Computational Modeling of Neural Networks
Computational analysis of how depression alters neural responses to emotional music.
The Safe Path and the Short Path:
SARSA and Q-Learning
Two algorithms that differ by one line of code choose different routes along a cliff.
UtopiaLabs:
Advanced Tech Award Winner
AI driven behavioral modeling integrating neuroscience and data science to simulate decision making.
General Motors Spain:
Market Expansion Feasibility
Market research and strategic analysis for European expansion
Teaching Robots to Walk:
PPO and Imitation Learning
A reinforcement learning pipeline in which a trained expert teaches a student, then the student keeps learning.
Zara:
UX Redesign Case Study
Enhanced e-commerce experience reducing cognitive load and improving navigation clarity.
Gallery of Artwork
A collection of artworks exploring emotion, perception, and the interplay of science and creativity.
Neuroskepticism in Pop Culture
How media narratives reinterpret and oversimplify neuroscience research
End-to-End Cloud Migration Framework for Fashion Retail
Hybrid cloud strategy integrating ERP and PLM systems to improve scalability, resilience, and delivery speed
Sift:
Search That Answers From Your Own Content
Retrieval-augmented search in two products: a company knowledge base and a shopping assistant.
Shopaholic:
One Page, Many Stores
A curated shopping list that pulls pieces from many stores into a single page.
Reverie:
A Recommender That Reads Watch History
A sequential deep learning model and full web app that predict what a viewer will enjoy next.
Home Credit:
Predicting Loan Default
A gradient boosting ensemble that predicts which loan applicants will repay, across seven linked tables.
Lunar Lander:
Three Agents, One Landing
DQN, Double DQN, and PPO implemented in PyTorch and compared on the same landing task.
Open Study Hub:
Otter, Notion, and NotebookLM
A shared system that turns every class session into a transcript, a podcast, a quiz, and flashcards.
Santander:
Predicting Customer Transactions
A gradient boosting model on 200 anonymous features, with a study of synthetic rows hidden in the test set.
Porto Seguro:
Safe Driver Prediction
An imbalanced classification model that predicts which drivers will file an insurance claim.
Costa Rica:
Classifying Household Poverty
A five-model ensemble that assigns households to one of four poverty levels.
Spam or Ham:
An Email Classifier
A support vector machine with engineered text features that separates spam from legitimate email.
Learning by Trial:
Tabular Reinforcement Learning
Four classic algorithms implemented from scratch and compared on FrozenLake and Taxi.
Balancing a Pole:
From Q-Tables to Deep Q-Networks
Tabular Q-Learning, Double Q-Learning, and a neural network agent on the CartPole task.
EcoMute:
A Bike-Sharing Backend
A FastAPI service with authentication, an async database, and automated tests.
Supersonic:
An AI-Assisted Project Planner
A FastAPI and PostgreSQL backend that imports a project plan from a spreadsheet and returns AI summaries and schedule suggestions.
APT29 Cozy Bear:
A Threat Actor Case Study
A cybersecurity case study of a state-sponsored espionage group: how it operates, why defenses failed, and what to change.
MIPS Assembly:
A Program One Instruction at a Time
A program that reads integers, stores them, and sums the even ones, written in MIPS assembly.
Threads and Semaphores:
A Ticket Store With a VIP Line
A concurrency simulation in which every customer is a thread and VIP customers enter first.
Sockets:
A Multi-Client Chat Server
A TCP chat server that gives each client a thread and backs up the conversation.
Data Labs:
SQL Analytics and a Graph Database
Analytical queries in DuckDB and a bike-share network modeled as a graph in Neo4j.
Adidas:
Data Visualization Storytelling
Interactive sales analytics dashboard surfacing regional, product, and time-based performance insights for stakeholder decision-making
Siemens Gamesa:
Optimization Through AI & ML
Designed AI driven systems to support renewable energy optimization and data informed decision making.
Amazon Prime Video:
Behavioral Research Applied to Product Design
Applied cognitive science and behavioral UX to subscription lifecycle optimization.
Spotify:
Behavioral Insights and Product Strategy
Understanding how listening behavior, emotion, and context shape engagement.
EdTech:
Product Lifecycle Management
Designing and evaluating product decisions across discovery, experimentation, launch, and iteration.
Induced Neuroprotective A2 Astrocytes to Treat Traumatic CNS Injury
Exploring how A2 astrocytes may promote neural repair after traumatic CNS injury.
Establishing Primary Neuronal Cultures from Drosophila Pupae
Designing a neurobiological assay for synaptic development.
Token Materialism and the Mind-Body Problem
Analyzes mind-body theories using evidence-based reasoning and conceptual modeling.
Competence and Cognition:
What Differentiates the Human Mind
A study exploring how language, cooperation, and social learning differentiate human cognition from other species.
The Misuse of Anthropomorphism in Comparative Psychology
A philosophical analysis of methodological conservatism, Morgan's Canon, and the interpretation of causal reasoning in animals.
Costume Construction:
A Flannel Shirt Jacket
One garment from uncut plaid cloth to a finished, wearable jacket.
Tesla:
Operations Strategy and Supply Chain Analysis
An in-depth analysis of how Tesla's vertically integrated supply chain, demand forecasting models, and lean operations drive efficiency and innovation in electric vehicle manufacturing.
Walt Disney:
Financial Markets Case Study
Analysis of Disney's strategic bond issuance and financial positioning during industry wide disruption.