

- Portals
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Vancouver, British Columbia, Canada
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Toronto, Ontario, Canada
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Recent projects

Cybersecurity Data Collection Research Assistant
The main objective of the project, focusing on cybersecurity data collection and labeling for vulnerability management, is to enhance the understanding and management of cybersecurity vulnerabilities. This project aims to engage students in the crucial task of gathering, analyzing, and labeling data related to cybersecurity threats and vulnerabilities. Problem to Solve: Students will be tasked with addressing the challenge of identifying and categorizing various types of cybersecurity vulnerabilities. This involves the collection of vast amounts of data from different sources, such as security logs, network traffic, and public vulnerability databases. The key challenge lies in accurately analyzing and interpreting this data to identify potential vulnerabilities. Expected Outcome: By the end of the project, students are expected to achieve the following outcomes: 1. Comprehensive Data Collection: Students should be able to gather relevant cybersecurity data from multiple sources systematically. This includes understanding where to find data and how to extract it efficiently. 2. Effective Data Labeling and Categorization: Students should develop skills to accurately label and categorize the collected data based on the type and severity of the vulnerabilities. This involves understanding different types of cybersecurity threats and their characteristics. 3. Vulnerability Analysis Skills: Students should be able to analyze the labeled data to identify patterns or trends that could indicate potential security vulnerabilities or breaches. 4. Reporting and Documentation: Students should be able to document their findings in a clear and concise manner, providing insights and recommendations for vulnerability management and mitigation strategies. 5. Awareness of Ethical and Legal Considerations: Students should understand and adhere to ethical and legal standards in data handling, particularly regarding sensitive or personal information. 6. Collaborative Skills: Given the complexity of cybersecurity, students should also learn to collaborate effectively, sharing insights and combining expertise to tackle multifaceted problems. The success of this project lies in its ability to equip students with practical skills in handling real-world cybersecurity challenges, enhancing their ability to identify, analyze, and manage cybersecurity vulnerabilities in various environments.

Artificial Intelligence & Machine Learning Application
We would like to collaborate with students to apply the latest artificial intelligence (AI) and machine learning (ML) techniques to our existing dataset. Students will develop an AI / ML model related to any of the aforementioned applications. This will involve several different steps for the students, including: Conducting background research on our existing products and the dataset. Analyzing our current dataset. Researching the latest AI / ML techniques and how they could be applied to our data. Developing an AI / ML model that provides unique outcomes or insights into our data. Providing multiple solutions that can be applied to solve the same problem.

Social Media Content Strategy for Brand Recognition
Consider It Energy aims to enhance its online presence and drive traffic to its platforms by developing engaging content for social media channels such as Facebook and LinkedIn. The project involves creating a cohesive content strategy that aligns with the company's brand values and objectives. The team will analyze current social media trends and the company's target audience to craft compelling posts that increase brand recognition and engagement. This project provides an opportunity for learners to apply their knowledge of digital marketing, content creation, and social media analytics. The tasks include researching effective content types, drafting post ideas, and scheduling content for optimal reach. The goal is to create a series of posts that can be used over a month-long campaign, ensuring consistency and relevance across platforms.
Work experience
Digital Marketing
Consider It Energy
Vancouver, British Columbia, Canada
March 2025 - May 2025
Riipen project where I helped grow Consider It Energy, a HVAC designing and sustainable energy living company. I created content for their social media accounts like linkedin, instagram & facebook.
Education
Bachelor of Science (B.S.), Computer Science
York University
September 2022 - April 2026
Personal projects
My portfolio
https://manalib-portfolio.netlify.app/My personal projects in here.