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AI/Machine Learning
Created by
Ben Evans
, last modified on
Aug 19, 2022
Intro to Distributed AI/ML Techniques
NCI AI/ML environment
Our NCI AI/ML environment
Running Horovod
Running Ray and associated Libraries
AI/ML Frameworks
Tensorflow
Tensorflow using Horovod
Tensorflow using Ray
Tensorflow using ResNet
Tensorflow using ImageNet
Pytorch
Pytorch using Horovod
Pytorch using Ray
torchrun: Multi-node Distributed Training
AlphaZero.jl
DeepSpeed
Neural Operators
Generative Adversarial Networks
AI/ML associated tools
DALI: NVIDIA Data Loading Library Example Notebook ( pre-release)
Gpustat - Multinode GPU monitoring
Tensorboard: web-based ML visualisation tool
View TensorBoard with NCI ARE JupyterLab session
PyTorch Profiler with TensorBoard
AI/ML data collections
ImageNet
Introduction to ImageNet
Description of the Imagenet Dataset
MNIST
No labels
Overview
Content Tools
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