PyTorch GeometricGNNNLP
Fake News Detection — Graph Neural Network
2025Paper Replication
- Replicated a research paper's GNN architecture to detect misinformation propagation, encoding heterogeneous relationships between users, articles, and diffusion paths as graph structures for node-level and graph-level classification.
RAGHuggingFaceLLMs
QUASAR — Temporal Question Answering with RAG
2025Paper Replication
- Replicated and extended the QUASAR retrieval-augmented generation framework for temporal question answering, evaluating time-sensitive multi-hop reasoning over retrieved documents on benchmark QA datasets.
MNE-PythonScikit-learnSignal Processing
Neural Decoder — MEG Neuroimaging
2024Research Internship · Dr. Karim Jerbi's Lab, UdeM
- Built an end-to-end ML pipeline on high-dimensional MEG time-series — artifact rejection, signal filtering, and supervised decoding — to identify neural signatures of facial familiarity; presented findings at the Unique Student Symposium 2024, CERVO Brain Research Center.
MCTSUCB1Game AI
Divercité — MCTS Adversarial Agent
2025Course Project · INF8175, Polytechnique Montréal
- Implemented a Monte Carlo Tree Search agent for the board game Divercité, combining UCB1 selection, heuristic rollout policies, and tree expansion to maximize adversarial decision quality under compute constraints.
Computer VisionMulti-modalMobile
Angler's Kit
2025PolyHx · Polytechnique Montréal
- Developed a multi-modal application integrating computer vision for species identification and real-time weather analytics to provide anglers with data-driven insights and regulatory guidance.
Face RecognitionBiometricsWeb
Senevolus
2024McHacks · McGill University
- Engineered a secure volunteer-matching platform featuring a biometric authentication layer using face recognition to ensure the safety and verification of interactions.
RegressionDimensionality ReductionNeuroscience
Neural Decoder — Calcium Imaging
2024PharmaHacks · Concordia University
- Built a predictive model to decode spatial positioning from calcium imaging data, utilizing dimensionality reduction to translate neural fluorescence signals into physical coordinates. Awarded Best Technical Implementation.
Certifications
AWS Certified AI Practitioner
2025Amazon Web Services
Covers the AWS AI/ML service ecosystem — SageMaker for model training and deployment, Bedrock for managed LLM APIs, and responsible AI practices — signaling production-oriented cloud ML fluency.
TensorFlow Developer Specialization
2024Deeplearning.ai
Deep Learning, Convolutional Neural Networks, Natural Language Processing, and Time Series forecasting with TensorFlow.
Quantum Computing
2023Institut Quantique · CMAI
Certificates from Institut Quantique de l'Université de Sherbrooke and CMAI.