(Day 103) Knowledge Graphs

Ivan Ivanov · April 13, 2024

Hello :) Today is Day 103!

A quick summary of today:

  • continued with XCS224W: ML with Graphs and covered 2/3rds of module 5: Knowledge Graphs

1st part is about ML with Heterogeneous graphs, and 2nd part is about Knowledge Graph embeddings.

ML with Heterogeneous graphs

Covered topics: heterogeneous graph,s Relational GCNs, benchmarks for heterogeneous graphs, Heterogeneous Graph Transformers, designing, heterogeneous GNNs

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Knowledge Graph embeddings

Covered topics: why do we need KGs, KG completion task, connectivity patterns in KGs, TransE, TransR, DistMult, ComplEx, KG embeddings in practice

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That is all for today!

See you tomorrow :)