Mir Junaid's Projects
Singularity image for a deep learning (pytorch) environment + GPU support
How to use Singularity!
Custom Spawner for Jupyterhub to start slurm jobs when users log in
Example scripts for SLURM's power saving feature. Useful for HPC installations large and small.
A collection of 85 minority oversampling techniques (SMOTE) for imbalanced learning with multi-class oversampling and model selection features
Set up your local environment to do some real Machine Learning Operations software development, just like pro MLOps practitioners.
A flexible package manager that supports multiple versions, configurations, platforms, and compilers.
Codes for "Bridging the Gap Between Spectral and Spatial Domains in Graph Neural Networks" paper
Graph Neural Networks with Keras and Tensorflow 2.
Subgraph Neural Networks (NeurIPS 2020)
CSC Summer School in High Performance Computing
files and instructions for creating and using example containers from the sylabs.io blog
Largest multi-label image database; ResNet-101 model; 80.73% top-1 acc on ImageNet
Terraform enables you to safely and predictably create, change, and improve infrastructure. It is an open source tool that codifies APIs into declarative configuration files that can be shared amongst team members, treated as code, edited, reviewed, and versioned.
A brief tutorial on using terraform on openstack.
Terraform terraform provider
Code examples and exercise solutions from Think Python by Allen Downey, published by O'Reilly Media.
Trax ā Deep Learning with Clear Code and Speed
Tutorials for the usage of the Uni.lu HPC platform
Tutorials for HPC Workshop 2023
Repository of Jupyter notebook tutorials for teaching the Deep Learning Course at the University of Amsterdam (MSc AI), Fall 2021
A simple CUDA vector addition program
Visual Studio Code
Code for the word2vec HTTP server running at https://rare-technologies.com/word2vec-tutorial/#bonus_app
A benchmark dataset for data-driven weather forecasting
Spatiotemporal graph convolutional network for wind speed prediction.
Wikipedia graph mining: dynamic structure of collective memory
Scalable Graph Neural Networks with Deep Graph Library
YOLOv5 š in PyTorch > ONNX > CoreML > TFLite