From 1ab4f3c23512676107b432669b588bfcf3d45ced Mon Sep 17 00:00:00 2001
From: Sang Putu Sandhyana Yogi
 <79888425+youronlydimwit@users.noreply.github.com>
Date: Thu, 25 Jul 2024 19:54:44 +0700
Subject: [PATCH] Update README.md

---
 README.md | 27 +++++++++++++++++++++------
 1 file changed, 21 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index c368805..51358ee 100644
--- a/README.md
+++ b/README.md
@@ -1,28 +1,43 @@
 # Data Science Use Cases
 
-Welcome to my Data Science repository! This repository contains self-made projects, scripts, and SQL Queries showcasing my understanding and ability to answer case studies with data science approach. I have categorized some concepts of practice into separate folders. Feel free to look around!
+Welcome to my Data Science repository! This repository contains self-made projects, scripts, and SQL Queries showcasing my understanding and ability to answer case studies with a data science approach. I have categorized some concepts of practice into separate directories. Feel free to look around!
 
 ## Introduction
 
 Hi Everyone! My name is Sang Putu, and I am a Data Science Enthusiast. I work as a Data Analyst (also with Data Scientist Responsibilities) in a Pharmaceutical Company. My work areas include Marketing Analytics, Market Research & Insights, Product Portfolio, and Supply Chain Management. I like to put my knowledge to good use and help people, so I made this repository. I will try to update this repo in my free time.
 
-## Projects
+## Directories
 
 ### Classification
 
-**Description:** -
+**Description:** This directory is aimed specifically to go through Classification attempts at several datasets. In the future, it could be moved to the Predictions directory.
+
+#### Classification Projects
+- (Breast Cancer)[github.com/youronlydimwit/Data_ScienceUse_Cases/Classification/Breast_Cancer_Wisconsin.ipynb]
+- (Gender Prediction)[github.com/youronlydimwit/Data_ScienceUse_Cases/Classification/Gender_Prediction.ipynb]
+- (HRD Survey)[github.com/youronlydimwit/Data_ScienceUse_Cases/Classification/HRD_Survey.ipynb]
+- (Mushrooms Classification)[github.com/youronlydimwit/Data_ScienceUse_Cases/Classification/Mushrooms_Classification.ipynb]
 
 ### Clustering
 
-**Description:** -
+**Description:** This directory is aimed specifically to go through Clustering attempts at several datasets. In the future, it could be moved to the Predictions directory.
+
+#### Clustering Projects
+- TBA
 
 ### Predictions
 
-**Description:** -
+**Description:** This directory attempts to predict values or labels according to each dataset, by using Regressions, SVM, Random Forest, and other algorithms. Some need to go through Data Cleaning first and EDA, and some are already cleaned.
+
+#### Predictions Projects
+- (Student Scores)[github.com/youronlydimwit/Data_ScienceUse_Cases/Predictions/Linear Regression/Linear_Regression_Student_Scores.ipynb]
+- Human Resources Data Case Study
 
 ### SQL
 
-**Description:** -
+**Description:** This directory attempts to use SQL for making a database system and data querying with examples of DDL and DML. The databases are dummy data built by myself, free to reproduce.
+
+#### Predictions Projects
 
 ### VBA