謤炸, 铡占铡栈铡謤寨榨宅 宅崭謧债沾铡斩 沾榨诈崭栅斩榨謤,
6. 謪眨湛站榨宅 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
鈼 斩榨謤寨铡盏铡謥斩榨宅 铡謤湛铡栅謤铡斩謩斋 詹榨寨铡站铡謤斩榨謤斋 瞻斋沾斩铡寨铡斩 蘸铡謤湛铡寨铡斩崭謧诈盏崭謧斩斩榨謤炸,
鈼 战崭站崭謤榨謥斩榨宅 瞻铡謤沾铡謤榨謥斩榨宅 辗崭謧寨铡盏铡站铡謤沾铡斩 瞻榨湛铡咋崭湛崭謧诈盏铡斩 沾榨诈崭栅斩榨謤炸 湛铡謤闸榨謤 湛榨战铡寨斋 铡蘸謤铡斩謩斩榨謤斋 瞻铡沾铡謤,
鈼 战崭站崭謤榨謥斩榨宅 铡謤湛铡栅謤铡斩謩斋 寨铡占铡站铡謤沾铡斩 沾榨栈 謪眨湛铡眨崭謤债站崭詹 瞻斋沾斩铡寨铡斩 辗謤栈铡斩铡寨斩榨謤炸, 瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤炸 謬 沾崭栅榨宅斩榨謤炸,
鈼 战崭站崭謤榨謥斩榨宅 謫斋斩铡斩战铡寨铡斩 蘸宅铡斩铡站崭謤崭謧沾 斩崭謤 铡蘸謤铡斩謩斩榨謤斋 謬 铡謤湛铡栅謤铡斩謩斋 蘸崭謤湛謫榨宅斋 瞻铡沾铡謤謮
4. Teaching and Learning Styles and Methods
1. 栅铡战铡窄崭战崭謧诈盏崭謧斩,
2. 蘸謤铡寨湛斋寨 铡辗窄铡湛铡斩謩斩榨謤, 謪眨湛铡眨崭謤债榨宅崭站 瞻铡沾铡寨铡謤眨展铡盏斋斩 债謤铡眨謤榨謤炸,
3. 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩 瞻铡沾铡寨铡謤眨展铡盏斋斩 债謤铡眨謤榨謤崭站 謬 眨謤铡寨铡斩崭謧诈盏铡斩 瞻榨湛:
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩諠 4 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 (20%):
2. 2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩諠 4 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 (20%):
3. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 6 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 (30%):
4. 曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩諠 6 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 (30%):
6. Basic Bibliography
  • Bruce T. Barkley, Project Management in New Product Development, McGraw-Hill 漏 2008 .
  • Cadogan, John, et al. Cross-cultural and cross-national consumer research, Emerald Publishing Limited, 2015. ProQuest Ebook Central, .
  • Charles H. Noble, Serdar S. Durmusoglu and Abbie Griffin Open Innovation: New Product Development Essentials from the PDMA, John Wiley & Sons 漏 2014. .
7. Main sections of the course
鈼 员蘸謤铡斩謩斋 沾榨斩榨栈榨謤炸 崭謤蘸榨战 炸斩寨榨謤崭謧诈盏崭謧斩崭謧沾 蘸铡辗湛崭斩. 蘸铡謤湛铡寨铡斩崭謧诈盏崭謧斩斩榨謤炸 謬 崭謤铡寨铡站崭謤崭謧沾炸:
鈼 员謤湛铡栅謤铡斩謩斋 瞻铡沾铡謤 眨铡詹铡謨铡謤斩榨謤斋 謬 站铡謤寨铡债斩榨謤斋 沾辗铡寨崭謧沾;
鈼 员謤湛铡栅謤铡斩謩斋 寨铡占铡站铡謤沾铡斩 寨盏铡斩謩斋 謥斋寨宅斋 沾崭栅榨宅炸 謬 铡謤湛铡栅謤铡斩謩斋 眨宅窄铡站崭謤 蘸宅铡斩炸:
鈼 諊崭謧寨铡盏斋 站榨謤宅崭謧债崭謧诈盏崭謧斩 謬 瞻铡粘铡窄崭謤栅斩榨謤斋 寨铡謤债斋謩斩 铡謤湛铡栅謤铡斩謩斋 沾榨斩榨栈榨謤斋 瞻铡沾铡謤:
鈼 源斋咋铡盏斩斋 沾湛铡债崭詹崭謧诈盏崭謧斩炸 铡謤湛铡栅謤铡斩謩斋 寨铡占铡站铡謤沾铡斩 沾榨栈:
鈼 諙斋斩铡斩战斩榨謤 謬 寨铡斩窄铡湛榨战崭謧沾斩榨謤 铡謤湛铡栅謤铡斩謩斋 沾榨斩榨栈榨謤斋 瞻铡沾铡謤:
3-謤栅 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 4 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 2 摘铡沾 眨崭謤债斩铡寨铡斩, 辗铡闸铡诈铡寨铡斩 8 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
OPTIONAL
0105/谈18
1. Purpose of the Course
崭謧战铡斩崭詹斩榨謤斋斩 债铡斩崭诈铡謥斩榨宅 寨榨斩战铡站斋粘铡寨铡眨謤崭謧诈盏铡斩 瞻斋沾斩铡寨铡斩 窄斩栅斋謤斩榨謤斋斩 崭謧 沾榨诈崭栅斩榨謤斋斩謮
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. 湛铡謤闸榨謤榨宅 沾榨诈崭栅斩榨謤斩 崭謧 沾崭栅榨宅斩榨謤炸,
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. 斩榨謤寨铡盏铡謥斩榨宅 湛站盏铡宅 斋謤铡站斋粘铡寨崭謧沾 铡沾榨斩铡瞻铡謤沾铡謤 沾崭栅榨宅斋/沾榨诈崭栅斋 炸斩湛謤崭謧诈盏崭謧斩炸,
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
3. 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謮
3. Description
崭謧战铡斩崭詹斩榨謤斋斩 债铡斩崭诈铡謥斩榨宅 寨榨斩战铡站斋粘铡寨铡眨謤崭謧诈盏铡斩 瞻斋沾斩铡寨铡斩 窄斩栅斋謤斩榨謤斋斩 崭謧 沾榨诈崭栅斩榨謤斋斩謮
4. Teaching and Learning Styles and Methods
1. 栅铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤,
2. 眨崭謤债斩铡寨铡斩 蘸铡謤铡蘸沾崭謧斩謩斩榨謤謮
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩諠 4 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 (20%):
2. 2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩諠 4 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 (20%):
3. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 4 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 (20%):
4. 缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩諠 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 (40%)謮
6. Basic Bibliography
  • B. Rosner, Fundamentals of Biostatistics, Cengage Learning; 7th edition.
  • S. Selvin, A Biostatistics Toolbox for Data Analysis, CUP, 2015.
7. Main sections of the course
諒站盏铡宅斩榨謤斋 瞻铡站铡謩铡眨謤崭謧沾炸, 斩榨謤寨铡盏铡謥崭謧沾斩 崭謧 斩寨铡謤铡眨謤崭謧诈盏崭謧斩炸
諃榨湛铡咋崭湛崭謧诈盏崭謧斩斩榨謤斋 蘸宅铡斩铡站崭謤崭謧沾
諑铡謤寨铡债斩榨謤斋 战湛崭謧眨崭謧沾 诈站铡盏斋斩 謬 寨铡湛榨眨崭謤铡寨铡斩 湛站盏铡宅斩榨謤斋 瞻铡沾铡謤
钥崭謤榨宅铡謥斋崭斩 站榨謤宅崭謧债崭謧诈盏崭謧斩
ANOVA
源斋战蘸榨謤战斋崭斩 站榨謤宅崭謧债崭謧诈盏崭謧斩
猿崭謤债崭斩铡盏斋斩 站榨謤宅崭謧债崭謧诈盏崭謧斩
3-謤栅 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 4 摘铡沾
4 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 8 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
OPTIONAL
0105/谈18
1. Purpose of the Course
鈻 斩寨铡謤铡眨謤榨宅 闸铡盏榨战盏铡斩 沾崭湛榨謥崭謧沾炸 站斋粘铡寨铡眨謤铡寨铡斩 窄斩栅斋謤斩榨謤斋斩 崭謧 湛站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩炸,
鈻 眨铡詹铡謨铡謤 湛铡宅 斩铡窄斩铡寨铡斩 (prior) 闸铡辗窄沾铡斩, 粘辗沾铡謤湛铡斩沾铡斩崭謧诈盏铡斩 铡战湛斋粘铡斩斋 (likelihood) 謬 铡謤湛铡债站铡债 (posterior) 闸铡辗窄沾铡斩 沾铡战斋斩,
鈻 战崭站崭謤榨謥斩榨宅 寨铡占崭謧謥榨宅 闸铡盏榨战盏铡斩 謥铡斩謥榨謤 謬 寨铡湛铡謤榨宅 湛站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏崭謧斩諠 闸铡盏榨战盏铡斩 沾崭湛榨謥崭謧沾崭站謮
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. 寨铡湛铡謤榨宅 闸铡盏榨战盏铡斩 眨斩铡瞻铡湛崭謧沾 湛铡謤闸榨謤 站斋粘铡寨铡眨謤铡寨铡斩 窄斩栅斋謤斩榨謤崭謧沾,
2. 寨铡占崭謧謥榨宅 闸铡盏榨战盏铡斩 謥铡斩謥榨謤,
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
3. 寨铡湛铡謤榨宅 湛站盏铡宅斩榨謤斋 闸铡盏榨战盏铡斩 站榨謤宅崭謧债崭謧诈盏崭謧斩, 沾崭栅榨宅斋 炸斩湛謤崭謧诈盏崭謧斩 謬 眨斩铡瞻铡湛崭謧沾,
4. 宅崭謧债榨宅 湛站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩 寨崭斩寨謤榨湛 寨斋謤铡占铡寨铡斩 窄斩栅斋謤斩榨謤 瞻铡沾铡寨铡謤眨展铡盏斋斩 謨铡诈榨诈斩榨謤斋 謪眨斩崭謧诈盏铡沾闸,
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. 站榨謤宅崭謧债榨宅 铡占寨铡 窄斩栅斋謤斩榨謤炸, 铡占铡栈铡謤寨榨宅 沾铡诈榨沾铡湛斋寨铡寨铡斩 沾崭栅榨宅斩榨謤, 栅謤铡斩謥 宅崭謧债沾铡斩 榨詹铡斩铡寨斩榨謤謮
3. Description
鈻 斩寨铡謤铡眨謤榨宅 闸铡盏榨战盏铡斩 沾崭湛榨謥崭謧沾炸 站斋粘铡寨铡眨謤铡寨铡斩 窄斩栅斋謤斩榨謤斋斩 崭謧 湛站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏铡斩炸,
鈻 眨铡詹铡謨铡謤 湛铡宅 斩铡窄斩铡寨铡斩 (prior) 闸铡辗窄沾铡斩, 粘辗沾铡謤湛铡斩沾铡斩崭謧诈盏铡斩 铡战湛斋粘铡斩斋 (likelihood) 謬 铡謤湛铡债站铡债 (posterior) 闸铡辗窄沾铡斩 沾铡战斋斩,
鈻 战崭站崭謤榨謥斩榨宅 寨铡占崭謧謥榨宅 闸铡盏榨战盏铡斩 謥铡斩謥榨謤 謬 寨铡湛铡謤榨宅 湛站盏铡宅斩榨謤斋 站榨謤宅崭謧债崭謧诈盏崭謧斩諠 闸铡盏榨战盏铡斩 沾崭湛榨謥崭謧沾崭站謮
4. Teaching and Learning Styles and Methods
諒榨战铡寨铡斩 栅铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤, 眨崭謤债斩铡寨铡斩 铡辗窄铡湛铡斩謩 瞻铡沾铡寨铡謤眨斋展斩榨謤崭站:
员斩瞻铡湛铡寨铡斩/诈斋沾铡盏斋斩 瞻铡斩毡斩铡謤铡謤铡寨铡斩斩榨謤斋 寨铡湛铡謤崭謧沾:
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 1-斋斩 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩諠 4 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 (20%):
2. 2-謤栅 炸斩诈铡謥斋寨 謩斩斩崭謧诈盏崭謧斩諠 4 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 (20%):
3. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 4 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 (20%):
4. 缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩諠 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 (40%)謮
6. Basic Bibliography
  • William Bolstad, James Curran, Introduction to Bayesian Statistics, 3rd Ed., Wiley, 2017.
  • Peter Lee, Bayesian Statistics, an introduction, Wiley, 2012.
  • Jean-Michel Marin, Christian P. Robert, Bayesian Essentials with R, 2nd Ed, Springer, 2014.
  • Peter Congdon, Applied Bayesian Modelling, Wiley, 2014.
  • Andrew Gelman, John Carlin et al, Bayesian Data Analysis, 3rd Ed., CRC Press, 2014.
  • Allen B. Downey, Think Bayes, O鈥橰eilly, 2013.
  • Adnan Darwiche, Modeling and Reasoning with Bayesian Networks, CUP, 2009.
7. Main sections of the course
鈼 圆铡盏榨战盏铡斩 眨斩铡瞻铡湛崭謧沾 栅斋战寨謤榨湛 蘸铡湛铡瞻铡寨铡斩 沾榨债崭謧诈盏崭謧斩斩榨謤斋 瞻铡沾铡謤
鈼 圆铡盏榨战盏铡斩 眨斩铡瞻铡湛崭謧沾 斩崭謤沾铡宅 闸铡辗窄沾铡斩 瞻铡沾铡謤
鈼 圆铡盏榨战盏铡斩 沾崭湛榨謥崭謧沾 站铡謤寨铡债斩榨謤斋 战湛崭謧眨沾铡斩炸
鈼 圆铡盏榨战盏铡斩 眨斩铡瞻铡湛崭謧沾 占榨眨謤榨战斋铡盏斋 瞻铡沾铡謤
鈼 諃斋榨謤铡謤窄斋寨 沾崭栅榨宅斩榨謤
鈼 圆铡盏榨战盏铡斩 謥铡斩謥榨謤 (Bayes Networks)
鈼 圆铡盏榨战盏铡斩 崭展蘸铡謤铡沾榨湛謤斋寨 眨斩铡瞻铡湛崭謧沾
鈼 怨站铡盏斋斩 闸铡盏榨战盏铡斩 沾榨诈崭栅斩榨謤
3-謤栅 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
OPTIONAL
0105/谈19
1. Purpose of the Course
鈼 斩榨謤寨铡盏铡謥斩榨宅 诈站铡盏斋斩 铡咋栅铡斩辗铡斩斋 沾辗铡寨沾铡斩 湛榨战崭謧诈盏铡斩 瞻斋沾崭謧斩謩斩榨謤炸, 諙崭謧謤斋榨斋 毡謬铡謨崭窄崭謧诈盏崭謧斩炸, 謫斋宅湛謤榨謤斋 寨铡占崭謧謥站铡债謩炸, 謩斩斩铡謤寨榨宅 诈站铡盏斋斩 謫斋宅湛謤榨謤斋 斩铡窄铡眨债崭謧沾斩 崭謧 斋謤铡寨铡斩铡謥崭謧沾炸: 諘眨湛铡眨崭謤债榨宅崭站 债謤铡眨謤铡盏斋斩 謨铡诈榨诈斩榨謤諠 斩榨謤寨铡盏铡謥斩榨宅 斩铡謬 诈站铡盏斋斩 铡咋栅铡斩辗铡斩斋 沾辗铡寨沾铡斩 湛榨战崭謧诈盏铡斩 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. 斩寨铡謤铡眨謤榨宅 诈站铡盏斋斩 謫斋宅湛謤榨謤斋 謬 湛铡謤闸榨謤铡寨铡盏斋斩 瞻铡站铡战铡謤崭謧沾斩榨謤斋 寨铡蘸炸,
2. 斩榨謤寨铡盏铡謥斩榨宅 諙崭謧謤斋榨斋 毡謬铡謨崭窄崭謧诈盏崭謧斩炸 謬 斩謤铡 瞻铡寨铡栅铡謤毡炸,
3. 闸铡謥铡湛謤榨宅 諙崭謧謤斋榨斋 栅斋战寨謤榨湛 毡謬铡謨崭窄崭謧诈盏铡斩 战寨咋闸崭謧斩謩斩榨謤炸,
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. 寨斋謤铡占榨宅 瞻铡盏湛斩斋 謫斋宅湛謤榨謤斩 炸战湛 斋謤榨斩謥 铡占铡斩毡斩铡瞻铡湛寨崭謧诈盏崭謧斩斩榨謤斋 湛站盏铡宅斩榨謤斋 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,
5. 謪眨湛铡眨崭謤债榨宅 战湛崭窄铡战湛斋寨 铡咋栅铡斩辗铡斩斩榨謤斋 諙崭謧謤斋榨斋 铡斩铡宅斋咋炸,
6. 寨斋謤铡占榨宅 债謤铡眨謤铡盏斋 謨铡诈榨诈斩榨謤 诈站铡盏斋斩 站榨謤宅崭謧债崭謧诈盏铡斩 窄斩栅斋謤斩榨謤崭謧沾,
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. 謪眨湛站榨宅 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:
3. Description
鈼 斩榨謤寨铡盏铡謥斩榨宅 诈站铡盏斋斩 铡咋栅铡斩辗铡斩斋 沾辗铡寨沾铡斩 湛榨战崭謧诈盏铡斩 瞻斋沾崭謧斩謩斩榨謤炸, 諙崭謧謤斋榨斋 毡謬铡謨崭窄崭謧诈盏崭謧斩炸, 謫斋宅湛謤榨謤斋 寨铡占崭謧謥站铡债謩炸, 謩斩斩铡謤寨榨宅 诈站铡盏斋斩 謫斋宅湛謤榨謤斋 斩铡窄铡眨债崭謧沾斩 崭謧 斋謤铡寨铡斩铡謥崭謧沾炸: 諘眨湛铡眨崭謤债榨宅崭站 债謤铡眨謤铡盏斋斩 謨铡诈榨诈斩榨謤諠 斩榨謤寨铡盏铡謥斩榨宅 斩铡謬 诈站铡盏斋斩 铡咋栅铡斩辗铡斩斋 沾辗铡寨沾铡斩 湛榨战崭謧诈盏铡斩 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. 栅铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤,
2. 窄沾闸铡盏斋斩 铡辗窄铡湛铡斩謩,
3. 铡斩瞻铡湛铡寨铡斩 铡辗窄铡湛铡斩謩謮
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 6 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 (30%):
2. 曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩諠 6 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 (30%):
3. 缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩諠 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 (40%)謮
6. Basic Bibliography
  • V. Oppenheim and R. W. Schafer, Discrete Time Signal Processing, 2nd Edition, 1998, Prentice Hall.
  • S. K. Mitra, McGraw-Hill, Digital Signal Processing: A Computer-Based Approach, Third edition, 2006.
  • M. Hays, McGraw-Hill, Schaum's Outline of Digital Signal Processing, 1999.
7. Main sections of the course
鈼 源斋战寨謤榨湛 眨债铡盏斋斩 瞻铡沾铡寨铡謤眨榨謤斋 斩榨謤铡债崭謧诈盏崭謧斩
鈼 諙崭謧謤斋榨斋 毡謬铡謨崭窄崭謧诈盏崭謧斩
鈼 諙崭謧謤斋榨斋 栅斋战寨謤榨湛 毡謬铡謨崭窄崭謧诈盏崭謧斩
鈼 諙崭謧謤斋榨斋 铡謤铡眨 毡謬铡謨崭窄崭謧诈盏崭謧斩
鈼 諑榨謤栈铡站崭謤 謬 铡斩站榨謤栈 铡咋栅铡斩辗铡斩铡盏斋斩 蘸铡湛铡战窄铡斩斋 (FIR, IIR) 謫斋宅湛謤榨謤
3-謤栅 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
OPTIONAL
0105/谈19
1. Purpose of the Course
路 湛謤铡沾铡栅謤榨宅 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 眨謤铡謫斩榨謤斋 站謤铡 瞻斋沾斩站铡债 斩榨謤寨铡盏铡謥崭謧沾斩榨謤斋 窄崭謤炸 蘸铡湛寨榨謤铡謥崭謧沾,
路 崭謧战铡斩崭詹斩榨謤斋斩 咋斋斩榨宅 斋謤铡寨铡斩 铡辗窄铡謤瞻斋 窄斩栅斋謤斩榨謤 宅崭謧债榨宅崭謧 寨铡謤崭詹崭謧诈盏铡沾闸諠 謪眨湛铡眨崭謤债榨宅崭站 眨謤铡謫铡盏斋斩 铡宅眨崭謤斋诈沾斩榨謤 謬 湛榨窄斩斋寨铡斩榨謤,
路 寨斋謤铡占榨宅 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 眨崭謤债斋謩斩榨謤諠 战崭謥斋铡宅铡寨铡斩, 湛榨窄斩崭宅崭眨斋铡寨铡斩 謬 寨榨斩战铡瞻铡沾铡寨铡謤眨榨謤斋 沾榨债 眨謤铡謫斩榨謤斋謥 蘸铡湛寨榨謤铡謥崭謧沾斩榨謤 战湛铡斩铡宅崭謧 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. 铡謤栅盏崭謧斩铡站榨湛 站榨謤宅崭謧债榨宅 謬 沾榨寨斩铡闸铡斩榨宅 眨謤铡謫斩榨謤斋 湛站盏铡宅斩榨謤斋 寨铡占崭謧謥站铡债謩斩榨謤炸,
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. 斋謤铡寨铡斩铡謥斩榨宅 眨謤铡謫 斩榨盏謤崭斩铡盏斋斩 謥铡斩謥榨謤 (GNN) 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 湛铡謤闸榨謤 窄斩栅斋謤斩榨謤斋 瞻铡沾铡謤,
3. 眨斩铡瞻铡湛榨宅 謬 炸斩湛謤榨宅 眨謤铡謫斩榨謤斋 站謤铡 瞻斋沾斩站铡债 瞻铡沾铡蘸铡湛铡战窄铡斩 湛榨窄斩斋寨铡斩榨謤 瞻铡湛崭謧寨 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤斋 瞻铡沾铡謤:
3. Description
路 湛謤铡沾铡栅謤榨宅 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 眨謤铡謫斩榨謤斋 站謤铡 瞻斋沾斩站铡债 斩榨謤寨铡盏铡謥崭謧沾斩榨謤斋 窄崭謤炸 蘸铡湛寨榨謤铡謥崭謧沾,
路 崭謧战铡斩崭詹斩榨謤斋斩 咋斋斩榨宅 斋謤铡寨铡斩 铡辗窄铡謤瞻斋 窄斩栅斋謤斩榨謤 宅崭謧债榨宅崭謧 寨铡謤崭詹崭謧诈盏铡沾闸諠 謪眨湛铡眨崭謤债榨宅崭站 眨謤铡謫铡盏斋斩 铡宅眨崭謤斋诈沾斩榨謤 謬 湛榨窄斩斋寨铡斩榨謤,
路 寨斋謤铡占榨宅 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 眨崭謤债斋謩斩榨謤諠 战崭謥斋铡宅铡寨铡斩, 湛榨窄斩崭宅崭眨斋铡寨铡斩 謬 寨榨斩战铡瞻铡沾铡寨铡謤眨榨謤斋 沾榨债 眨謤铡謫斩榨謤斋謥 蘸铡湛寨榨謤铡謥崭謧沾斩榨謤 战湛铡斩铡宅崭謧 瞻铡沾铡謤:
4. Teaching and Learning Styles and Methods
1. 湛榨战铡寨铡斩 栅铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤, 眨崭謤债斩铡寨铡斩 铡辗窄铡湛铡斩謩 瞻铡沾铡寨铡謤眨斋展斩榨謤崭站,
2. 铡斩瞻铡湛铡寨铡斩/诈斋沾铡盏斋斩 瞻铡斩毡斩铡謤铡謤铡寨铡斩斩榨謤斋 寨铡湛铡謤崭謧沾謮
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 6 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 (30%):
2. 曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩諠 6 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 (30%):
3. 缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩諠 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 (40%)謮
6. Basic Bibliography
  • Graph Representation Learning , William L. Hamilton, 2020.
  • Networks, Crowds, and Markets: Reasoning About a Highly Connected World , David Easley and Jon Kleinberg, 2010.
  • Network Science , Albert-L谩szl贸 Barab谩si, 2016.
7. Main sections of the course
路 猿謤铡謫铡盏斋斩 談榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 斩榨謤铡债崭謧诈盏崭謧斩
路 猿謤铡謫斩榨謤斋 站謤铡 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 栅铡战铡寨铡斩 沾榨诈崭栅斩榨謤
路 猿铡眨铡诈斩榨謤斋 斩榨謤寨铡盏铡謥崭謧沾斩榨謤
路 钥铡蘸榨謤斋 站榨謤宅崭謧债崭謧诈盏崭謧斩: PageRank
路 諍斋湛铡寨斩榨謤斋 湛铡謤铡债崭謧沾 眨铡眨铡诈斩榨謤斋 栅铡战铡寨铡謤眨沾铡斩 瞻铡沾铡謤
路 猿謤铡謫铡盏斋斩 斩榨盏謤斩铡盏斋斩 謥铡斩謥榨謤 1: GNN 沾崭栅榨宅炸
路 猿謤铡謫铡盏斋斩 斩榨盏謤斩铡盏斋斩 謥铡斩謥榨謤 2: 斩榨謤寨铡盏铡謥沾铡斩 湛铡謤铡债崭謧诈盏崭謧斩炸
路 猿謤铡謫铡盏斋斩 斩榨盏謤斩铡盏斋斩 謥铡斩謥榨謤斋 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤
路 猿謤铡謫铡盏斋斩 斩榨盏謤斩铡盏斋斩 謥铡斩謥榨謤斋 湛榨战崭謧诈盏崭謧斩炸
路 猿斋湛榨宅斋謩斩榨謤斋 眨謤铡謫斋 斩榨謤寨铡盏铡謥崭謧沾斩榨謤
路 源铡湛崭詹崭謧诈盏崭謧斩斩榨謤 眨斋湛榨宅斋謩斩榨謤斋 眨謤铡謫斋 站謤铡
路 员沾榨斩铡瞻铡粘铡窄 榨斩诈铡眨謤铡謫斩榨謤斋 崭謤崭斩崭謧沾 GNN-榨謤崭站
路 諃铡沾铡盏斩謩斋 寨铡占崭謧謥站铡债謩斩榨謤 謥铡斩謥榨謤崭謧沾
路 越崭謤炸 战湛榨詹债铡眨崭謤债 沾崭栅榨宅斩榨謤 眨謤铡謫斩榨謤斋 瞻铡沾铡謤
路 GNN-榨謤斋 宅謤铡謥崭謧謥斋展 眨宅崭謧窄斩榨謤
3-謤栅 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
OPTIONAL
0105/谈19
1. Purpose of the Course
鈼 战崭站崭謤榨謥斩榨宅 寨铡占崭謧謥榨宅 员圆 瞻铡沾铡寨铡謤眨榨謤, 崭謤崭斩謩 寨铡謤崭詹 榨斩 蘸宅铡斩铡站崭謤榨宅, 湛謤铡沾铡闸铡斩榨宅, 謪眨湛铡眨崭謤债榨宅 眨崭謤债斋謩斩榨謤, 蘸铡瞻蘸铡斩榨宅 瞻斋辗崭詹崭謧诈盏崭謧斩 謬 斋斩謩斩崭謧謤崭謧盏斩 斋謤铡寨铡斩铡謥斩榨宅 闸铡咋沾铡謨崭謧宅 铡占铡栈铡栅謤铡斩謩斩榨謤,
鈼 战崭站崭謤榨謥斩榨宅 寨铡占崭謧謥榨宅 寨铡占崭謧謥榨宅 铡沾闸崭詹栈铡寨铡斩 眨崭謤债铡寨铡宅铡寨铡斩 瞻铡沾铡寨铡謤眨榨謤, 崭謤崭斩謩 崭謧斩铡寨 榨斩 宅崭謧债榨宅 闸铡謤栅, 斋謤铡寨铡斩 铡辗窄铡謤瞻斋 窄斩栅斋謤斩榨謤諠 謪眨湛铡眨崭謤债榨宅崭站 眨崭謤债斋謩斩榨謤斋 斋斩湛榨眨謤崭謧沾, 湛榨詹榨寨铡湛站崭謧诈盏铡斩 崭謤崭斩崭謧沾 (retrieval), 蘸宅铡斩铡站崭謤崭謧沾 謬 闸铡咋沾铡眨崭謤债铡寨铡宅 瞻铡沾铡眨崭謤债铡寨謥崭謧诈盏崭謧斩謮
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. 寨斋謤铡占榨宅 湛謤铡沾铡闸铡斩沾铡斩 謬 蘸宅铡斩铡站崭謤沾铡斩 占铡咋沾铡站铡謤崭謧诈盏崭謧斩斩榨謤,
2. 眨斩铡瞻铡湛榨宅 眨崭謤债铡寨铡宅斩榨謤斋 粘辗眨謤湛崭謧诈盏崭謧斩炸, 寨铡盏崭謧斩崭謧诈盏崭謧斩炸 謬 债铡窄战榨謤炸,
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. 寨铡占崭謧謥榨宅 LLM-斋 站謤铡 瞻斋沾斩站铡债 眨崭謤债铡寨铡宅斩榨謤諠 眨崭謤债斋謩斩榨謤斋 謪眨湛铡眨崭謤债沾铡斩 謬 瞻斋辗崭詹崭謧诈盏铡斩 瞻斩铡謤铡站崭謤崭謧诈盏崭謧斩斩榨謤崭站,
4. 斩榨謤栅斩榨宅 崭謤崭斩沾铡斩 沾斋栈崭謥崭站 瞻铡沾铡宅謤站铡债 (RAG) 謬 眨斋湛榨宅斋謩斋 站謤铡 瞻斋沾斩站铡债 眨崭謤债铡寨铡宅斩榨謤,
5. 寨铡占崭謧謥榨宅 闸铡咋沾铡眨崭謤债铡寨铡宅 瞻铡沾铡寨铡謤眨榨謤 謬 謪謤寨榨战湛謤铡謥斋铡斩榨謤,
6. 斩榨謤栅斩榨宅 沾铡战辗湛铡闸铡站崭謤站崭詹 謬 瞻崭謧战铡宅斋 眨崭謤债铡寨铡宅铡寨铡斩 瞻铡沾铡寨铡謤眨榨謤 铡謤湛铡栅謤铡寨铡斩 沾斋栈铡站铡盏謤崭謧沾,
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. 寨铡占崭謧謥榨宅 謬 斩榨謤寨铡盏铡謥斩榨宅 瞻铡辗站榨湛站崭謧诈盏崭謧斩斩榨謤, 蘸謤榨咋榨斩湛铡謥斋铡斩榨謤 謬 站斋咋崭謧铡宅斋咋铡謥斋铡斩榨謤, 崭謤崭斩謩 瞻铡战寨铡斩铡宅斋 毡謬崭站 謨崭窄铡斩謥崭謧沾 榨斩 沾铡诈榨沾铡湛斋寨铡寨铡斩 沾崭栅榨宅斩榨謤斋 铡謤栅盏崭謧斩謩斩榨謤炸 崭展-沾铡战斩铡眨榨湛 宅战铡謤铡斩斋斩謮
3. Description
鈼 战崭站崭謤榨謥斩榨宅 寨铡占崭謧謥榨宅 员圆 瞻铡沾铡寨铡謤眨榨謤, 崭謤崭斩謩 寨铡謤崭詹 榨斩 蘸宅铡斩铡站崭謤榨宅, 湛謤铡沾铡闸铡斩榨宅, 謪眨湛铡眨崭謤债榨宅 眨崭謤债斋謩斩榨謤, 蘸铡瞻蘸铡斩榨宅 瞻斋辗崭詹崭謧诈盏崭謧斩 謬 斋斩謩斩崭謧謤崭謧盏斩 斋謤铡寨铡斩铡謥斩榨宅 闸铡咋沾铡謨崭謧宅 铡占铡栈铡栅謤铡斩謩斩榨謤,
鈼 战崭站崭謤榨謥斩榨宅 寨铡占崭謧謥榨宅 寨铡占崭謧謥榨宅 铡沾闸崭詹栈铡寨铡斩 眨崭謤债铡寨铡宅铡寨铡斩 瞻铡沾铡寨铡謤眨榨謤, 崭謤崭斩謩 崭謧斩铡寨 榨斩 宅崭謧债榨宅 闸铡謤栅, 斋謤铡寨铡斩 铡辗窄铡謤瞻斋 窄斩栅斋謤斩榨謤諠 謪眨湛铡眨崭謤债榨宅崭站 眨崭謤债斋謩斩榨謤斋 斋斩湛榨眨謤崭謧沾, 湛榨詹榨寨铡湛站崭謧诈盏铡斩 崭謤崭斩崭謧沾 (retrieval), 蘸宅铡斩铡站崭謤崭謧沾 謬 闸铡咋沾铡眨崭謤债铡寨铡宅 瞻铡沾铡眨崭謤债铡寨謥崭謧诈盏崭謧斩謮
4. Teaching and Learning Styles and Methods
1. 栅铡战铡窄崭战崭謧诈盏崭謧斩,
2. 蘸謤铡寨湛斋寨 铡辗窄铡湛铡斩謩斩榨謤, 謪眨湛铡眨崭謤债榨宅崭站 瞻铡沾铡寨铡謤眨展铡盏斋斩 债謤铡眨謤榨謤炸,
3. 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩 瞻铡沾铡寨铡謤眨展铡盏斋斩 债謤铡眨謤榨謤崭站 謬 眨謤铡寨铡斩崭謧诈盏铡斩 瞻榨湛:
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 6 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 (30%):
2. 曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩諠 6 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 (30%):
3. 缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩諠 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 (40%)謮
6. Basic Bibliography
  • Micheal Lanham, AI Agents in Action, Manning, 2025.
  • Ken Huang, ed., Agentic AI: Theories and Practices, Springer, 2025.
  • Mayo Oshin, Nuno Campos, Learning LangChain, O鈥橰eilly, 2025.
7. Main sections of the course
鈼 LLM 眨崭謤债铡寨铡宅斩榨謤斋 瞻斋沾崭謧斩謩斩榨謤炸:
鈼 猿崭謤债铡寨铡宅斩榨謤斋 斩铡窄铡眨债沾铡斩 斩沾崭謧辗斩榨謤:
鈼 猿崭謤债斋謩斩榨謤斋 謪眨湛铡眨崭謤债崭謧沾 謬 API 斋斩湛榨眨謤崭謧沾:
鈼 請謤崭斩沾铡斩 沾斋栈崭謥崭站 瞻铡沾铡宅謤站铡债 眨崭謤债铡寨铡宅斩榨謤 (RAG):
鈼 諃斋辗崭詹崭謧诈盏铡斩 瞻铡沾铡寨铡謤眨榨謤:
鈼 諍宅铡斩铡站崭謤崭謧沾 謬 铡占铡栈铡栅謤铡斩謩斩榨謤斋 沾铡战斩铡湛崭謧沾:
鈼 员斩栅謤铡栅铡謤毡 謬 斋斩謩斩铡寨铡湛铡謤榨宅铡眨崭謤债崭謧沾:
鈼 圆铡咋沾铡眨崭謤债铡寨铡宅 瞻铡沾铡寨铡謤眨榨謤:
鈼 曰斩謩斩铡站铡謤 铡辗窄铡湛铡斩謩铡盏斋斩 瞻崭战謩榨謤:
鈼 猿崭謤债铡寨铡宅铡寨铡斩 瞻铡沾铡寨铡謤眨榨謤斋 眨斩铡瞻铡湛崭謧沾:
鈼 员斩站湛铡斩眨崭謧诈盏崭謧斩, 瞻铡沾铡蘸铡湛铡战窄铡斩榨謥崭謧沾 謬 铡謤眨榨宅铡蘸铡湛斩榨辗斩榨謤:
鈼 諃铡沾铡寨铡謤眨榨謤 謬 榨斩诈铡寨铡占崭謧謥站铡债謩斩榨謤:
鈼 员占铡栈铡栅榨沾 诈榨沾铡斩榨謤:
3-謤栅 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
OPTIONAL
0105/谈19
1. Purpose of the Course
路 湛謤铡沾铡栅謤榨宅 眨斋湛榨宅斋謩斩榨謤 謬 眨崭謤债斋謩斩榨謤諠 铡辗窄铡湛榨宅崭謧 铡謤瞻榨战湛铡寨铡斩 闸铡斩铡寨铡斩崭謧诈盏铡斩 眨榨斩榨謤铡湛斋站 沾崭栅榨宅斩榨謤斋 瞻榨湛:
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. 瞻铡战寨铡斩铡宅 眨榨斩榨謤铡湛斋站 员圆 沾崭栅榨宅斩榨謤斋 瞻斋沾崭謧斩謩斩榨謤炸,
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. 宅崭謧债榨宅 湛榨窄斩斋寨铡寨铡斩 窄斩栅斋謤斩榨謤 謬 战湛榨詹债榨宅 斩铡窄铡眨债榨謤,
3. 炸斩湛謤榨宅 瞻铡沾铡蘸铡湛铡战窄铡斩 沾榨诈崭栅斩榨謤 謬 眨崭謤债斋謩斩榨謤,
4. 寨斋謤铡占榨宅 眨榨斩榨謤铡湛斋站 员圆-斩 湛铡謤闸榨謤 崭宅崭謤湛斩榨謤崭謧沾,
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. 謪眨湛站榨宅 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 湛謤铡沾铡栅謤榨宅 眨斋湛榨宅斋謩斩榨謤 謬 眨崭謤债斋謩斩榨謤諠 铡辗窄铡湛榨宅崭謧 铡謤瞻榨战湛铡寨铡斩 闸铡斩铡寨铡斩崭謧诈盏铡斩 眨榨斩榨謤铡湛斋站 沾崭栅榨宅斩榨謤斋 瞻榨湛:
4. Teaching and Learning Styles and Methods
1. 湛榨战铡寨铡斩 栅铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤, 眨崭謤债斩铡寨铡斩 铡辗窄铡湛铡斩謩 瞻铡沾铡寨铡謤眨斋展斩榨謤崭站,
2. 铡斩瞻铡湛铡寨铡斩 崭謧 诈斋沾铡盏斋斩 瞻铡斩毡斩铡謤铡謤铡寨铡斩斩榨謤 崭謧战铡斩崭詹斩榨謤斋斩謮
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 6 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 (30%):
2. 曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩諠 6 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 (30%):
3. 缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩諠 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 (40%)謮
6. Basic Bibliography
  • Oksendal, Bernt. Stochastic differential equations: an introduction with applications. Springer Science & Business Media, 2013.
  • Shreve, Steven E. Stochastic calculus for finance II: Continuous-time models. Vol. 11. New York: springer, 2004.
  • Ho, Jonathan, Ajay Jain, and Pieter Abbeel. "Denoising diffusion probabilistic models." Advances in neural information processing systems 33 (2020): 6840-6851.
  • Song, Jiaming, Chenlin Meng, and Stefano Ermon. "Denoising diffusion implicit models." arXiv preprint arXiv:2010.02502 (2020).
  • Song, Yang, et al. "Score-based generative modeling through stochastic differential equations." arXiv preprint arXiv:2011.13456 (2020).
  • Karras, Tero, et al. "Elucidating the design space of diffusion-based generative models." Advances in neural information processing systems 35 (2022): 26565-26577.
  • Lipman, Yaron, et al. "Flow matching for generative modeling." arXiv preprint arXiv:2210.02747 (2022).
7. Main sections of the course
路 KL-Divergence and Variational Auto-Encoders
路 Diffusion models: DDPM, DDIM
路 Applications: Stable Diffusion
路 Score Matching with Langevin Dynamics
路 Markov Chain Monte Carlo
路 Hamiltonian Monte Carlo and Langevin Dynamics
路 Score Matching: Denoising Score Matching (additionally)
路 Score-based generative modeling with Stochastic Differential Equations
路 Sampling with Probability Flow ODE
路 EDM Framework and the Universality Property of Diffusion Models
路 Flow Matching and the Connection with Diffusion Models
3-謤栅 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
OPTIONAL
0105/谈19
1. Purpose of the Course
鈼 斩榨謤寨铡盏铡謥斩榨宅 沾崭栅榨宅斩榨謤 謬 铡宅眨崭謤斋诈沾斩榨謤, 崭謤崭斩謩 铡斩瞻謤铡摘榨辗湛 榨斩 闸斩铡寨铡斩 宅榨咋站斋 沾辗铡寨沾铡斩 崭宅崭謤湛崭謧沾 湛榨謩战湛铡盏斋斩 湛站盏铡宅斩榨謤斋 铡站湛崭沾铡湛铡謥站铡债 沾辗铡寨沾铡斩 瞻铡沾铡謤, 斋斩展蘸榨战 斩铡謬 眨斋湛榨宅斋謩斩榨謤斋 铡站湛崭沾铡湛铡謥站铡债 铡謤栅盏崭謧斩铡瞻铡斩沾铡斩 謬 謨铡战湛铡诈詹诈榨謤斋 铡站湛崭沾铡湛铡謥站铡债 栅铡战铡寨铡謤眨沾铡斩 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. 斩寨铡謤铡眨謤榨宅 NLP- 斋斩 闸斩崭謤崭辗 窄斩栅斋謤斩榨謤炸,
2. 眨斩铡瞻铡湛榨宅 NLP- 斋 站謤铡 瞻斋沾斩站铡债 瞻铡沾铡寨铡謤眨榨謤炸,
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. 寨铡占崭謧謥榨宅 闸铡謤毡謤 沾铡寨铡謤栅铡寨斋 沾辗铡寨沾铡斩 辗詹诈铡斩榨謤諠 謪眨湛铡眨崭謤债榨宅崭站 NLP-斋 瞻斋沾斩铡寨铡斩 湛铡謤謤榨謤炸,
4. 炸斩湛謤榨宅 宅崭謧债崭謧沾斩榨謤 NLP-斋 湛斋蘸斋寨 榨斩诈铡窄斩栅斋謤斩榨謤斋 瞻铡沾铡謤,
5. 站榨謤宅崭謧债榨宅 NLP- 斋 窄斩栅斋謤斩榨謤炸 謬 湛謤崭瞻榨宅 铡盏斩 铡斩寨铡窄 闸铡詹铡栅謤斋展斩榨謤斋,
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. 湛謤崭瞻榨宅 窄斩栅斋謤斩榨謤炸 榨斩诈铡窄斩栅斋謤斩榨謤斋,
7. 铡謤栅盏崭謧斩铡站榨湛 寨斋謤铡占榨宅 瞻铡沾铡寨铡謤眨展铡盏斋斩 瞻沾湛崭謧诈盏崭謧斩斩榨謤炸:
3. Description
鈼 斩榨謤寨铡盏铡謥斩榨宅 沾崭栅榨宅斩榨謤 謬 铡宅眨崭謤斋诈沾斩榨謤, 崭謤崭斩謩 铡斩瞻謤铡摘榨辗湛 榨斩 闸斩铡寨铡斩 宅榨咋站斋 沾辗铡寨沾铡斩 崭宅崭謤湛崭謧沾 湛榨謩战湛铡盏斋斩 湛站盏铡宅斩榨謤斋 铡站湛崭沾铡湛铡謥站铡债 沾辗铡寨沾铡斩 瞻铡沾铡謤, 斋斩展蘸榨战 斩铡謬 眨斋湛榨宅斋謩斩榨謤斋 铡站湛崭沾铡湛铡謥站铡债 铡謤栅盏崭謧斩铡瞻铡斩沾铡斩 謬 謨铡战湛铡诈詹诈榨謤斋 铡站湛崭沾铡湛铡謥站铡债 栅铡战铡寨铡謤眨沾铡斩 瞻铡沾铡謤:
4. Teaching and Learning Styles and Methods
1. 諒榨战铡寨铡斩 栅铡战铡窄崭战崭謧诈盏崭謧斩斩榨謤, 眨崭謤债斩铡寨铡斩 铡辗窄铡湛铡斩謩 瞻铡沾铡寨铡謤眨斋展斩榨謤崭站,
2. 铡斩瞻铡湛铡寨铡斩/诈斋沾铡盏斋斩 瞻铡斩毡斩铡謤铡謤铡寨铡斩斩榨謤斋 寨铡湛铡謤崭謧沾:
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 6 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 (30%):
2. 曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩諠 6 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 (30%):
3. 缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩諠 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 (40%)謮
6. Basic Bibliography
  • M. Rajman editor, "Speech and Language Engineering", EPFL Press, 2006.
  • Daniel Jurafsky and James H, Martin, "Speech and Language Processing", Prentice Hall, 2008 (2nd edition).
  • Christopher D. Manning and Hinrich Sch眉tze, "Foundations of Statistical Natural Language Processing", MIT Press, 2000.
  • Christopher D. Manning, Prabhakar Raghavan and Hinrich Sch眉tze, Introduction to Information Retrieval, Cambridge University Press. 2008.
  • Nitin Indurkhya and Fred J. Damerau editors, "Handbook of Natural Language Processing", CRC Press, 2010 (2nd edition).
7. Main sections of the course
鈼 諒榨謩战湛铡盏斋斩 湛站盏铡宅斩榨謤斋 铡站湛崭沾铡湛铡謥站铡债 沾辗铡寨沾铡斩 沾崭栅榨宅斩榨謤 榨謧 铡宅眨崭謤斋诈沾斩榨謤
鈼 约榨咋站铡闸铡斩铡寨铡斩 粘铡謤湛铡謤铡眨斋湛崭謧诈盏崭謧斩
鈼 猿斋湛榨宅斋謩斩榨謤斋 铡站湛崭沾铡湛铡謥站铡债 铡謤栅盏崭謧斩铡瞻铡斩崭謧沾
鈼 論铡战湛铡诈詹诈榨謤斋 铡站湛崭沾铡湛铡謥站铡债 栅铡战铡寨铡謤眨崭謧沾
鈼 諒榨謩战湛铡盏斋斩 湛站盏铡宅斩榨謤斋 铡謤湛铡謥崭宅崭謧沾
3-謤栅 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 栅铡战铡窄崭战崭謧诈盏崭謧斩, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
OPTIONAL
0105/谈19
1. Purpose of the Course
源铡战铡站铡斩栅榨宅 謫斋斩铡斩战铡寨铡斩 斋斩摘榨斩榨謤斋铡盏斋 謬 謫斋斩铡斩战铡寨铡斩 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 瞻斋沾斩铡謤铡謤 眨铡詹铡謨铡謤斩榨謤炸, 债铡斩崭诈铡謥斩榨宅 摘铡沾铡斩铡寨铡寨斋謥 謫斋斩铡斩战铡寨铡斩 辗崭謧寨铡斩榨謤斋斩 謬 眨崭謤债斋謩斩榨謤斋斩, 蘸崭謤湛謫榨宅铡盏斋斩 湛榨战崭謧诈盏铡斩炸, 占斋战寨斋 謩铡斩铡寨铡寨铡斩 展铡謨崭謧沾斩榨謤斋斩, 摘铡沾铡斩铡寨铡盏斋斩 辗铡謤謩榨謤斋 沾崭栅榨宅铡站崭謤沾铡斩炸 謬 謪蘸湛斋沾斋咋铡謥斋崭斩 沾榨诈崭栅斩榨謤斋斩, 斋斩展蘸榨战 斩铡謬 謥崭謧謥铡栅謤榨宅 栅謤铡斩謥 寨斋謤铡占崭謧沾炸 Python-斋 沾斋栈崭謥崭站 斋謤铡寨铡斩 謫斋斩铡斩战铡寨铡斩 湛站盏铡宅斩榨謤斋 站謤铡諠 铡蘸铡瞻崭站榨宅崭站 诈榨諞 湛榨战铡寨铡斩, 诈榨諞 眨崭謤债斩铡寨铡斩 蘸铡湛謤铡战湛站铡债崭謧诈盏崭謧斩謮
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. 瞻铡战寨铡斩铡宅 謫斋斩铡斩战铡寨铡斩 辗崭謧寨铡斩榨謤斋 瞻斋沾斩铡寨铡斩 寨铡占崭謧謥站铡债謩炸, 瞻斋沾斩铡寨铡斩 铡寨湛斋站斩榨謤斋 (铡寨謥斋铡斩榨謤, 蘸铡謤湛铡湛崭沾战榨謤, 铡謤摘崭謧诈铡盏斋斩 咋崭謧盏眨榨謤, 寨謤斋蘸湛崭铡寨湛斋站斩榨謤) 闸斩崭謧诈铡眨謤榨謤炸 謬 占斋战寨-站榨謤铡栅铡謤毡 謨崭窄咋斋栈崭謧沾炸,
2. 斩寨铡謤铡眨謤榨宅 栅铡战铡寨铡斩 蘸崭謤湛謫榨宅铡盏斋斩 湛榨战崭謧诈盏铡斩 (Markowitz-盏铡斩 沾崭栅榨宅, 铡謤栅盏崭謧斩铡站榨湛 战铡瞻沾铡斩, 战铡瞻沾铡斩铡謨铡寨崭謧沾斩榨謤崭站 謪蘸湛斋沾铡宅铡謥崭謧沾) 瞻斋沾斩铡寨铡斩 栅謤崭謧盏诈斩榨謤炸 謬 栅謤铡斩謥 战铡瞻沾铡斩铡謨铡寨崭謧沾斩榨謤炸 斋謤铡寨铡斩 辗崭謧寨铡斩榨謤崭謧沾
3. 斩榨謤寨铡盏铡謥斩榨宅 摘铡沾铡斩铡寨铡盏斋斩 辗铡謤謩榨謤斋 瞻斋沾斩铡寨铡斩 沾崭栅榨宅斩榨謤炸 (ARIMA, GARCH 謬 铡盏宅謩) 謬 栅謤铡斩謥 寨斋謤铡占崭謧诈盏崭謧斩炸 謫斋斩铡斩战铡寨铡斩 湛站盏铡宅斩榨謤斋 站謤铡 (謫斋斩铡斩战铡寨铡斩 占斋战寨斋 謬 寨铡斩窄铡湛榨战沾铡斩 窄斩栅斋謤斩榨謤崭謧沾)
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. Python-崭謧沾 斩榨謤闸榨占斩榨宅, 沾辗铡寨榨宅 謬 沾铡謩謤榨宅 湛铡謤闸榨謤 湛榨战铡寨斋 謫斋斩铡斩战铡寨铡斩 湛站盏铡宅斩榨謤
5. 瞻铡辗站铡謤寨榨宅 謬 站斋咋崭謧铡宅铡謥斩榨宅 瞻斋沾斩铡寨铡斩 謥崭謧謥铡斩斋辗斩榨謤炸諠 榨寨铡沾湛铡盏斩崭謧诈盏崭謧斩, 湛铡湛铡斩崭謧沾铡盏斩崭謧诈盏崭謧斩, 寨崭謤榨宅铡謥斋崭斩 沾铡湛謤斋謥, 蘸崭謤湛謫榨宅斋 PnL 謬 铡盏宅斩,
6. 毡謬铡寨榨謤蘸榨宅 謬 宅崭謧债榨宅 蘸崭謤湛謫榨宅铡盏斋斩 謪蘸湛斋沾铡宅铡謥沾铡斩 蘸铡謤咋 窄斩栅斋謤斩榨謤諠 謪眨湛铡眨崭謤债榨宅崭站 寨崭斩站榨謩战 謪蘸湛斋沾斋咋铡謥斋铡盏斋 眨謤铡栅铡謤铡斩斩榨謤,
7. 寨铡占崭謧謥榨宅 謬 眨斩铡瞻铡湛榨宅 瞻斋沾斩铡寨铡斩 寨铡斩窄铡湛榨战崭詹 沾崭栅榨宅斩榨謤 摘铡沾铡斩铡寨铡盏斋斩 辗铡謤謩榨謤斋 瞻铡沾铡謤, 瞻铡沾榨沾铡湛榨宅 闸铡咋铡盏斋斩 謬 铡站榨宅斋 铡占铡栈铡栅榨沾 沾崭湛榨謥崭謧沾斩榨謤炸,
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
8. 站榨謤宅崭謧债榨宅 闸铡謤栅 寨斋謤铡占铡寨铡斩 窄斩栅斋謤斩榨謤炸, 栅謤铡斩謩 站榨謤铡毡謬铡寨榨謤蘸榨宅 崭謤蘸榨战 沾铡诈榨沾铡湛斋寨铡寨铡斩/站斋粘铡寨铡眨謤铡寨铡斩 沾崭栅榨宅铡站崭謤沾铡斩 窄斩栅斋謤斩榨謤,
9. 寨铡占崭謧謥榨宅 謬 斩榨謤寨铡盏铡謥斩榨宅 瞻铡辗站榨湛站崭謧诈盏崭謧斩斩榨謤, 蘸謤榨咋榨斩湛铡謥斋铡斩榨謤 謬 站斋咋崭謧铡宅斋咋铡謥斋铡斩榨謤, 崭謤崭斩謩 瞻铡战寨铡斩铡宅斋 毡謬崭站 謨崭窄铡斩謥崭謧沾 榨斩 沾铡诈榨沾铡湛斋寨铡寨铡斩 沾崭栅榨宅斩榨謤斋 铡謤栅盏崭謧斩謩斩榨謤炸 崭展-沾铡战斩铡眨榨湛 宅战铡謤铡斩斋斩謮
3. Description
源铡战铡站铡斩栅榨宅 謫斋斩铡斩战铡寨铡斩 斋斩摘榨斩榨謤斋铡盏斋 謬 謫斋斩铡斩战铡寨铡斩 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 瞻斋沾斩铡謤铡謤 眨铡詹铡謨铡謤斩榨謤炸, 债铡斩崭诈铡謥斩榨宅 摘铡沾铡斩铡寨铡寨斋謥 謫斋斩铡斩战铡寨铡斩 辗崭謧寨铡斩榨謤斋斩 謬 眨崭謤债斋謩斩榨謤斋斩, 蘸崭謤湛謫榨宅铡盏斋斩 湛榨战崭謧诈盏铡斩炸, 占斋战寨斋 謩铡斩铡寨铡寨铡斩 展铡謨崭謧沾斩榨謤斋斩, 摘铡沾铡斩铡寨铡盏斋斩 辗铡謤謩榨謤斋 沾崭栅榨宅铡站崭謤沾铡斩炸 謬 謪蘸湛斋沾斋咋铡謥斋崭斩 沾榨诈崭栅斩榨謤斋斩, 斋斩展蘸榨战 斩铡謬 謥崭謧謥铡栅謤榨宅 栅謤铡斩謥 寨斋謤铡占崭謧沾炸 Python-斋 沾斋栈崭謥崭站 斋謤铡寨铡斩 謫斋斩铡斩战铡寨铡斩 湛站盏铡宅斩榨謤斋 站謤铡諠 铡蘸铡瞻崭站榨宅崭站 诈榨諞 湛榨战铡寨铡斩, 诈榨諞 眨崭謤债斩铡寨铡斩 蘸铡湛謤铡战湛站铡债崭謧诈盏崭謧斩謮
4. Teaching and Learning Styles and Methods
1. 栅铡战铡窄崭战崭謧诈盏崭謧斩,
2. 蘸謤铡寨湛斋寨 铡辗窄铡湛铡斩謩斩榨謤, 謪眨湛铡眨崭謤债榨宅崭站 瞻铡沾铡寨铡謤眨展铡盏斋斩 债謤铡眨謤榨謤炸,
3. 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩 瞻铡沾铡寨铡謤眨展铡盏斋斩 债謤铡眨謤榨謤崭站 謬 眨謤铡寨铡斩崭謧诈盏铡斩 瞻榨湛:
5. Evaluation Methods and Criteria
源铡战炸斩诈铡謥炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
1. 愿斩诈铡謥斋寨 战湛崭謧眨崭謧沾(斩榨謤)諠 6 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 (30%):
2. 曰斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩諠 6 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 (30%):
3. 缘咋謤铡謨铡寨斋展 謩斩斩崭謧诈盏崭謧斩諠 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 (40%)謮
6. Basic Bibliography
  • Tsay, R. S. Analysis of Financial Time Series (3rd ed.), Wiley, 2010.
  • L贸pez de Prado, M. Advances in Financial Machine Learning, Wiley, 2018.
  • Chan, E. P. Algorithmic Trading: Winning Strategies and Their Rationale (2nd ed.), Wiley, 2013.
  • Meucci, A. Risk and Asset Allocation, Springer, 2005.
  • Hyndman, R. J., & Athanasopoulos, G. Forecasting: Principles and Practice (3rd ed.), OTexts, 2021.
7. Main sections of the course
鈼 諙斋斩铡斩战铡寨铡斩 辗崭謧寨铡斩榨謤斋 謬 铡寨湛斋站斩榨謤斋 斩榨謤铡债铡寨铡斩 铡寨斩铡謤寨 (辗崭謧寨铡盏斋 寨铡占崭謧謥站铡债謩, 铡寨湛斋站斩榨謤斋 湛榨战铡寨斩榨謤, 瞻斋沾斩铡寨铡斩 瞻铡战寨铡謥崭謧诈盏崭謧斩斩榨謤)
鈼 諙斋斩铡斩战铡寨铡斩 湛站盏铡宅斩榨謤斋 蘸铡湛謤铡战湛崭謧沾 謬 斩铡窄铡沾辗铡寨崭謧沾
鈼 源铡战铡寨铡斩 蘸崭謤湛謫榨宅铡盏斋斩 湛榨战崭謧诈盏崭謧斩 謬 寨崭斩站榨謩战 謪蘸湛斋沾斋咋铡謥斋铡
鈼 院铡沾铡斩铡寨铡盏斋斩 辗铡謤謩榨謤斋 栅铡战铡寨铡斩 沾崭栅榨宅斩榨謤斋 謬 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 沾榨诈崭栅斩榨謤斋 寨斋謤铡占崭謧诈盏崭謧斩 謫斋斩铡斩战崭謧沾
鈼 諏斋战寨斋 謩铡斩铡寨铡寨铡斩 眨斩铡瞻铡湛崭謧沾, 談崭斩湛榨 钥铡占宅崭盏斋 战斋沾崭謧宅盏铡謥斋铡斩榨謤 謬 战謥榨斩铡謤铡盏斋斩 站榨謤宅崭謧债崭謧诈盏崭謧斩
鈼 院铡沾铡斩铡寨铡盏斋斩 辗铡謤謩斋 瞻斋沾斩铡盏斋斩 沾崭栅榨宅斩榨謤斋 (Time Series Foundation Model) 眨铡詹铡謨铡謤炸 謬 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤炸 謫斋斩铡斩战铡寨铡斩 辗崭謧寨铡斩榨謤崭謧沾

Other educational modules

Chair code Name of the course Credits
1-斋斩 寨斋战铡沾盏铡寨
约战铡謤铡斩铡盏斋斩 摘铡沾榨謤-辗铡闸铡诈铡寨铡斩 2 摘铡沾
2 摘铡沾 战榨沾斋斩铡謤, 辗铡闸铡诈铡寨铡斩 4 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
MANDATORY
0105/谈20
1. Purpose of the Course
路 斩榨謤寨铡盏铡謥斩榨宅 瞻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 瞻斋沾崭謧斩謩斩榨謤炸,
路 战崭站崭謤榨謥斩榨宅 湛站盏铡宅斩榨謤斋 蘸铡湛寨榨謤沾铡斩 瞻斋沾崭謧斩謩斩榨謤炸,
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 铡謤栅斋 崭謧詹詹崭謧诈盏崭謧斩斩榨謤斋斩,
路 謥崭謧盏謥 湛铡宅 战湛铡謥站铡债 眨斋湛榨宅斋謩斩榨謤斋 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤斋 辗謤栈铡斩铡寨炸 諃铡盏铡战湛铡斩盏铡斩 炸斩寨榨謤崭謧诈盏崭謧斩斩榨謤崭謧沾,
路 瞻斩铡謤铡站崭謤崭謧诈盏崭謧斩 战湛榨詹债榨宅 斋斩栅崭謧战湛謤斋铡盏斋 斩榨謤寨铡盏铡謥崭謧謥斋展斩榨謤斋 窄斩栅斋謤斩榨謤斋斩 债铡斩崭诈铡斩铡宅崭謧 謬 斩謤铡斩謥 窄斩栅斋謤斩榨謤斋 站謤铡 铡辗窄铡湛榨宅崭謧:
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. 蘸铡湛寨榨謤榨宅 闸铡謤栅 寨铡占崭謧謥站铡债謩 崭謧斩榨謥崭詹 湛站盏铡宅斩榨謤炸 瞻铡战寨铡斩铡宅斋 榨詹铡斩铡寨崭站,
2. 謪眨湛铡眨崭謤债榨宅 瞻铡站铡斩铡寨铡斩崭謧诈盏崭謧斩斩榨謤斋 湛榨战崭謧诈盏崭謧斩炸 站斋粘铡寨铡眨謤崭謧诈盏铡斩 謬 沾榨謩榨斩铡盏铡寨铡斩 崭謧战崭謧謥沾铡斩 沾榨栈,
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. 謪眨湛铡眨崭謤债榨宅 Matplotlib 謨铡诈榨诈炸 湛站盏铡宅斩榨謤炸 蘸铡湛寨榨謤榨宅崭謧 瞻铡沾铡謤,
4. 瞻铡辗站榨宅 湛铡謤铡湛榨战铡寨 斋謤铡栅铡謤毡崭謧诈盏崭謧斩斩榨謤斋 瞻铡站铡斩铡寨铡斩崭謧诈盏崭謧斩炸:
3. Description
路 斩榨謤寨铡盏铡謥斩榨宅 瞻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 瞻斋沾崭謧斩謩斩榨謤炸,
路 战崭站崭謤榨謥斩榨宅 湛站盏铡宅斩榨謤斋 蘸铡湛寨榨謤沾铡斩 瞻斋沾崭謧斩謩斩榨謤炸,
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 铡謤栅斋 崭謧詹詹崭謧诈盏崭謧斩斩榨謤斋斩,
路 謥崭謧盏謥 湛铡宅 战湛铡謥站铡债 眨斋湛榨宅斋謩斩榨謤斋 寨斋謤铡占崭謧诈盏崭謧斩斩榨謤斋 辗謤栈铡斩铡寨炸 諃铡盏铡战湛铡斩盏铡斩 炸斩寨榨謤崭謧诈盏崭謧斩斩榨謤崭謧沾,
路 瞻斩铡謤铡站崭謤崭謧诈盏崭謧斩 战湛榨詹债榨宅 斋斩栅崭謧战湛謤斋铡盏斋 斩榨謤寨铡盏铡謥崭謧謥斋展斩榨謤斋 窄斩栅斋謤斩榨謤斋斩 债铡斩崭诈铡斩铡宅崭謧 謬 斩謤铡斩謥 窄斩栅斋謤斩榨謤斋 站謤铡 铡辗窄铡湛榨宅崭謧:
4. Teaching and Learning Styles and Methods
1. 諉榨謤寨铡盏铡謥崭謧沾斩榨謤 - Power point 斩盏崭謧诈榨謤崭站
2. 猿崭謤债斩铡寨铡斩 铡辗窄铡湛铡斩謩斩榨謤 - 瞻铡沾铡寨铡謤眨展铡盏斋斩 宅战铡謤铡斩斩榨謤崭謧沾
5. Evaluation Methods and Criteria
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諠 20 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: 諐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:
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
6 辗铡闸铡诈
180 摘铡沾 斋斩謩斩崭謧謤崭謧盏斩 铡辗窄铡湛铡斩謩
MANDATORY
0105/谈24
1. Purpose of the Course
諉蘸铡战湛榨宅 崭謧战铡斩崭詹斋斩 蘸謤铡寨湛斋寨 窄斩栅斋謤斩榨謤 宅崭謧债榨宅崭謧斩 謬 铡辗窄铡湛铡斩謩斋 铡斩謥斩榨宅崭謧斩:
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. 寨铡占崭謧謥榨宅 铡宅眨崭謤斋诈沾斩榨謤 蘸謤铡寨湛斋寨铡盏斋 辗謤栈铡斩铡寨崭謧沾 宅崭謧债崭謧沾 蘸铡瞻铡斩栈崭詹 窄斩栅斋謤斩榨謤斋 瞻铡沾铡謤,
2. 寨斋謤铡占榨宅 湛榨战铡寨铡斩 眨斋湛榨宅斋謩斩榨謤炸 湛站盏铡宅 铡宅眨崭謤斋诈沾斋 宅铡站铡謤寨沾铡斩 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
3. 沾辗铡寨榨宅 湛站盏铡宅斩榨謤斩 铡咋铡湛站榨宅崭謧 铡詹沾崭謧寨 蘸铡謤崭謧斩铡寨崭詹 湛站盏铡宅斩榨謤斋謥,
4. 蘸铡瞻蘸铡斩榨宅 战湛铡謥站铡债 湛站盏铡宅斩榨謤斩 謪眨湛铡眨崭謤债沾铡斩 謬 寨斋謤铡占沾铡斩 瞻铡沾铡謤 铡站榨宅斋 瞻铡謤沾铡謤站榨湛 謫崭謤沾铡湛崭站,
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. 铡占斩展站榨宅崭站 謬 瞻铡沾铡眨崭謤债铡寨謥榨宅崭站 湛铡謤闸榨謤 沾铡謤栅寨铡斩謥 瞻榨湛 宅崭謧债榨宅 铡占铡栈铡栅謤站铡债 窄斩栅斋謤炸:
3. Description
諉蘸铡战湛榨宅 崭謧战铡斩崭詹斋斩 蘸謤铡寨湛斋寨 窄斩栅斋謤斩榨謤 宅崭謧债榨宅崭謧斩 謬 铡辗窄铡湛铡斩謩斋 铡斩謥斩榨宅崭謧斩:
4. Teaching and Learning Styles and Methods
1. 諉榨謤寨铡盏铡謥崭謧沾斩榨謤 - Power point 斩盏崭謧诈榨謤崭站,
2. 猿崭謤债斩铡寨铡斩 铡辗窄铡湛铡斩謩斩榨謤 - 瞻铡沾铡寨铡謤眨展铡盏斋斩 宅战铡謤铡斩斩榨謤崭謧沾:
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 謪謤铡眨斋謤炸:
6. Basic Bibliography
  • Krisp
  • Picsart
  • 0Web
  • Podcastle
  • VMware
  • WebbFontaine
  • Wolfram Research
  • WorldQuant
  • Intent.ai
7. Main sections of the course
钥铡咋沾铡寨榨謤蘸崭謧诈盏铡斩 寨崭詹沾斋謥 湛謤站铡债 沾铡战斩铡眨斋湛铡寨铡斩 瞻铡斩毡斩铡謤铡謤崭謧诈盏崭謧斩斩榨謤斋 斋謤铡寨铡斩铡謥崭謧沾諠 铡斩瞻謤铡摘榨辗湛崭謧诈盏铡斩 栅榨蘸謩崭謧沾 寨铡咋沾铡寨榨謤蘸崭謧诈盏铡斩 謨崭謤毡铡占崭謧 斩榨謤寨铡盏铡謥崭謧謥展斋 謪眨斩崭謧诈盏铡沾闸謮
4-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 720 摘铡沾
MANDATORY
0105/谈25
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 窄斩栅謤斋斩 铡占斩展站崭詹 眨謤铡寨铡斩崭謧诈盏铡斩 瞻榨湛,
路 崭謧詹詹崭謤栅榨宅 崭謧战铡斩崭詹斋斩 湛站盏铡宅 窄斩栅謤斋 宅崭謧债沾铡斩 瞻铡沾铡謤 铡斩瞻謤铡摘榨辗湛 铡宅眨崭謤斋诈沾斩榨謤斋 謬 湛站盏铡宅斩榨謤斋 瞻铡站铡謩铡眨謤沾铡斩 謬 栅謤铡斩謥 寨斋謤铡占沾铡斩 辗斩崭謤瞻斋站 窄斩栅斋謤炸 宅崭謧债榨宅崭謧斩,
路 战崭站崭謤榨謥斩榨宅 战湛铡謥站铡债 铡謤栅盏崭謧斩謩炸 眨謤铡眨榨湛 辗铡謤铡栅謤榨宅,
路 咋铡謤眨铡謥斩榨宅 铡謤栅盏崭謧斩謩斋 斩榨謤寨铡盏铡謥沾铡斩 瞻沾湛崭謧诈盏崭謧斩斩榨謤炸:
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. 瞻铡站铡謩铡眨謤榨宅 謬 沾铡謩謤榨宅 湛站盏铡宅斩榨謤炸,
2. 沾辗铡寨榨宅 铡宅眨崭謤斋诈沾斩榨謤 湛站盏铡宅 窄斩栅謤斋 宅崭謧债沾铡斩 瞻铡沾铡謤,
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
3. 寨铡湛铡謤榨宅 瞻榨湛铡咋崭湛铡寨铡斩 铡辗窄铡湛铡斩謩,
4. 斩榨謤寨铡盏铡謥斩榨宅 斋謤 寨崭詹沾斋謥 战湛铡謥站铡债 铡謤栅盏崭謧斩謩斩榨謤炸,
5. 謪眨湛站榨宅 眨謤铡寨铡斩崭謧诈盏崭謧斩斋謥:
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 窄斩栅謤斋斩 铡占斩展站崭詹 眨謤铡寨铡斩崭謧诈盏铡斩 瞻榨湛,
路 崭謧詹詹崭謤栅榨宅 崭謧战铡斩崭詹斋斩 湛站盏铡宅 窄斩栅謤斋 宅崭謧债沾铡斩 瞻铡沾铡謤 铡斩瞻謤铡摘榨辗湛 铡宅眨崭謤斋诈沾斩榨謤斋 謬 湛站盏铡宅斩榨謤斋 瞻铡站铡謩铡眨謤沾铡斩 謬 栅謤铡斩謥 寨斋謤铡占沾铡斩 辗斩崭謤瞻斋站 窄斩栅斋謤炸 宅崭謧债榨宅崭謧斩,
路 战崭站崭謤榨謥斩榨宅 战湛铡謥站铡债 铡謤栅盏崭謧斩謩炸 眨謤铡眨榨湛 辗铡謤铡栅謤榨宅,
路 咋铡謤眨铡謥斩榨宅 铡謤栅盏崭謧斩謩斋 斩榨謤寨铡盏铡謥沾铡斩 瞻沾湛崭謧诈盏崭謧斩斩榨謤炸:
4. Evaluation Methods and Criteria
怨榨咋炸 眨斩铡瞻铡湛站崭謧沾 乍 铡占铡站榨宅铡眨崭謧盏斩炸 20 沾斋铡站崭謤.
怨榨咋炸 眨斩铡瞻铡湛榨宅斋战 瞻铡辗站斋 寨铡占斩站榨斩 瞻榨湛謬盏铡宅 闸铡詹铡栅謤斋展斩榨謤炸.
1. 曰斩謩斩崭謧謤崭謧盏斩崭謧诈盏崭謧斩
2. 諉崭謤崭謧盏诈
3. 諄謬铡寨榨謤沾蘸铡斩 崭謤铡寨
4. 諉榨謤寨铡盏铡謥沾铡斩 崭謤铡寨
5. 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
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