About Me

👋🏾 Hi! I’m Tawana, a Computer Science student at Carleton University specializing in AI/ML with a minor in Business (GPA 3.95/4.0). I’m passionate about building intelligent, scalable systems through experiences in cloud engineering, distributed diagnostics, and machine learning.

💻 I’ve had the opportunity to intern at Microsoft and Raven Connected, where I architected distributed diagnostic engines, AI-powered agents, and vision systems for real-time compliance. I enjoy working at the intersection of machine learning, systems design, and cloud platforms to create tools that make a real-world impact.

Tawana Hondonga

Experience

  • Software Engineer Intern @ Microsoft

    - Cut Sev0/Sev1 (Critical Incident) investigation time >95% (hours → <5 min) by architecting & launching a platform that automates root-cause analysis across global cloud infrastructure.
    - Built a distributed, config-driven Python diagnostic engine facilitating parallel anomaly detection across 100+ telemetry sources with intelligent batching and fault isolation.
    - Created a LangChain-based low-code layer enabling AI-powered diagnostic agents to parse NL playbooks & generate executable diagnostics.

    Duration: May 2025 - July 2025

  • AI/ML Engineer Intern @ Raven Connected

    - Integrated seat-belt compliance detection into the cabin-facing pipeline (97% accuracy, F1=0.99) using a 2-stage detector, ensuring zero regression across existing event classes.
    - Engineered real-time semantic mapping for construction zones (98% accuracy, F1=0.98) by chaining depth and segmentation models to enable roadway safety enforcement.
    - Fine-tuned an object detector on a custom dataset to identify temporary speed limits (mAP@0.5=1.00), powering real-time speeding alerts.
    - Built a NL-to-SQL microservice to translate plain English into MySQL queries, enabling self-serve analytics for support staff.

    Duration: September 2024 - April 2025

  • Teaching Assistant @ Carleton University

    - Supported 700+ students across lectures, labs, and office hours; delivered weekly live code demos to 75+ attendees.
    - Provided detailed feedback on 60+ assignments/week, contributing to measurable gains in course pass rates.

    Duration: September 2023 - April 2024

Tawana Hondonga

Projects

Even more...

🔍 Currently seeking Summer 2026 SWE/MLE/ML SWE internship opportunities!

💻 Technical skills:
Languages: Python, C/C++, Java, JavaScript
ML / Deep Learning: PyTorch, TensorFlow, Keras, scikit-learn, ONNX, TFLite, OpenCV
ML Ops / Data: Pandas, SQL (MySQL), NoSQL, Kusto (KQL), data labeling & ETL
Cloud / DevOps: AWS, Azure, Docker, Linux, Bash, Git, CI/CD
Frameworks / Tools: LangChain, LangGraph, Node.js, Next.js, Express, Valgrind
Focus Areas: Computer Vision, LLM fine-tuning, Prompt Engineering, Model Optimization, Hyperparameter Tuning

🎓 Awards & Honors:
● President’s Faculty Scholarship ($16k)
● Award of Excellence ($5k)
● Dean’s Honor List (2022-2025)
● Vice President & Co-founder @ ColorStackCU

Tawana Hondonga