Causality and (Graph) Neural Networks

▬▬ Resources/Papers ▬▬▬▬▬▬▬ Causality Introduction: - https://www.inference.vc/untitled/ - https://www.causalflows.com/structural-causal-models/ - https://towardsdatascience.com/causality-an-introduction-f8a3f6ac4c4a - https://developpaper.com/causal-inference-a-new-idea-to-solve-the-fairness-of-recommendation-system/ - https://changliu00.github.io/static/causality-basics.pdf Causal Discovery: - https://towardsdatascience.com/causal-discovery-6858f9af6dcb Books (these are affiliate links): - Book of Why: https://amzn.to/3xxjROc - Causal Inference: https://amzn.to/3H428Rk ▬▬ Used Icons ▬▬▬▬▬▬▬▬▬▬ All Icons are from flaticon: https://www.flaticon.com/authors/freepik ▬▬ Used Music ▬▬▬▬▬▬▬▬▬▬▬ Music from Uppbeat (free for Creators!): https://uppbeat.io/t/mountaineer/doubts License code: QKVNF1BODEDX33HO ▬▬ Timestamps ▬▬▬▬▬▬▬▬▬▬▬ 00:00 Introduction 00:20 Causal Inference Basics 08:32 Recommended Resources 08:46 Connecting Neural Networks with Structural Causal Models 10:53 GNNs and SCMs 14:36 More Research with Causality ▬▬ Support me if you like 🌟 ►Coursera: https://imp.i384100.net/b31QyP ►Link to this channel: https://bit.ly/3zEqL1W ►Support me on Patreon: https://bit.ly/2Wed242 ►Buy me a coffee on Ko-Fi: https://bit.ly/3kJYEdl ►E-Mail: [email protected] ▬▬ My equipment 💻 - Microphone: https://amzn.to/3DVqB8H - Microphone mount: https://amzn.to/3BWUcOJ - Monitors: https://amzn.to/3G2Jjgr - Monitor mount: https://amzn.to/3AWGIAY - Height-adjustable table: https://amzn.to/3aUysXC - Ergonomic chair: https://amzn.to/3phQg7r - PC case: https://amzn.to/3jdlI2Y - GPU: https://amzn.to/3AWyzwy - Keyboard: https://amzn.to/2XskWHP - Bluelight filter glasses: https://amzn.to/3pj0fK2