Interactive Guide: Neural-Symbolic AI Overview - Free GitHub Workbook

Lets go over the next evolution of artificial intelligence with our comprehensive, interactive tutorial on Neural-Symbolic AI!

This video explores how combining the pattern-matching power of neural networks (System 1) with the logical reasoning of symbolic AI (System 2) is paving the way for more robust, explainable, and general intelligence.

System 1 vs. System 2 Thinking: The core philosophy behind Neuro-Symbolic AI.

Rotary Positional Embeddings (RoPE): An elegant method for encoding relative positions in Transformers.

Hyperbolic Embeddings & HGCNs: Using non-Euclidean geometry to efficiently represent hierarchical data like graphs and trees.

Quaternion Neural Networks: Leveraging 4D numbers to holistically process multi-channel data and 3D rotations.

The Path to AGI: How these hybrid models address the key challenges of building Artificial General Intelligence.

👩‍💻 GITHUB TUTORIALS & SOURCE LINKS:

🔗 Try the full INTERACTIVE TUTORIAL referenced in the video here:
https://github.com/Ebayednoob/Neural-Symbolic-AI/tree/main/Developments/Papers-Tutorials/Why%20Neural-Symbolic

Neuro-Symbolic AI (Intuit AI Research): A framework for combining LLMs with symbolic reasoning.

https://github.com/intuit-ai-research/neuro-symbolic-ai

Rotary Positional Embeddings (EleutherAI): Explore a production implementation within a large language model.

https://github.com/EleutherAI/gpt-neox/blob/main/megatron/model/positional_embeddings.py

Hyperbolic Graph Neural Networks (HGCN): Official code from the paper's authors at Stanford.

https://github.com/HazyResearch/hgcn

Quaternion Convolutional Neural Networks (QCNN): A PyTorch implementation of QCNNs.

https://github.com/ari-dasci/pytorch-quaternion-conv

💬 JOIN THE COMMUNITY:

For daily updates, discussions, and cutting-edge research, join the conversations on Reddit:

r/SymbolicAI: For all things related to symbolic reasoning, logic, and knowledge representation.

https://www.reddit.com/r/SymbolicAI/

r/NeuralSymbolicAI: A dedicated community for the hybrid Neuro-Symbolic field.

https://www.reddit.com/r/NeuralSymbolicAI/

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Видео Interactive Guide: Neural-Symbolic AI Overview - Free GitHub Workbook канала Ebayed