diff --git a/tutorials/models/Project.toml b/tutorials/models/Project.toml
index c4ab1ac3..40fa1e96 100644
--- a/tutorials/models/Project.toml
+++ b/tutorials/models/Project.toml
@@ -1,5 +1,5 @@
 [deps]
-DiffEqBiological = "eb300fae-53e8-50a0-950c-e21f52c2b7e0"
+Catalyst = "479239e8-5488-4da2-87a7-35f2df7eef83"
 DiffEqCallbacks = "459566f4-90b8-5000-8ac3-15dfb0a30def"
 DiffEqDevTools = "f3b72e0c-5b89-59e1-b016-84e28bfd966d"
 DiffEqPhysics = "055956cb-9e8b-5191-98cc-73ae4a59e68a"
@@ -11,7 +11,7 @@ Latexify = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
 LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
 ModelingToolkit = "961ee093-0014-501f-94e3-6117800e7a78"
 NLsolve = "2774e3e8-f4cf-5e23-947b-6d7e65073b56"
-NeuralNetDiffEq = "8faf48c0-8b73-11e9-0e63-2155955bfa4d"
+NeuralPDE = "315f7962-48a3-4962-8226-d0f33b1235f0"
 Optim = "429524aa-4258-5aef-a3af-852621145aeb"
 OrdinaryDiffEq = "1dea7af3-3e70-54e6-95c3-0bf5283fa5ed"
 Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
@@ -20,7 +20,7 @@ SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 StochasticDiffEq = "789caeaf-c7a9-5a7d-9973-96adeb23e2a0"
 
 [compat]
-DiffEqBiological = "4.3"
+Catalyst = "5"
 DiffEqCallbacks = "2.13"
 DiffEqDevTools = "2.22"
 DiffEqPhysics = "3.5"
@@ -31,7 +31,7 @@ ForwardDiff = "0.10"
 Latexify = "0.13, 0.14"
 ModelingToolkit = "3.10"
 NLsolve = "4.4"
-NeuralNetDiffEq = "1.6"
+NeuralPDE = "2"
 Optim = "0.21, 0.22, 1.0"
 OrdinaryDiffEq = "5.41"
 Plots = "1.4"