Experiences

Fable Therapeutics Machine Learning Operations Intern
Jan 2026 - April 2026
Built and optimized machine learning infrastructure for drug discovery by developing custom GPU kernels, profiling PyTorch models, building AWS deployment pipelines for HPC workloads, and creating monitoring pipelines.
Nokia AI/ML & Full-stack Intern
May 2025 - August 2025
Built a cloud-native multi-agent LLM system with RAG-driven chain-of-thought analysis and MCP-based network reconfiguration to autonomously resolve 5G network issues.
Undergraduate Research Assistant
September 2025 - December 2025
Designed privacy-preserving inference algorithms and defense mechanisms leveraging cryptography, differential privacy, and machine learning, under Dr. Florian Kerschbaum.
Nokia AI/ML & Automation Intern
September 2024 - December 2024
Developed autonomous applications based on the OODA control loop for next-gen telecommunications networks, focusing on UPF congestion and network slice management to approach an L5 autonomous network.
UWARG Embedded Flight Software Developer & Project Manager
January 2025 - Present
Project manager on the embedded flight software (EFS) team in the University of Waterloo Aerial Robotics Group. Worked on firmware and embedded systems for the autonomous UAVs.
UW CSC Events Coordinator
January 2024 - August 2024
Plan and execute large-scale events that benefit students interested in CS, ranging from social events to fun competitions to professional networking.
WOSS CS Club Executive
September 2022 - June 2023
Created and taught weekly C++ lessons on graph theory, dynamic programming, and data structures for 80-100 club members, alongside leading live problem-solving sessions.
Michigan Math and Science Scholars
June 2022
Attended an invitational, residential math program held by the University of Michigan, Ann Arbor. Learned about graduate-level STEM topics in pure mathematics such as topology, set theory, and Brouwer's Fixed Point Theorem through rigorous coursework taught by university faculty.
HDSB Hackathon Director of Outreach
January 2023 - March 2023
Helped organize the first-ever hackathon under HDSB for over 200 individual participants. Raised over $8000 in sponsorships for prizes.
Bronze Cross
December 2018 - March 2019
Attended an Assistant Lifeguard Bronze Cross Certification and Standard First Aid certification program. Developed leadership and communication skills with fellow lifeguards.
CyberSeniors Volunteer
June 2021 - March 2023
Led online seminars about technology (approx. 30 seniors), engaged seniors through group discussion, mentored seniors in one-on-one support calls.

Awards

AIME 12 Qualification
November 2022
Canadian Senior Math Contest Honor Role Group IV
November 2022
Nortel Institute Scholarship
June 2023

Certifications

AWS Cloud Solutions Architect
AWS on Coursera
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Learned about core AWS services and concepts including EC2, S3, RDS, and VPC through hands-on labs and projects. Learned to design scalable, highly available, cost-effective, and fault-tolerant architectures on AWS cloud infrastructure.
Deep Learning Specialization
DeepLearning.AI
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Built standard, convolutional, and recurrent neural networks through TensorFlow and Keras and applied them to tasks ranging from object detection to natural language processing (NLP). Delved further into NLP concepts such as wording embeddings, tokenization, and transformer models.
Learned about foundational computer science concepts, including algorithms, data structures, and programming languages like C, Python, and SQL. Gained proficiency in creating web applications using HTML, CSS, JavaScript, and Flask.
Docker
Linkedin Learning
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Gained knowledge of Docker, including containerization, Dockerfiles, and the Docker API. Learned how to create, manage, and troubleshoot containers using the Docker CLI.
Kubernetes
Linkedin Learning
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Gained hands-on experience in Kubernetes by creating clusters, deploying and managing containerized applications, writing YAML manifests, and troubleshooting pods.
Rust
Linkedin Learning
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Gained knowledge on creating memory-safe, high-performance applications with Rust.
Kubernetes Operators
Linkedin Learning
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Learned how to create Kubernetes operators in Go to extend the Kubernetes API, enabling automation of complex provisioning and management tasks for more efficient and scalable cluster operations.
Go
Linkedin Learning
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Learned core concepts of the Go programming language.
Advanced Kubernetes
Linkedin Learning
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Developed an in-depth understanding of Kubernetes architecture and its core components. Learned to extend the Kubernetes API and explored way to manage cloud provider resources.