AI Engineer · Data Scientist · Amateur Researcher
🎯 What I'm About
I ♥ finding creative ways to solve hard problems!
Hobbies include AI research, optimizing AI systems for performance, obsessing over λs.
Work spans AI architectures and data handling / prediction modeling.
Love collaboration! Please email me if interested!
🚀 What I'm Working On atm
Making a custom LLM & MCP server from scratch 🛝
📌 Selected Projects
🛌 DeepSleepAI • Automated Time-Series Classifier
Sleep stage classifier on EEG signal data implementing a Dynamic Bayesian Network to model transitions.
📈 Outperforms CNN baselines! Journal publication in progress.
🧠 PyEEG-GPU • GPU-accelerated EEG Feature Extractor
Python library for high-speed EEG statistically-derived feature extraction using CUDA + CuPy.
🩺 Natural Language Processing • Medical Diagnosis Generator
Creating a RAG-tuned LLM. Q&A query-response for a medical diagnosis of a symptomatic patient.
📈 Dual-GPU model achieves 0.51 avg-loss in final epoch.
👁️ Computer Vision: • Three Sample Projects • Facial & Object Recognition
Discussion & examples of contour mapping, object segmentation and biometric authentication using CNNs, HoG, LBP, cv2, ViT.
🧊 Deep Learning • Tri-Axial Gyroscope Classifier
3D time-series signal classifier using Bi-LSTM neural network model engineering with fine-tuning techniques for optimized performance.
📈 Achieves 91% accuracy using F1 scoring & ROC-AUC metrics.
λ EigenSolvers • Numerical Methods in Engineering
Scientific computing solvers for ODEs, PDEs, boundary value problems, matrix factorization and optimization techniques using NumPy & SciPy.
🧌 Wumpus • Agentic AI
Bayesian Inference and Constraint Satisfaction Programming to guide a free agent using perceptions to search a grid space and perform a task while calculating probabilities of dangers en route.
📊 Machine Learning • Foundations in Data Science
Exploring the underpinnings of AI: how data is processed, meaning is extracted, and predictions are made.
🔔 More Projects!
📄 View My Full CV
🔗 LinkedIn • YouTube • Email
🧠 Rabbit holes I'm into these days:
Keeping AI Safe • Multimodal AI Systems • Scalable AI in Scientific Discovery • Quantum AI + Machine Learning