diff --git a/categories/co226/e18.md b/categories/co226/e18.md
new file mode 100644
index 00000000..c6334278
--- /dev/null
+++ b/categories/co226/e18.md
@@ -0,0 +1,15 @@
+---
+layout: project_batch
+title: E18 Database Projects (CO226)
+permalink: /co226/e18/
+has_children: true
+parent: Database Projects (CO226)
+batch: e18
+code: co226
+
+readmore: "#"
+
+search_exclude: true
+default_thumb_image: /data/categories/co226/thumbnail.jpg
+description: This section contains projects conducted as a partial requirement to complete the course CO226 - Database Systems. Usually, these projects are conducted by groups of 3 students. The course focuses on database systems and students are required to develop a database management system for the project
+---
\ No newline at end of file
diff --git a/projects/github_projects/4yp/e17/Neuromorphic-NoC-Architecture-for-SNNs.md b/projects/github_projects/4yp/e17/Neuromorphic-NoC-Architecture-for-SNNs.md
index f27ceeb8..e75536df 100644
--- a/projects/github_projects/4yp/e17/Neuromorphic-NoC-Architecture-for-SNNs.md
+++ b/projects/github_projects/4yp/e17/Neuromorphic-NoC-Architecture-for-SNNs.md
@@ -14,7 +14,7 @@ thumbnail_url: /data/categories/4yp/thumbnail.jpg
 repo_url: https://github.com/cepdnaclk/e17-4yp-Neuromorphic-NoC-Architecture-for-SNNs
 page_url: https://cepdnaclk.github.io/e17-4yp-Neuromorphic-NoC-Architecture-for-SNNs
 
-forks: 1
+forks: 2
 watchers: 1
 stars: 1
 started_on: 2023-05-19T16:39:40Z
diff --git a/projects/github_projects/4yp/e17/develop-a-programming-and-compiler-toolchain-for-multi-agent-systems.md b/projects/github_projects/4yp/e17/develop-a-programming-and-compiler-toolchain-for-multi-agent-systems.md
new file mode 100644
index 00000000..48873194
--- /dev/null
+++ b/projects/github_projects/4yp/e17/develop-a-programming-and-compiler-toolchain-for-multi-agent-systems.md
@@ -0,0 +1,23 @@
+---
+layout: project_page
+title: develop a programming and compiler toolchain for multi agent systems
+permalink: /4yp/e17/develop-a-programming-and-compiler-toolchain-for-multi-agent-systems/
+description: "The aim is to design an Integrated Development Environment to build software for multi-agent systems. The IDE shall provide facilities to compose algorithms at a high-level (ideally in a visual manner), and compile them over multiple stages into binaries and program the hardware over-the-air (OTA)."
+
+has_children: false
+parent: E17 Undergraduate Research Projects
+grand_parent: Undergraduate Research Projects
+
+cover_url: /data/categories/4yp/cover_page.jpg
+thumbnail_url: /data/categories/4yp/thumbnail.jpg
+
+repo_url: https://github.com/cepdnaclk/e17-4yp-develop-a-programming-and-compiler-toolchain-for-multi-agent-systems
+page_url: https://cepdnaclk.github.io/e17-4yp-develop-a-programming-and-compiler-toolchain-for-multi-agent-systems
+
+forks: 1
+watchers: 0
+stars: 0
+started_on: 2023-05-20T09:47:28Z
+---
+The aim is to design an Integrated Development Environment to build software for multi-agent systems. The IDE shall provide facilities to compose algorithms at a high-level (ideally in a visual manner), and compile them over multiple stages into binaries and program the hardware over-the-air (OTA).
+
diff --git a/projects/github_projects/6sp/e18/Realtime-Flood-Forecast-System.md b/projects/github_projects/6sp/e18/Realtime-Flood-Forecast-System.md
index 09b251e6..0a3f1b40 100644
--- a/projects/github_projects/6sp/e18/Realtime-Flood-Forecast-System.md
+++ b/projects/github_projects/6sp/e18/Realtime-Flood-Forecast-System.md
@@ -14,7 +14,7 @@ thumbnail_url: /data/categories/6sp/thumbnail.jpg
 repo_url: https://github.com/cepdnaclk/e18-6sp-Realtime-Flood-Forecast-System
 page_url: blank
 
-forks: 0
+forks: 1
 watchers: 0
 stars: 0
 started_on: 2023-05-19T08:44:09Z
diff --git a/projects/github_projects/6sp/e18/Stock-Mentor.md b/projects/github_projects/6sp/e18/Stock-Mentor.md
new file mode 100644
index 00000000..f25cf928
--- /dev/null
+++ b/projects/github_projects/6sp/e18/Stock-Mentor.md
@@ -0,0 +1,23 @@
+---
+layout: project_page
+title: Stock Mentor
+permalink: /6sp/e18/Stock-Mentor/
+description: "This is a web application that will provide recommendations to investors regarding whether they should buy, sell, or hold stocks for various companies on a daily basis."
+
+has_children: false
+parent: E18 Sixth Semester Projects
+grand_parent: Sixth Semester Projects
+
+cover_url: /data/categories/6sp/cover_page.jpg
+thumbnail_url: /data/categories/6sp/thumbnail.jpg
+
+repo_url: https://github.com/cepdnaclk/e18-6sp-Stock-Mentor
+page_url: blank
+
+forks: 0
+watchers: 0
+stars: 0
+started_on: 2023-05-20T11:29:06Z
+---
+This is a web application that will provide recommendations to investors regarding whether they should buy, sell, or hold stocks for various companies on a daily basis.
+
diff --git a/projects/github_projects/co226/e18/Database-for-the-University-Gym.md b/projects/github_projects/co226/e18/Database-for-the-University-Gym.md
new file mode 100644
index 00000000..4a5b7e9c
--- /dev/null
+++ b/projects/github_projects/co226/e18/Database-for-the-University-Gym.md
@@ -0,0 +1,23 @@
+---
+layout: project_page
+title: Database for the University Gym
+permalink: /co226/e18/Database-for-the-University-Gym/
+description: ""
+
+has_children: false
+parent: E18 Database Projects (CO226)
+grand_parent: Database Projects (CO226)
+
+cover_url: /data/categories/co226/cover_page.jpg
+thumbnail_url: /data/categories/co226/thumbnail.jpg
+
+repo_url: https://github.com/cepdnaclk/e18-co226-Database-for-the-University-Gym
+page_url: blank
+
+forks: 0
+watchers: 0
+stars: 0
+started_on: 2023-05-20T09:34:11Z
+---
+
+
diff --git a/projects/github_projects/co326/e18/Patient-monitoring-system.md b/projects/github_projects/co326/e18/Patient-monitoring-system.md
new file mode 100644
index 00000000..1a35b933
--- /dev/null
+++ b/projects/github_projects/co326/e18/Patient-monitoring-system.md
@@ -0,0 +1,23 @@
+---
+layout: project_page
+title: Patient monitoring system
+permalink: /co326/e18/Patient-monitoring-system/
+description: "This IoT-based health monitoring system will assist doctors in providing timely medical attention and ensuring that patients' health is taken care of, even when they are not physically present."
+
+has_children: false
+parent: E18 Industrial Automation Projects (CO326)
+grand_parent: Industrial Automation Projects (CO326)
+
+cover_url: /data/categories/co326/cover_page.jpg
+thumbnail_url: /data/categories/co326/thumbnail.jpg
+
+repo_url: https://github.com/cepdnaclk/e18-co326-Patient-monitoring-system
+page_url: blank
+
+forks: 0
+watchers: 0
+stars: 0
+started_on: 2023-05-20T11:04:15Z
+---
+This IoT-based health monitoring system will assist doctors in providing timely medical attention and ensuring that patients' health is taken care of, even when they are not physically present.
+