restructuring README3

README.md

@@ -13,26 +13,17 @@ Access to the app : [Start](https://nextjsapp-iwghenktca-ew.a.run.app/login)
 - [Opportunity](#opportunity)
 - [What does SHIFT offer?](#what-does-SHIFT-offer?)
 - [Tech Stack](#tech-stack)
-- [Files Structure](#files-structure)
-  - [Data Science Solution](#data-science-solution)
-  - [Frontend Solution](#frontend-solution)
 - [Files Structure](#files-structure)
 - [Frontend](#frontend)
-  - [How to Use](#how-to-use)
-  - [Testing](#testing)
-  - [Deployment](#deployment)
   - [Implemented flows](#implemented-flows)
     - [Company User Flow](#company-user-flow)
     - [Flow Steps](#flow-steps)
     - [Candidate User Flow](#candidate-user-flow)
     - [Flow Steps](#flow-steps-1)
-  - [UI/UX](#uiux)
-    - [Overview](#overview)
-    - [How to Use](#how-to-use-1)
-    - [Prototype Structure](#prototype-structure)
-    - [Key Features](#key-features)
-    - [Contact Information](#contact-information)
-    - [Licensing](#licensing)
+  - [Resources](#resources)
+  - [How to Use](#how-to-use)
+  - [Testing](#testing)
+  - [Deployment](#deployment)
 - [Backend API](#backend-api)
   - [Flowchart of the website](#flowchart-of-the-website)
   - [Tech stack](#tech-stack-1)
@@ -44,11 +35,18 @@ Access to the app : [Start](https://nextjsapp-iwghenktca-ew.a.run.app/login)
   - [Setup the CI/CD](#setup-the-cicd)
   - [Files and notable features](#files-and-notable-features)
     - [Features](#features)
-  - [Data Science](#data-science)
-    - [Data Processing Notebooks](#data-processing-notebooks)
+- [UI/UX](#uiux)
+  - [Overview](#overview)
+  - [How to Use](#how-to-use-1)
+  - [Prototype Structure](#prototype-structure)
+  - [Key Features](#key-features)
+  - [Contact Information](#contact-information)
+  - [Licensing](#licensing)
+- [Data Science Solution](#data-science-solution)
+  - [Details of Data Science Solution Impelmentation](#details-of-data-science-solution-impelmentation)
+  - [Data Processing Notebooks](#data-processing-notebooks)
 - [Roadmap](#roadmap)
-- [Cooperation](#cooperation)
-- [Resources](#resources)
+- [Resources](#resources-1)
 - [Contributors](#contributors)
 
 # Problem Statement
@@ -367,10 +365,8 @@ Besides the aforementioned features, the following are all working at the time o
 - CI/CD - Github actions to Google Cloud Run
 - Production ready gateway - Gunicorn
 
-
 # UI/UX
 
-
 ### Overview
 
 This Figma Prototype is designed to showcase the flows that have been designed. You will see the high fidelity mockups, the primary functions of the flow, and future flows for implementation.
@@ -438,9 +434,7 @@ Diana Campos
 
 There is no restriction to interact with the prototype, all tho this is an excuse example for the Deploy(impact) 2023 program.
 
-
-
-## Data Science Solution
+# Data Science Solution
 
 Our matching algorithm is based on a careful evaluation of candidates, jobs and required skills. 
 
@@ -456,7 +450,7 @@ Secondly, in an effort to promote under-represented groups, we have chosen to of
 
 The results are displayed in descending order, from the most important match (displayed as a percentage) to the least important.
 
-### Details of Data Science Solution Impelmentation
+## Details of Data Science Solution Impelmentation
 
 Skills Extraction: We extract the "soft" and "hard" skills of candidates, as well as those required in job descriptions.
 To do this, we use the [Skillner](https://skillner.vercel.app/) NLP module.