c2siorg · Piyusss · Feb 17, 2025
diff --git a/_gsocprojects/10_tensor-map.md b/_gsocprojects/10_tensor-map.md
@@ -4,7 +4,7 @@ title: TensorMap
 ---
 
 Brief explanation 
-: TensorMap is a web application that will allow the users to create machine learning algorithms visually. TensorMap supports reverse engineering of the visual layout to a Tensorflow implementation in preferred languages. The goal of the project is to let the beginners play with machine learning algorithms in Tensorflow without less background knowledge about the library.
+: TensorMap is a web application that will allow the users to create machine learning algorithms visually. TensorMap supports reverse engineering of the visual layout to a TensorFlow implementation in preferred languages. The goal of the project is to let the beginners play with machine learning algorithms in TensorFlow without less background knowledge about the library.
 <br><br>
 
 Expected Results

diff --git a/_gsocprojects/11_secureExtensionMonitor.md b/_gsocprojects/11_secureExtensionMonitor.md
@@ -4,7 +4,7 @@ title: Secure Extension Monitor – A VS Code Security Auditing Tool
 ---
 
 Brief explanation 
-: This project aims to develop a VS Code extension that enhances the security of the developer environment by monitoring other installed extensions for suspicious behaviors. Malicious VS Code extensions can access the file system, execute scripts, and make network requests without the user's knowledge, posing a significant security risk. This tool will analyze installed extensions, detect potential threats, and provide alerts to users.
+: This project aims to develop a VS Code extension that enhances the security of the developer environment by monitoring other installed extensions for suspicious behaviors. Malicious VS Code extensions can access the file system, execute scripts, and make network requests without the user's knowledge, posing a significant security risk. This tool will analyze installed extensions, detect potential threats, and alert users.
 <br><br>
 
 Key Objectives

diff --git a/_gsocprojects/12_nft_toolbox.md b/_gsocprojects/12_nft_toolbox.md
@@ -4,7 +4,7 @@ title: NFT-TOOLBOX
 ---
 
 Brief explanation 
-: An npm package for seamless integration of all NFT related functionalities in Web2 projects. This project helps web2 developers seamlessly integrate web3 functionality.
+: An npm package for seamless integration of all NFT-related functionalities in Web2 projects. This project helps Web2 developers seamlessly integrate Web3 functionality.
 <br><br>
 
 Expected Results
@@ -17,8 +17,8 @@ Features we would like to implement in NFT-ToolBox Project:
 * Add Multiple ERC support related to nfts in easy and feasible manner
 * Add support for Solana NFT’s
 * Add Support for Tezos NFT’s
-* Add support for Flow Blockchian NFT’s
-* Add support for Aptos Blockchian NFT’s
+* Add support for Flow Blockchain NFT’s
+* Add support for Aptos Blockchain NFT’s
 * Add Support for Cross Chain NFT’s
 * Build An UI to mint NFT’s on any chain
 * Make UI to deploy different kinds of NFT standards (Something like Thirdweb)

diff --git a/_gsocprojects/2_webiu.md b/_gsocprojects/2_webiu.md
@@ -32,7 +32,7 @@ Key Objectives
 
 
 Expected Results
-: By the end of the summer We are planning to make the project live by completing it end to end integrations and will deliver faster, lightweight APIs, a robust real-time data architecture, and automated CI/CD workflows. These improvements will enhance user experience, scalability, and developer productivity.
+: By the end of the summer, We are planning to make the project live by completing it end-to-end integrations and will deliver faster, lightweight APIs, a robust real-time data architecture, and automated CI/CD workflows. These improvements will enhance user experience, scalability, and developer productivity.
 <br><br>
 
 Skills Required:

diff --git a/_gsocprojects/3_gdb_ui.md b/_gsocprojects/3_gdb_ui.md
@@ -22,7 +22,7 @@ Key Objectives
 <br><br>
 
 3. *Session Management for Multiuser Support:*
-* Implement a system to store debugging sessions uniquely for each user to enable multiuser functionality.
+* Implement a system to store debugging sessions uniquely for each user to enable multi-user functionality.
 * Ensure session persistence and isolation to prevent interference between users.
 <br><br>
 
@@ -33,7 +33,7 @@ Key Objectives
 
 
 Expected Results
-: By the completion of the project, the application will be fully deployed with multiuser support, persistent session management, real-time debugging results, and a robust CI/CD pipeline. These enhancements will provide a seamless debugging experience, improve scalability, and simplify the development workflow for contributors.
+: By the end of this project, the application will be fully deployed with multi-user support, persistent session management, real-time debugging results, and a robust CI/CD pipeline. These enhancements will provide a seamless debugging experience, improve scalability, and simplify the development workflow for contributors.
 <!-- : -- By the end of the project, the following outcomes are anticipated: -->
 <br><br>
 

diff --git a/_gsocprojects/4_codelabz.md b/_gsocprojects/4_codelabz.md
@@ -18,7 +18,7 @@ This project focuses on optimizing learning workflows by integrating an enhanced
 * Find a free serverless hosting solution and migrate APIs from Firebase Functions while ensuring scalability, reliability, and minimal maintenance.
 <br>
 
-1. *Implement Real-Time Notification System (No Cost):*
+1. *Implement a Real-Time Notification System (No Cost):*
 * Research and implement a real-time notification system integrated with in-app notifications.
 * Ensure functionality for push and in-app notifications within free-tier limits.
 <br>
@@ -34,7 +34,7 @@ This project focuses on optimizing learning workflows by integrating an enhanced
 <br>
 
 1. *Containerization & Dockerization:*
-* Implement Docker for consistent development and production environments..
+* Implement Docker for consistent development and production environments.
 <br>
 
 1. *UI/UX Refinement:*

diff --git a/_gsocprojects/5_HyperLedger-fabric.md b/_gsocprojects/5_HyperLedger-fabric.md
@@ -4,14 +4,13 @@ title: LedgerLens - A transaction validation and querying engine for Hyperledger
 ---
 
 Brief explanation 
-: This project aims to develop a data storing and querying engine for Hyperledger Fabric that leverages the SmartQC transaction model proposed in the paper (arxiv.org). The goal is to enable efficient storage and retrieval of complex data transactions while ensuring immutability, auditability, and efficient query execution on Hyperledger Fabric. The transaction model introduces a novel way of structuring data that goes into the ledger (Similar to a relational database schema). The idea of this project is to implement an off-chain service/node that provides endpoints to manage transactions and act as the intermediary validator before pushing the transaction into the hyperledger. Then utilise the structure and schema (metadata) of the transactions to perform advanced querying.
+: This project aims to develop a data storing and querying engine for Hyperledger Fabric that leverages the SmartQC transaction model proposed in the paper (arxiv.org). The goal is to enable efficient storage and retrieval of complex data transactions while ensuring immutability, auditability, and efficient query execution on Hyperledger Fabric. The transaction model introduces a novel way of structuring data that goes into the ledger (Similar to a relational database schema). The idea of this project is to implement an off-chain service/node that provides endpoints to manage transactions and act as the intermediary validator before pushing the transaction into the hyperledger. Then utilize the structure and schema (metadata) of the transactions to perform advanced querying.
 <br><br>
 
 Key Objectives
 : 
  * Implementation of the transaction model validator node in GoLang
    * A rest API to facilitate transactions
-   * A rest API to facilitate transactions
  * Implement a Hyperledger Fabric Smart Contract (Chain code) to manage transactions 
  * An architecture for the querying engine that facilitates faster and more complex queries (using an Off-chain DB that keeps a ledger copy or indexing mechanism before putting it into the ledger)
  * Performance analysis 
@@ -21,7 +20,7 @@ Expected Outcome
 : 
 * Go Gin Rest API that implements the CRUD operations for transaction management.
 * A connector to the Hyperledger Fabric 
-* Ledgerlens Hyperleder Fabric Chain code
+* Ledgerlens Hyperledger Fabric Chain code
 * Querying algorithm 
 <br><br>
 

diff --git a/_gsocprojects/6_fact-bounty.md b/_gsocprojects/6_fact-bounty.md
@@ -15,7 +15,7 @@ Key Objectives
  * *AI-Powered Analytics:* Integrate NLP-based analytics to detect and classify fake news efficiently.
  * *React Native Implementation:* Expand the platform by developing a React Native app for cross-platform accessibility.
  * *Backend Migration:* Transition the backend to Go (using Gin or Echo) for improved performance, scalability, and maintainability. Use Go-based async routes. Go provides built-in Swagger support for API documentation.
- * *CI/CD Integration:* Automate testing and deployment using GitHub Actions with docker-conternarizations to ensure seamless updates.
+ * *CI/CD Integration:* Automate testing and deployment using GitHub Actions with docker-containerizations to ensure seamless updates.
 <br><br>
 
 Expected Results

diff --git a/_gsocprojects_2024/nfttoolbox.md b/_gsocprojects_2024/nfttoolbox.md
@@ -4,7 +4,7 @@ title: NFT-TOOLBOX
 ---
 
 Description
-: An npm package for seamless integration of all NFT related functionalities in Web2 projects. This project helps web2 developers seamlessly integrate web3 functionality.
+: An npm package for seamless integration of all NFT-related functionalities in Web2 projects. This project helps Web2 developers seamlessly integrate Web3 functionality.
 <br><br>
 
 Expected Results
@@ -16,8 +16,8 @@ Expected Results
 : -- Add Multiple ERC support related to nfts in easy and feasible manner
 : -- Add support for Solana NFT’s
 : -- Add Support for Tezos NFT’s
-: -- Add support for Flow Blockchian NFT’s
-: -- Add support for Aptos Blockchian NFT’s
+: -- Add support for Flow Blockchain NFT’s
+: -- Add support for Aptos Blockchain NFT’s
 : -- Add Support for Cross Chain NFT’s
 : -- Build An UI to mint NFT’s on any chain 
 : -- Make UI to deploy different kinds of NFT standards (Something like Thirdweb)

diff --git a/_gsocprojects_2024/tensormap.md b/_gsocprojects_2024/tensormap.md
@@ -4,7 +4,7 @@ title: TensorMap
 ---
 
 Brief explanation
-: TensorMap is a web application that will allow the users to create machine learning algorithms visually. TensorMap supports reverse engineering of the visual layout to a Tensorflow implementation in preferred languages. The goal of the project is to let the beginners play with machine learning algorithms in Tensorflow without less background knowledge about the library. 
+: TensorMap is a web application that will allow the users to create machine learning algorithms visually. TensorMap supports reverse engineering of the visual layout to a TensorFlow implementation in preferred languages. The goal of the project is to let the beginners play with machine learning algorithms in TensorFlow without less background knowledge about the library. 
 <br><br>
 
 Expected results

diff --git a/_services/animalRescue.md b/_services/animalRescue.md
@@ -4,7 +4,7 @@ date: 2019-04-18T12:33:46+10:00
 weight: 6
 image: "/images/projects/animalrescue.png"
 ---
-AnimalRescue App initiative to develop a mobile app to track animals that are in need of help. AnimalRescue app connect animal lovers, vets, and other NGOs in real time. They can track the animals that actually need the help.
+AnimalRescue App is an initiative to develop a mobile app to track animals that are in need of help. AnimalRescue app connect animal lovers, vets, and other NGOs in real time. They can track the animals that actually need the help.
 
 
 # Contribute

diff --git a/_services/tensormap.md b/_services/tensormap.md
@@ -5,7 +5,7 @@ weight: 20
 image: "/images/logo/c2si-logo-mobile.png"
 ---
 
-TensorMap is a web application that will allow the users to create machine learning algorithms visually. TensorMap supports reverse engineering of the visual layout to a Tensorflow implementation in preferred languages. The goal of the project is to let the beginners play with machine learning algorithms in Tensorflow without less background knowledge about the library. For more details about the project, read our [project wiki.](https://github.com/scorelab/TensorMap/wiki)
+TensorMap is a web application that will allow the users to create machine learning algorithms visually. TensorMap supports reverse engineering of the visual layout to a TensorFlow implementation in preferred languages. The goal of the project is to let the beginners play with machine learning algorithms in TensorFlow without less background knowledge about the library. For more details about the project, read our [project wiki.](https://github.com/scorelab/TensorMap/wiki)
 
 ## Getting Started
 Follow these steps the steps in the `tensormap-server` and `tensormap-client` directories to setup each component.

diff --git a/_services/trackPal.md b/_services/trackPal.md
@@ -4,7 +4,7 @@ date: 2019-04-18T12:33:46+10:00
 weight: 7
 image: "/images/projects/trackPal.png"
 ---
-TrackPal is a public based mobile application that implemented using react-native and Go-social components. By using this mobile application, users can share their locations when they are on a bus or train and that shared location will be updated when it moves and other users can see the shared details.
+TrackPal is a public based mobile application that is implemented using react-native and Go-social components. By using this mobile application, users can share their locations when they are on a bus or train and that shared location will be updated when it moves and other users can see the shared details.
 
 # Contribute
 - Github Repo: <https://github.com/scorelab>

diff --git a/gsoc.md b/gsoc.md
@@ -44,7 +44,7 @@ Let’s build something great together! 🚀
 
 <br>
 
-# Idea List for 2025
+# 2025 Project Ideas List
 
 
 
diff --git a/opportunities.md b/opportunities.md
@@ -22,7 +22,7 @@ C2SI offer internships where students are requir ed to carry out different work
 # Working Together
 ---
 ## Mentorships:
-C2SI offers the mentorshiops for the researches which conducting under above mentioned areas. Email us if you are looking for a mentor to advice you on your research.
+C2SI offers the mentorships for the researches which conducting under above mentioned areas. Email us if you are looking for a mentor to advice you on your research.
 <br><br>
 
 # Current Openings
Original file line number	Diff line number	Diff line change
Expand Up		@@ -44,7 +44,7 @@ Let’s build something great together! 🚀

		<br>

		# Idea List for 2025
		# 2025 Project Ideas List