Cyber Defense Strategies: Learning about network security, threat detection, and incident response using tools like Snort, Zeek, and Wireshark.
Digital Forensics & SIEM: Gaining hands-on experience with forensic analysis and monitoring threats using Splunk and other SIEM tools.
Network Infrastructure: Developing knowledge of OSI model, TCP/IP protocols, firewalls, and intrusion detection systems (IDS).

Engineered an automated deadline calculator for Ontario limitation periods, ensuring accurate computation of legal deadlines based on discovery dates, weekends, and public holidays.
Implemented rule-based logic to determine discovery dates and apply legal exceptions.
Ensured compliance with the Limitations Act, 2002, improving deadline accuracy and reliability.

Built a structured database to efficiently manage user data and support
platform functionality.
Deployed the database on AWS RDS to ensure scalability, reliability, and remote access.
Utilized SQLAlchemy to integrate the database with the Python backend, simplifying queries and
data management.

Set up a secure network lab with a router and Linux OS to simulate and analyze traffic. Gained experience in network security, traffic monitoring, and incident response.
Used Wireshark for packet inspection and analyzed protocols such as TCP, UDP, HTTP, DNS, and ICMP to identify irregularities.
Deployed and configured Snort as an IDS/IPS to detect and prevent malicious traffic.