Complete Index

Projects

Production-minded systems work, interface experiments, machine learning projects, and generative tools collected as case studies.

Published Work

Latest: Present

Waypoint
Personal Project
An adaptive self-learning curriculum platform that turns a learner's objective, constraints, and preferences into a resource-backed capability graph, a deterministic schedule of measurable tasks, and a versioned plan that can safely adapt to real progress and feedback.
August 2026 — Present
- ai
- education-technology
- adaptive-learning
- curriculum-generation
- nextjs
- typescript
- supabase
- llm
- deterministic-scheduling
- playwright
GitHub →
Nous
Personal Project
A local-first personal self-knowledge system that preserves writings, reflections, images, and project artifacts as source evidence, turns them into reviewable Obsidian records and knowledge-graph relationships, and exposes a provenance-aware core for future AI agents, memory interfaces, and personal knowledge applications.
June 2026 — Present
- personal-knowledge-management
- knowledge-graph
- obsidian
- local-first
- ai-agents
- ruby
- human-in-the-loop
- provenance
- privacy
- markdown
- yaml
- json
GitHub →
Deep Concept Model (DCM)
Independent Research Proposal
A proposed neuro-symbolic AI research programme for building a formal concept algebra over mathematics, using dependent type theory, Lean 4, Mathlib, ontology graphs, hyperbolic embeddings, and verified concept generation to explore reasoning beyond natural language.
March 2026 — Present
- research
- neuro-symbolic-ai
- knowledge-representation
- ontology
- type-theory
- lean4
- mathlib
- theorem-proving
- concept-generation
- ai-for-mathematics
- compositional-reasoning
CollectLite
Personal Project
A full-stack human-data collection and model-evaluation platform focused on RAG relevance labeling, dataset ingestion, model-in-the-loop suggestions, multi-annotator consensus, review resolution, quality metrics, and JSONL/CSV exports.
April 2026 — April 2026
- full-stack
- human-data
- annotation-platform
- model-evaluation
- llmops
- rag-evaluation
- nextjs
- typescript
- react
- fastapi
- python
- sqlalchemy
- postgres
- cohere
- docker
GitHub →
Video Virality Predictor
Western AI
A multimodal YouTube Shorts forecasting platform that collects short-form video data, generates video/audio/text embeddings, fuses modalities, trains leakage-resistant predictors, and serves 7-day and 30-day view forecasts through a conference-demoed web application.
October 2025 — March 2026
- machine-learning
- multimodal-ai
- forecasting
- youtube-shorts
- aws-s3
- pytorch
- scikit-learn
- nlp
- computer-vision
- audio
GitHub →
Predicting Online Shoppers’ Purchasing Intention
Western University
An end-to-end supervised machine learning pipeline for predicting purchase intent across 12.3K e-commerce sessions using behavioral feature engineering, leakage-safe preprocessing, class-imbalance-aware evaluation, and tuned linear, tree-based, and ensemble classifiers.
October 2025 — November 2025
- machine-learning
- data-science
- classification
- ecommerce
- feature-engineering
- scikit-learn
- xgboost
- random-forest
- logistic-regression
- model-evaluation
GitHub →
Building a GPT-Style LLM from Scratch
Personal Project
A ground-up PyTorch implementation journey for understanding GPT-style language models, covering tensor operations, autograd, neural network training loops, tokenization, byte-pair encoding, embedding construction, positional embeddings, causal self-attention, and multi-head attention.
April 2025 — May 2025
- machine-learning
- deep-learning
- llm
- transformer
- gpt
- pytorch
- tokenization
- embeddings
- attention
- neural-networks
- nlp
GitHub →

Projects

Waypoint

Nous

Deep Concept Model (DCM)

CollectLite

Video Virality Predictor

Predicting Online Shoppers’ Purchasing Intention

Building a GPT-Style LLM from Scratch