feature|document(final_project): Submitted Answer: Credit Card Fraud

branch: final-project
fixed: See #10
bump: Submitted Answer
CHANGELOG 2024.08.19 v.0.3.3-00002

- modify: final-project/
  -  Notebook: Final Project Submitted Answer

- project: https://github.com/users/iPoetDev/projects/22
  - name: PROJECT: IBM Programme for Artificial Intelligence - Credit Card Fraud

- opened: 
- resolves: #9, #10
- see also:

Author: iPoetDev

final-project/IBMSkillsBuild_ANSWER_AI_CreditCardFraudDetection_EN.ipynb

@@ -108,11 +108,11 @@
         "  - [x] ☑️Understand the requirements<br><br>\n",
         "- [x]  [2] ✅ [<ins> Data Collection</ins>](https://github.com/users/iPoetDev/projects/22/views/1?pane=issue&itemId=72909298)\n",
         "  - [x] ☑️Gather Relevant Data - Kaggle\n",
-        "  - [?] ❌Ensure Data diversity\n",
-        "  - [?] ❌Prioritize quality sources <br><br>\n",
+        "  - [?] ☑️Ensure Data diversity\n",
+        "  - [?] ☑️Prioritize quality sources <br><br>\n",
         "- [x]  [3] ✅[<ins> Data Processing</ins>](https://github.com/users/iPoetDev/projects/22?pane=issue&itemId=72909353)\n",
         "  - [x] ☑️Clean the data\n",
-        "  - [?] ❌Organize information - Pre organised\n",
+        "  - [?] ↪️Organize information - Pre organised\n",
         "  - [x] ☑️Visuaise Format for analysis <br><br>\n",
         "- [ ]  [4]  ✅[<ins> Algorithm Selection</ins>](https://github.com/users/iPoetDev/projects/22#)\n",
         "  - [x] ☑️Choose appropriate models\n",
@@ -121,15 +121,15 @@
         "- [x]  [5]  ✅ [<ins> Model Training</ins>](https://github.com/users/iPoetDev/projects/22?pane=issue&itemId=72916346)\n",
         "  - [x] ☑️Feed data into model | split the data\n",
         "  - [x] ☑️Adjust Parameters\n",
-        "  - [?] ❌Optimize performance <br><br>\n",
+        "  - [?] ❓Optimize performance <br><br>\n",
         "- [x]  [6]  ✅ [<ins>Testing and Validation</ins>](https://github.com/users/iPoetDev/projects/22?pane=issue&itemId=72916473)\n",
         "  - [x] ☑️Assess model accuracy\n",
-        "  - [?] ❌Cross Validate Results\n",
-        "  - [?] ❌Ensure reliability <br><br>\n",
+        "  - [?] 🛑Cross Validate Results\n",
+        "  - [?] 🛑Ensure reliability <br><br>\n",
         "- [ ]  [ 7] ❌ [<ins> Iteration and Improvement </ins>](https://github.com/users/iPoetDev/projects/22?pane=issue&itemId=72917451)\n",
-        "  - [?] ❌Refine algorithms (selection, or logic)\n",
-        "  - [?] ❌Enhance data quality (sourcing, composition)\n",
-        "  - [?] ❌Optimize parameters (weights, biases)\n",
+        "  - [?] 🛑Refine algorithms (selection, or logic)\n",
+        "  - [?] 🛑Enhance data quality (sourcing, composition)\n",
+        "  - [?] 🛑Optimize parameters (weights, biases)\n",
         "\n",
         "> <hr>\n",
         "\n",
@@ -169,7 +169,8 @@
       "source": [
         "## 3. Methods & Approaches\n",
         "\n",
-        "-"
+        "- Follow Live Technical Session\n",
+        "- Email support from IBM Skills Build"
       ],
       "metadata": {
         "id": "kyLJToeRNIJq"
@@ -286,7 +287,11 @@
         "## 5. Solution\n",
         "\n",
         "- Coding Style: Employ Functions for completness and future testing\n",
-        "- Test Function input for type errors / exit funtion.\n",
+        "- Test Function input for type errors / exit function.\n",
+        "- Drop custom function back to procedural/top level when error happen (simplify)\n",
+        "- Use NumpY Dosstrings to document each custom function. Great to provide in code context/addtional notes.\n",
+        "- Constants for top level control params .\n",
+        "- Check for types / type errors for inbound parameters.\n",
         "\n",
         "\n",
         "## Importing Necessary Libraries"