ahmedmalaa

AutoPrognosis

Codebase for "AutoPrognosis: Automated Clinical Prognostic Modeling via Bayesian Optimization", ICML 2018.

Symbolic-Metamodeling

Codebase for "Demystifying Black-box Models with Symbolic Metamodels", NeurIPS 2019.

evaluating-generative-models

Fourier-flows

discriminative-jackknife

Codebase for "Discriminative Jackknife: Quantifying Uncertainty in Deep Learning via Higher-Order Influence Functions", ICML 2020.

rnn-blockwise-jackknife

Codebase for "Frequentist Uncertainty in Recurrent Neural Networks via Blockwise Influence Functions", ICML 2020.

attentive-state-space-models

Code for the NeurIPS 2019 paper: "Attentive State-Space Modeling of Disease Progression", by A. M. Alaa and M. van der Schaar.

torch-influence-functions

Computing influence functions for deep neural networks.

IE-AutoML-competition

Description and instructions for the Inspiration Exchange AutoML competition organized by the vanderschaar lab.

causalml

Uplift modeling and causal inference with machine learning algorithms

covid-policy-tracker

Systematic dataset of Covid-19 policy, from Oxford University

CPH200B

Repository for the Computational Precision Health Cornerstone Course (CPH200B)

PlotNeuralNet

Latex code for making neural networks diagrams

pytorch_influence_functions

This is a PyTorch reimplementation of Influence Functions from the ICML2017 best paper: Understanding Black-box Predictions via Influence Functions by Pang Wei Koh and Percy Liang.

Thesis

ahmedmalaa_v1.github.io

Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes

avalanche

DeepStrain

A Deep Learning Workflow for the Automated Characterization of Cardiac Mechanics

E-Pix2Vox-reconstruction

Code to implement "Efficient Pix2Vox++ for 3D Cardiac Reconstruction from 2D echo views"

few-shot-classification-leaderboard

Leaderboards for few-shot image classification on miniImageNet, tieredImageNet, FC100, and CIFAR-FS.

Folder-Structure-Conventions

Folder / directory structure options and naming conventions for software projects

galai

Model API for GALACTICA

InstructCV

Codebase for "InstructCV: Instruction-Tuned Text-to-Image Diffusion Models as Vision Generalists"

nerfstudio

A collaboration friendly studio for NeRFs

nsf-proposal-latex

An NSF proposal template in LaTeX

PIP-COVID19

Policy Impact Predictor

point-e

Point cloud diffusion for 3D model synthesis

ssl-benchmarks

A python library for self-supervised learning on images.

t-few

Code for T-Few from "Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning"

web

Website