Made some updates to older files and renamed files. Also updated README.md

1 files changed, 43 insertions, 45 deletions

diff --git a/README.md b/README.md
index 6a610a8..6aeabe0 100644
--- a/README.md
+++ b/README.md
@@ -25,14 +25,15 @@ 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)
-- [Basics of python](tutorials/module_1/1_basics_of_python.md) [notebook](tutorials/module_1/basics_of_python.ipynb)
-- [Arrays](tutorials/module_1/array.md)
-- [Control Structures](tutorials/module_1/control_structures.md)
-- [Classes/Objects](tutorials/module_1/classes_and_objects.md)
+- [Basics of python](tutorials/module_1/basics_of_python.md) [notebook](tutorials/module_1/basics_of_python.ipynb)
+- [Arrays](tutorials/module_1/array.md) - Basic data structure
+- [Control Structures](tutorials/module_1/control_structures.md) - The Basis of Logic
+- [Functions](tutorials/module_1/functions.md) - Machine Operations
+- [POP and OOP](tutorials/module_1/classes_and_objects.md) - Modelling
 - Unlisted Tutorials:
 	- [Excel to Python](tutorials/module_1/excel_to_python.md)
 	- [Fundamentals of Computing](tutorials/module_1/fundamentals_of_programming.md)
@@ -40,51 +41,48 @@ See the tutorials under the /tutorials/ directory or use the links below.
 	- [Computational Expense](tutorials/module_1/computational_expense.md)
 
 #### Module 2: Algorithm Developments for ME
-- [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](tutorials/module_2/documentation)
-- Code libraries & resources
-- [AI assisted programming](tutorials/module_2/assisted_programming)
-- Verification and Validation
-- [Error](tutorials/module_2/error.md)
+- [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) - 
+- [Code debugging](tutorials/module_2/debugging_code) - When things go wrong
+- [Code Documentation](tutorials/module_2/documentation) - 
+- Code libraries & resources 
+- [AI assisted programming](tutorials/module_2/assisted_programming) - Productivity through AI
+- Verification and Validation - Writing Robust Code
+- [Error](tutorials/module_2/error.md) - Dealing with computer error
 #### Module 3: Applications of Computational Mathematics in ME
-- Linear Equations
-	- [Linear Equations](1_linear_equations.md)
-	- Linear Algebra
-	- LU Decomposition
-- Non-Linear Equations
+- [Linear Equations](tutorials/module_3/1_0_linear_equations.md)
+	- [Linear Algebra](tutorials/module_3/1_1_Linear_Algebra.md)
+	- [Systems of Linear Equations](tutorials/module_3/1_2_Systems_of_Linear_Equations.md)
+	- [LU Decomposition](tutorials/module_3/1_3_LU_Decomposition.md)
+- [Non-Linear Equations](tutorials/module_3/2_0_non-linear_equations.md)
 	- Root fining methods
-		- Bracketing Methods 
-		- Open Methods
-	- Systems of Non-linear equations
+		- [Bracketing Methods](tutorials/module_3/2_1_Bracketing_Method.md)
+		- [Open Methods](tutorials/module_3/2_2_Open_Methods.md)
+	- [Systems of Non-linear equations](tutorials/module_3/2_3_Systems_of_Non-linear_equations.md)
 	- Systems of Non-linear equations II
 - Numerical differentiation and integration application
-	- Differentiation
-	- Integration 
-	- ODE's
-		- Explicit Methods
-		- Implicit Methods
-		- Systems of ODE's
-	- PDE's
+	- [Differentiation](tutorials/module_3/3_1_numerical_differentiation.md)
+	- [Advanced Derivatives](tutorials/module_3/3_2_Advanced_Derivatives.md)
+	- [Integration](tutorials/module_3/3_3_numerical_integration.md)
+	- [More Integrals](tutorials/module_3/3_4_More_integral.md)
+	- [ODE's](tutorials/module_3/3_5_ode.md)
+		- [Explicit Methods](tutorials/module_3/3_6_Explicit_Methods.md)
+		- [Implicit Methods](tutorials/module_3/3_7_Implicit_Method.md)
+		- [Systems of ODE's](tutorials/module_3/3_8_Systems_of_ODEs.md)
+	- [PDE's](tutorials/module_3/3_pde.md)
+		- Lecture
+		- Lecture
 
-
-
-
-
-
-- [[numerical_differentiation]]
-- [[numerical_integration]]
-- [Ordinary Differential Equations](tutorials/module_3/ode)
 #### Module 4: Data Analysis of Processing
-- [[importing_scientific_data]]
-- [[data_processing]]
-- [Linear Regression](tutorials/linear_regression.md)
-- [Plotting](plotting.md)
-- [[data_visualization]]
+- [Introduction to Data Analysis](tutorials/module_4/4.1_Introduction_to_Data_and_Scientific_Datasets.md)
+- [Interpreting Data](tutorials/module_4/4.2_Interpreting_Data.md)
+- [Importing and Managing Data](tutorials/module_4/4.3_Importing_and_Managing_Data.md)
+- [Statistical Analysis](tutorials/module_4/4.4_Statistical_Analysis.md)
+- [Statistical Analysis II](tutorials/module_4/4.5_Statistical_Analysis_II.md)
+- [Data Filtering and Signal Processing](tutorials/module_4/4.6_Data_Filtering_and_Signal_Processing.md)
+- [Data Visualization and Presentation](tutorials/module_4/4.7_Data_Visualization_and_Presentation.md)
+
 #### Module 5: Introduction to AI for Engineering Problems
 - [[supervised_vs_unsupervised_learning]]
-- [[neural_networks]]
-
-Comprehensive book (.pdf) -> [Tutorials Book](book/computingME.pdf)
+- [[neural_networks]]
\ No newline at end of file