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Projects

Case studies in applied ML, deep learning, and data science - each with quantified results and technical reasoning.

10
Case Studies
91.6%
Best Accuracy
4
Deployed Apps
5
ML Domains
⭐ Featured
91.6%
Test Accuracy · +21.35% over baseline

Brain Tumor Classification from MRI Scans

Clinical decision-support system achieving 91.6% accuracy on 4-class brain tumor classification - a +21.35% improvement over baseline using transfer learning with EfficientNet-B3 and a custom medical image preprocessing pipeline.

PythonPyTorchComputer VisionMedical ImagingTransfer Learning+2
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200+Sensors · Real-time ML

Methanex Anomaly Detection

Early-warning ML system for industrial process failures - detects sensor anomalies across 200+ channels before they escalate, combining Isolation Forest, LSTM, and Autoencoder ensembles with a Gemini-powered chat interface for operator insights.

PythonIsolation ForestLSTM AutoencoderTime Series+4
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0.82 F1Entity Extraction · BioBERT

Clinical NLP NER

Automated extraction of medical entities from clinical notes - fine-tuned BioBERT achieves 0.82 F1 on disease/medication/procedure extraction, accelerating chart review and supporting clinical decision-making.

PythonNLPBioBERTSciBERT+3
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NLPTF-IDF · Word2Vec · Sentiment

Text Analytics on 10-K Filings

NLP-driven analysis of SEC 10-K filings in the apparel sector - extracts strategic themes using TF-IDF and Word2Vec, quantifies sentiment trends, and surfaces competitive intelligence from unstructured financial disclosures.

PythonNLPWord2VecTF-IDF+2
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79.1%ModelNet40 · From Scratch

PointNet 3D Classification

From-scratch PointNet implementation achieving 79.1% on ModelNet40 - learns directly from unordered 3D point clouds using permutation-invariant architecture, without voxelization or mesh conversion.

PythonPyTorchDeep LearningPointNet+3
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ROIKMeans Clustering · Deployed

Vancouver Airbnb Investment Intelligence Dashboard

Data-driven investment analysis tool - grades Vancouver Airbnb properties by ROI potential using KMeans clustering, maps neighborhood opportunities, and forecasts revenue. Built with real Inside Airbnb data, deployed on Streamlit.

StreamlitPythonScikit-learnPlotly+2
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Pix2PixConditional GAN · Style Transfer

Edit Generation Model (EGM)

Learns your photo editing style from before/after pairs using Pix2Pix conditional GAN - automates repetitive editing work with U-Net generator and PatchGAN discriminator, supporting Apple Silicon, CUDA, and CPU.

PythonDeep LearningGANPix2Pix+3
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TableauInteractive Dashboard · BI

Airbnb in Vancouver Data Visualization

Interactive Tableau dashboard revealing pricing trends, neighborhood performance, and seasonal patterns in Vancouver's short-term rental market - supports investment scouting and market research with drill-down visualizations.

TableauData VisualizationBusiness Intelligence
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Real-timeVADER NLP · Trend Analysis

YouTube Sentiment Intelligence Dashboard

Real-time sentiment analysis of YouTube comments - analyzes audience reaction at scale using NLTK VADER, with 24-hour trend visualization, auto-refresh, and AI-generated insights. Deployed on Streamlit.

YouTube APINLTK VADERStreamlitPython+1
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GPT-4oVision + Language · Deployed

PhotoCaption-AI

AI-powered caption generator combining GPT-4o vision and language capabilities - analyzes photos and produces contextually relevant, stylized Instagram captions with user feedback tracking in PostgreSQL. Deployed on Streamlit.

OpenAI GPT-4oStreamlitPythonPostgreSQL+1
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