Publications.
Long-form entries from the practice notebook. Methods, systems, and reflections written to accompany the work.
AI-Driven MRI Brain Segmentation Using U-Net Model
A U-Net segmentation service for brain MRI, deployed behind FastAPI and Gradio.
Read the paper →
- Computer Vision
- Medical Imaging
- PyTorch
- U-Net
- 028 min
Testing UHPFRC Bridge Beams with Digital Image Correlation
Full-field DIC on ultra-high-performance fibre-reinforced concrete beams: strain, deflection, and failure mode versus an HPC control.
- Structural Engineering
- UHPFRC
- DIC
- Materials Science
- 03Sep 24, 20244 min
Automated Summarization and Audio Generation of Legal Documents Using Transformer Models
A BART-based pipeline that turns dense legal PDFs into short abstracts and audio narrations.
- NLP
- Transformers
- BART
- Legal Tech
- 04Sep 22, 20244 min
AI-Powered Data Insights and Recommendations Tool: A Comprehensive Approach
A conversational BI tool: natural language in, SQL out, insights and recommendations grounded in the data.
- LLM
- LangChain
- RAG
- BI
- GPT
- 05Sep 15, 202419 min
Synthetic Data Generation for One-shot/Few-shot Image Synthesis: A Comprehensive Approach
A Unity-based generator that turns a single reference image into a diverse synthetic dataset for computer vision.
- Synthetic Data
- Unity
- Computer Vision
- Few-shot
- 06Aug 15, 20202 min
Zillow’s Forecasting Model: Zestimate
How COVID reshaped the King County housing market, and how Zillow’s Zestimate keeps pace.
- Forecasting
- Real Estate
- Zestimate
- 07Sep 5, 20202 min
Diagnosing Pneumonia Using Deep Learning
A VGG19-based classifier that distinguishes pneumonia from COVID-19 on chest X-rays.
- Medical Imaging
- VGG19
- Transfer Learning
- 08Aug 10, 20205 min
Tesla’s Race Towards Level 5 Autonomy
Four pillars of autonomy, the fleet-learning flywheel, and why the software 2.0 rewrite matters.
- Autonomy
- Neural Networks
- Tesla
- Software 2.0
- 09Jul 25, 20202 min
Netflix’s Aesthetic Visual Analysis
How AVA, tagging, and audience segmentation turn a catalog into a personalized front page.
- Recommenders
- Netflix
- AVA
