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diff --git a/README.md b/README.md
index 23f85f7..f0ef950 100644
--- a/README.md
+++ b/README.md
@@ -25,7 +25,7 @@ See the tutorials under the /tutorials/ directory or use the links below.
#### Module 1: Introductory Programming Concepts
- [Introduction to Programming](tutorials/module_1/intro_to_programming.md)
-- [Installing Anaconda](tutorials/module_1/installing_anaconda.md)
+- [Installing Anaconda](tutorials/module_1/installing_anaconda.md)
- [Intro to Anaconda](tutorials/module_1/intro_to_anaconda.md)
- [Getting started with Spyder](tutorials/module_1/spyder_getting_started.md)
- [Jupyter Lab/NoteBook](tutorials/module_1/jupyter_lab_notebook.md)
@@ -42,11 +42,11 @@ See the tutorials under the /tutorials/ directory or use the links below.
#### Module 2: Algorithm Developments for ME
- [Numerical Methods](tutorials/module_2/non_linear_eqn_solver.md) - Using Python Libraries as a calculator
-- [Version Control](tutorials/module_2/version_control.md) -
-- [Problem Solving Strategies](tutorials/module_2/problem_solving_strategies.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) - When things go wrong
-- [Code Documentation](tutorials/module_2/documentation) -
-- Code libraries & resources
+- [Code Documentation](tutorials/module_2/documentation) -
+- Code libraries & resources
- [AI assisted programming](tutorials/module_2/assisted_programming) - Productivity through AI
- [Verification and Validation](tutorials/module_2/verification_and_validation.md) - Writing Robust Code
- [Error](tutorials/module_2/error.md) - Dealing with computer error
@@ -84,14 +84,14 @@ See the tutorials under the /tutorials/ directory or use the links below.
- [Data Visualization and Presentation](tutorials/module_4/4.7_Data_Visualization_and_Presentation.md)
#### Module 5: Introduction to AI for Engineering Problems
-- [Introduction to AI](tutorials/module_4/introduction_to_ai.md)
-- [Neural Network Core Concepts](tutorials/module_4/neural_networks_core_concepts.md)
-- [How Neural Networks Learn](tutorials/module_4/how_neural_networks_learn.md)
-- [Supervised learning Techniques](tutorials/module_4/supervised_learning_techniques.md)
-- [Data for Engineering](tutorials/module_4/data_for_engineering.md)
-- [Unsupervised learning: Clustering & Dimensionality Reduction](tutorials/module_4/unsupervised_learning_clustering_and_dimensionality_reduction.md)
-- [Convolutional Neural Network for Engineering Images](tutorials/module_4/convolutional_neural_networks_for_engineering_images.md)
-- [Failure and Fatigue Prediction](tutorials/module_4/failure_and_fatigue_prediction.md)
+- [Introduction to AI](tutorials/module_5/introduction_to_ai.md)
+- [Neural Network Core Concepts](tutorials/module_5/neural_networks_core_concepts.md)
+- [How Neural Networks Learn](tutorials/module_5/how_neural_networks_learn.md)
+- [Supervised learning Techniques](tutorials/module_5/supervised_learning_techniques.md)
+- [Data for Engineering](tutorials/module_5/data_for_engineering.md)
+- [Unsupervised learning: Clustering & Dimensionality Reduction](tutorials/module_5/unsupervised_learning_clustering_and_dimensionality_reduction.md)
+- [Convolutional Neural Network for Engineering Images](tutorials/module_5/convolutional_neural_networks_for_engineering_images.md)
+- [Failure and Fatigue Prediction](tutorials/module_5/failure_and_fatigue_prediction.md)
## Resources
-- [Projects/Assignments/Problems](practical_problems.md) \ No newline at end of file
+- [Projects/Assignments/Problems](practical_problems.md)