Teaching@M3Nets
Our group offers several courses at Beihang University (listed by academic year):
| Linear Algebra@SGE (Winter 2021/2020/2019):
- Matrices, elimination, inverse, transpose
- Vector Spaces, four subspaces, basis, dimension, rank
- Graphs, Kirchhoffs laws
- Orthogonality, Least squares, determinants, cofactors
- Eigenvalues, Diagonalizations, postive definite
- Matrix similarity, SVD
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| Introduction to Computer Science and Programming@SGE (Winter 2021/2020/2019/2018/2017):
- Python, variables, datatypes, control flow structures
- Functions, recursion, divide and conquer
- Sorting algorithms, comparison-based sorting, counting-based sorting
- Searching with tree structures, red-black trees
- Hashing and collision avoidance strategies
- Graphs and graph algorithms
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| Data Management and Artificial Intelligence@SGE (Summer 2022/2021/2010/2019/2018):
- Files, external storage
- Relational databases, usage, indexing
- Visualization in Python
- XML and the Semantic Web
- AI and General Game Playing
- Supervised and unsupervised learning, neural networks
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