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diff --git a/tutorials/readme.md b/tutorials/readme.md
index 4c95915..cdc78c3 100644
--- a/tutorials/readme.md
+++ b/tutorials/readme.md
@@ -11,7 +11,7 @@ This directory contains all the tutorials.
- [Basics of python](1_05_basics_of_python.md) \[Complete\]
- [Arrays](1_06_arrays.md) \[In-progress\]
- [Control Structures](1_07_control_structures.md) \[In-progress\]1
-- [Functions](1_functions.md) \[Complete\]
+- [Functions](1_functions.md) \[Complete\]
- [Classes/Objects](1_classes_and_objects.md)
- Unlisted Tutorials:
- [Fundamentals of Computing](1_fundamentals_of_programming.md)
@@ -22,15 +22,13 @@ This directory contains all the tutorials.
### Algorithm Developments for ME
- [Introduction to Numerical Methods](2_01_intro_to_numerical_methods.md) \[In-progress\]
- [Version Control](2_version_control.md) \[In-progress\]
-
- Code de-bugging
- Code Documentation
- Code libraries & resources
- AI assisted programming
- Verification and Validation
-
- Roots and Optimization
-- Linear Regression
+- Linear Regression
### Applications of Computational Mathematics in ME
- Systems of Equations and LU Decomposition
@@ -43,4 +41,4 @@ This directory contains all the tutorials.
- Data Visualization
### Introduction to AI for Engineering Problems
- Supervised vs unsupervised learning
-- Neural Networks \ No newline at end of file
+- Neural Networks