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 ## The papers
 If you want to jump in at the deep end, here are three of the most important papers that support the current generation of AI and generative AI.
 
-1. [A LOGICAL CALCULUS OF THE IDEAS IMMANENT IN NERVOUS ACTIVITY, by WARREN S. MCCULLOCH AND WALTER PITTS](https://www.cs.cmu.edu/~./epxing/Class/10715/reading/McCulloch.and.Pitts.pdf)
+1. [A logical calculus of the ideas immanent in nervous activity, by Warren S. McCulloch and Walter Pitts(https://www.cs.cmu.edu/~./epxing/Class/10715/reading/McCulloch.and.Pitts.pdf)
 2. [Attention is all you need, by Ashish Vaswani et al.](https://arxiv.org/abs/1706.03762)
 3. [Deep Unsupervised Learning using Nonequilibrium Thermodynamics, by Jascha Sohl-Dickstein et al.](https://arxiv.org/abs/1503.03585)