How to get started with Graph ML? (Blog walkthrough)

❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬

In this video, I walk you through my blog on getting started with Graph ML.
I talk about research, learning, cool Graph ML apps, resources to get you started, my GAT project, and beyond! (till infinity)

You'll learn about:
✔️ Various research tips
✔️ How to get started with Graph ML

▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
✅ Medium blog: https://gordicaleksa.medium.com/how-to-get-started-with-graph-machine-learning-afa53f6f963a
✅ GAT project: https://github.com/gordicaleksa/pytorch-GAT
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬

⌚️ Timetable:

00:00 Research/learning challenges
03:05 What is Graph ML? We're all graphs
05:05 Cool Graph ML applications
09:35 Fake news and fundamental science
13:20 Halicin a potent antibiotic discovered by a GNN
15:45 Contrasting Graph ML with CV and NLP
19:15 Resources - graph embedding methods
21:10 Graph Neural Networks
23:20 Top to bottom approach - high level resources
26:35 Spatial methods
30:40 Simple baselines sometimes work great!
32:25 Parallel with CNNs
33:40 GNN expressivity
36:35 Dynamic graphs
39:15 Unsupervised graph learning and geometric DL
40:55 Datasets/benchmarks and newsletter
44:15 GAT project
44:50 Related research subfields

▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
💰 BECOME A PATREON OF THE AI EPIPHANY ❤️

If these videos, GitHub projects, and blogs help you,
consider helping me out by supporting me on Patreon!

The AI Epiphany ► https://www.patreon.com/theaiepiphany
One-time donation:
https://www.paypal.com/paypalme/theaiepiphany

Much love! ❤️
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬

💡 The AI Epiphany is a channel dedicated to simplifying the field of AI using creative visualizations and in general, a stronger focus on geometrical and visual intuition, rather than the algebraic and numerical "intuition".

▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
👋 CONNECT WITH ME ON SOCIAL
LinkedIn ► https://www.linkedin.com/in/aleksagordic/
Twitter ► https://twitter.com/gordic_aleksa

Instagram ► https://www.instagram.com/aiepiphany/
Facebook ► https://www.facebook.com/aiepiphany/

👨‍👩‍👧‍👦 JOIN OUR DISCORD COMMUNITY:
Discord ► https://discord.gg/peBrCpheKE

📢 SUBSCRIBE TO MY MONTHLY AI NEWSLETTER:
Substack ► https://aiepiphany.substack.com/

💻 FOLLOW ME ON GITHUB FOR COOL PROJECTS:
GitHub ► https://github.com/gordicaleksa

📚 FOLLOW ME ON MEDIUM:
Medium ► https://gordicaleksa.medium.com/
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬

#graphml #graphs #deeplearning

Видео How to get started with Graph ML? (Blog walkthrough) канала Aleksa Gordić - The AI Epiphany