Keep Growing
CIL7 Generative Models CIL7 Generative Models
Generative Models generate what? according to given data, generate new data like them. methods? variational autoencode
2019-07-18 Learning Notes
Machine Learning
CIL6 Neural Network CIL6 Neural Network
Composition layer neurons/units input weight activation function output $x^{(l)}=\sigma^{(l)}(W^{(l)}x^{(l-1)})$​ n
2019-07-17 Learning Notes
Machine Learning
CN5 Generating function CN5 Generating function
Aims make statements about the properties of a network if we only know the degree distribution properties of generating
2019-07-17 Learning Notes
Graph Complex System
CN4 Small-world networks CN4 Small-world networks
Aims learn what is the small-world network: small diameter and large clustering coefficient. learn how to generate such
2019-07-16 Learning Notes
Graph Complex System
CIL5 Data Clustering CIL5 Data Clustering
Vector Quantizationassign vectors to some groups, denoted by the centroids. Methods: K-means, Mixture Model. K-Means $k$
2019-07-15 Learning Notes
Machine Learning
CN3 Ensemble perspective CN3 Ensemble perspective
Aims: graph theory: micro-/macro perspective ensemble perspective random graph models empirical examples Questions For
2019-07-12 Learning Notes
Graph Complex System
CN2 Network Essentials CN2 Network Essentials
Basic Knowledge of networkQuestions Define the average shortest path length of a network the sum of the shortest path be
2019-07-11 Learning Notes
Graph Complex System
CIL4 Word Embeddings CIL4 Word Embeddings
MotivationUsing vector as the symbol to represent words, which can capture their meaning in some way. the advantage of
2019-07-10 Learning Notes
Machine Learning
CN1 Introduction to Complex Network CN1 Introduction to Complex Network
MotivationObjectives network perspective on complex systems examples for complex networks Questions what does the com
2019-07-09 Learning Notes
Graph Complex System
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