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diff --git a/README.md b/README.md
index d7e304d..1628890 100644
--- a/README.md
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@@ -12,7 +12,7 @@ Find meeting notes, course overview and Gantt charts in this directory. Below is
![Gantt Chart](admin/gantt.png)
*Project Gantt Chart: version 2* [Enlarge](admin/gantt.png)
-Updated: 2025-04-11
+Updated: 2025-04-29
Online [version](https://markwhen.com/ckolset/MECH305-Modules)
@@ -34,16 +34,17 @@ See the tutorials under the /tutorials/ directory.
- [Fundamentals of Computing](tutorials/module_1/fundamentals_of_programming.md)
- [Open source software](tutorials/module_1/open_source_software.md)
- [Computational Expense](tutorials/module_1/computational_expense.md)
- - [Error](error.md)
+
#### Algorithm Developments for ME
-- [Numerical Methods](tutorials/module_2/intro_to_numerical_methods.md)
+- [Numerical Methods](tutorials/module_2/non_linear_eqn_solver.md)
- [Version Control](tutorials/module_2/version_control.md)
- [Problem Solving Strategies](tutorials/module_2/problem_solving_strategies.md)
- [Code debugging](tutorials/module_2/debugging_code)
-- Code Documentation
+- [Code Documentation](tutorials/module_2/documentation)
- Code libraries & resources
- [AI assisted programming](tutorials/module_2/assisted_programming)
- Verification and Validation
+- [Error](error.md)
#### Applications of Computational Mathematics in ME
- Systems of Equations and LU Decomposition
- Nonlinear Equation Solver