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Skill Topic ยท Cinematic

๐Ÿ•ธ๏ธ Graph Neural Networks

Deep Learning Series #49 โ€” Non-Euclidean Data! GCN, GAT, Message Passing! Graphs pe deep learning โ€”โ€ฆ

Overview
๐ŸŒŸ

๐Ÿ•ธ๏ธ Graph Neural Networks โ€” Quick Facts

๐Ÿ“Œ

Variant: Key Idea

๐ŸŽฏ

GCN: Spectral convolution

โšก

GAT: Attention weights

๐Ÿ”‘

GraphSAGE: Sampling + aggregation

Topic 1
๐ŸŒ

๐Ÿ’ก GNN Kya Hai?

๐ŸŒ ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ GRAPH NEURAL NETWORKS โ”‚ โ”‚ โ”‚โ€ฆ
Topic 2
๐Ÿ“ก ๐Ÿ“Š ๐Ÿ”ฌ

๐Ÿ“Š GNN Variants

๐Ÿ“ก | Variant | Key Idea | Aggregation | Use Case |โ€ฆ
Topic 3
๐Ÿ”’

๐Ÿ’ป Complete Code

๐Ÿ”— `python ============================================= Graph Neural Networks โ€” Completeโ€ฆ
Topic 4
โœจ

โ“ Quiz

๐Ÿ’ก

a) Speed ke liye

๐Ÿ”‘

b) Raw adjacency A se aggregateโ€ฆ

โšก

c) Memory save

๐ŸŽฏ

a) More parameters

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ•ธ๏ธ Graph Neural Networks ka sabse sahi definition kya hai?

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 2

๐Ÿ•ธ๏ธ Graph Neural Networks ka 'GCN' kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ•ธ๏ธ Graph Neural Networks Complete!

Aliens School ยท HIEN ยท Cinematic Knowledge

โœ…

๐Ÿ•ธ๏ธ Graph Neural Networks Complete

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