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Transforming DataFrames - Introduction to Graphs and Graph Neural Networks with PyTorch Geometric

Data Science Conference via YouTube

Overview

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Learn to harness the power of graph structures and Graph Neural Networks (GNNs) in this technical tutorial from Data Science Conference Europe 2023. Explore how transforming DataFrames and tabular data into graph structures can reveal crucial connections for enhanced data analysis. Master the practical implementation of graph-based solutions using PyTorch Geometric and NetworkX while understanding the core theoretical concepts behind graph structures and GNNs. Follow along with hands-on demonstrations showing how to convert tabular datasets into graphs and train GNN models for specific tasks. Gain practical knowledge about improving predictive performance in machine learning applications dealing with interconnected data points, bridging the gap between theoretical understanding and real-world implementation of graph-based solutions.

Syllabus

Transforming DataFrames: Intro to Graphs & GNNs with PyTorch Geometric | D. Cvetkovic | DSC Europe23

Taught by

Data Science Conference

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