Hey, I'm Marquis. I build things, train models, and work with computational genomics.
I keep my formal write-ups inside the code repositories, so this site is just a quick, clean directory to learn about my work.
🧬 What I'm Doing Right Now
- Regulatory Genomics: Evaluating sequence-to-function foundation models (like Borzoi and Enformer) using individual-level variation via protected datasets.
- Other Stuff: StatQuest, Deeplizard, 3b1b
- Personal Stuff: Training AI (Actual Intelligence: dog), breaking game physics, Solar-only model training
🎓 My relevant academic achievements:
🧪 Proof of Concept
import torch
x, y = torch.tensor([[1.0]]), torch.tensor([[5.0]])
model = torch.nn.Linear(1, 1, bias=False)
opt = torch.optim.SGD(model.parameters(), lr=1.0)
loss = torch.nn.functional.mse_loss(model(x), y)
loss.backward(); opt.step()
# Loss: 0.000000