Portfolio
Research, applied AI, and scientific design
Two collections: applied AI research and published scientific illustration. Explore specific categories below.
Section 01
Research & Applied AI Projects
Dermoscopic Lesion Boundary Segmentation
U-Net based semantic segmentation isolating lesion boundaries across a dermoscopic image set for downstream classification.
Facial Emotion Recognition Pipeline
CNN classifier trained to recognize expression categories from facial image datasets, with confidence-scored outputs.
Mask / Class-Type Classification System
Binary and multi-class detector distinguishing masked vs. unmasked subjects and object class types across frames.
Spatial Transcriptomics Cluster Mapping
Spot-level clustering pipeline mapping cell-type distribution across spatial transcriptomics tissue sections.
Encoder–Decoder Architecture Validation
Architecture benchmarking for an encoder-decoder segmentation network prior to deployment on clinical image data.
Spatial Transcriptomics Analysis Pipeline
End-to-end pipeline from raw reads to cell-typed, publication-ready spatial expression figures.
Section 02
Scientific & Graphic Design Work
Graphical Abstract — Classification Study
Published graphical abstract summarizing a feature-extraction and classification workflow for a journal submission.
Graphical Abstract — Trajectory Analysis
Pseudotime trajectory visual summary designed for a bioinformatics manuscript graphical abstract.
Model Architecture Diagram, Journal Figure
Clean architecture diagram prepared to journal figure standards, published in an Oxford Academic title.
Segmentation Results Figure Panel
Multi-panel results figure comparing segmentation outputs across model variants for manuscript submission.
Pipeline Schematic, Methods Figure
Step-by-step methods schematic distilled from a multi-stage bioinformatics pipeline into one journal figure.
Classification Confusion Matrix Figure
Annotated confusion matrix and legend redesigned for readability ahead of journal submission.
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Have a project like these in mind?
Every case above started as a short project brief. Yours can too.