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Cursor for Contracts
TLDRResearch
Created a contract editor with inline clause LLM suggestions -
(Bitter) Lessons from Scaling Machine Learning Interatomic Potentials
TLDRResearch
Compared a plain transformer encoder to EquiformerV2 and studied their scaling laws -
AI Rubber Ducky Pair Programmer
TLDRProduct
Created a voice-based AI pair programmer and was in the top 10% of applicants to YC S25 (not accepted) -
Physics-Constrained Neural Networks for Solving Partial Differential Equations
TLDRHow To
Training neural networks to solve PDEs while enforcing physics constraints via a differentiable linear solver layer -
Universal Mask Finding
TLDRProduct
Trained & deployed a segmentation model that has stably provided millions of inferences over 4 years -
Transfer Learning in Computer Vision
TLDRHow To
A tutorial on how to finetune small vision models for segmentation and classification -
Trump or Computer Dump?
TLDRHow To
Finetuned GPT-2 774M on 56.5k Trump tweets in 12/20 to test model's persuasive capability - recreated with š¤ in 04/23 -
Neural Style Transfer Webcam
TLDRProduct
Inferenced style representation and transfer models with TensorFlow.js to create a near real-time arbitrary style filter -
Barium Titanate Permittivity & Image Processing
TLDRResearch
Created an image processing and multiphysics modelling pipeline for TEM images of BTO nanoparticles - presented at MRS Spring '21 -
The Bias-Expressivity Trade-off
TLDRResearch
A proof using MontaƱez's algorithmic search framework that inductive bias and entropic expressivity are inversely related -
The Futility of Bias-Free Learning and Search
TLDRResearch
A proof using MontaƱez's algorithmic search framework that without inductive biases a learnerās expected performance over a finite uniform search space matches uniform random sampling