Akshay Trikha
Projects
  • Cursor for Contracts
    Oct 9, 2025

    Cursor for Contracts

    TLDRResearch
    Created a contract editor with inline clause LLM suggestions
  • (Bitter) Lessons from Scaling Machine Learning Interatomic Potentials
    Sep 25, 2025

    (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
    May 23, 2025

    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
    Mar 11, 2024

    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
    Sep 24, 2023

    Universal Mask Finding

    TLDRProduct
    Trained & deployed a segmentation model that has stably provided millions of inferences over 4 years
  • Transfer Learning in Computer Vision
    Jul 4, 2023

    Transfer Learning in Computer Vision

    TLDRHow To
    A tutorial on how to finetune small vision models for segmentation and classification
  • Trump or Computer Dump?
    Apr 23, 2023

    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 šŸ¤— in 04/23
  • Neural Style Transfer Webcam
    Jul 16, 2021

    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
    Jul 14, 2021

    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
    Nov 9, 2019

    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
    Jul 25, 2019

    The Futility of Bias-Free Learning and Search

    TLDRResearch
    A proof using MontaƱez's algorithmic search framework that without inductive biases a learner’s expected performance over a finite uniform search space matches uniform random sampling

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