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Determined Examples

Domain Example Dataset Framework
Tutorials

mnist_pytorch
fashion_mnist_tf_keras

MNIST
Fashion MNIST

PyTorch
TensorFlow (tf.keras)

Computer Vision

cifar10_pytorch
mnist_multi_output_pytorch
fasterrcnn_coco_pytorch
mnist_estimator
mnist_tf_layers
cifar10_tf_keras
iris_tf_keras
unets_tf_keras

CIFAR-10
MNIST
Penn-Fudan Dataset
MNIST
MNIST
CIFAR-10
Iris Dataset
Oxford-IIIT Pet Dataset

PyTorch
PyTorch
PyTorch
TensorFlow (Estimator API)
TensorFlow (tf.layers via Estimator API)
TensorFlow (tf.keras)
TensorFlow (tf.keras)
TensorFlow (tf.keras)

Natural Language Processing (NLP)

bert_squad_pytorch
bert_glue_pytorch

SQuAD
GLUE

PyTorch
PyTorch

HP Search Benchmarks

darts_cifar10_pytorch
darts_penntreebank_pytorch

CIFAR-10
Penn Treebank Dataset

PyTorch
PyTorch

Neural Architecture Search (NAS) gaea_pytorch DARTS PyTorch
Meta Learning protonet_omniglot_pytorch Omniglot PyTorch
Generative Adversarial Networks (GAN) gan_mnist_pytorch MNIST PyTorch
Decision Trees gbt_titanic_estimator Titanic TensorFlow (Estimator API)
Data Layer

data_layer_mnist_estimator
data_layer_mnist_tf_keras

MNIST
MNIST

TensorFlow (Estimator API)
TensorFlow (tf.keras)