sanaelotfi Goto Github PK

algorithms-for-ai

Assignments for the "INF8215: Methods and Algorithms for Artificial Intelligence" course. M.Sc. in Applied Mathematics at Polytechnique Montréal.

bayesian_model_comparison

Supporing code for the paper "Bayesian Model Selection, the Marginal Likelihood, and Generalization".

causal-representation-learning-survey

Causal Representation Learning: A Survey

cheatsheet-translation

Translation of VIP cheatsheets for Machine Learning and Deep Learning

face-recognition-using-eigenfaces

Implementation of the Face Recognition using EigenFaces approach and more experimentation using this concept.

fixup

A Re-implementation of Fixed-update Initialization

julia

The Julia Language: A fresh approach to technical computing.

laplace

Laplace approximations for Deep Learning.

learning-invariances

Codebase for Learning Invariances in Neural Networks

medium_articles

Scripts/Notebooks used for my articles published on Medium

mth3302

Calepins Jupyter pour le cours MTH3302 de Polytechnique Montréal

pac-bayes-survey

Understanding the Generalization of Deep Neural Networks through PAC-Bayes bounds: A Survey

representation-learning

3rd homework for the "IFT6135 : Representation learning" course at Udem. M.Sc. in Applied Mathematics at Polytechnique Montréal.

representation-learning-hw1

1st homework for the "IFT6135 : Representation learning" course at Udem. M.Sc. in Applied Mathematics at Polytechnique Montréal.

representation-learning-hw2

2nd homework for the "IFT6135 : Representation learning" course at Udem. M.Sc. in Applied Mathematics at Polytechnique Montréal.

sanaelotfi.github.io

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

spam-filterering

sublora-bounds-for-llms

Computing compression-based generalization bounds for LLMs using SubLoRA

tight-pac-bayes

Code for PAC-Bayes Compression Bounds So Tight That They Can Explain Generalization, NeurIPS 2022

tsai

Time series Timeseries Deep Learning Machine Learning Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai

understandingbdl