Image Classification
-
Running MNIST on Cloud TPU (TF 2.x)
An MNIST image classification model using TensorFlow, optimized to run on Cloud TPU.
-
Training ResNet on Cloud TPU (TF 2.x)
A ResNet image classification model using TensorFlow, optimized to run on Cloud TPU.
-
Training Keras ResNet-RS on Cloud TPU (TF 2.x)
A Keras ResNet-RS model using TensorFlow, optimized to run on Cloud TPU.
-
Training ResNet on Cloud TPU (PyTorch)
A ResNet image classification model using PyTorch, optimized to run on Cloud TPU.
-
Training EfficientNet on Cloud TPU (TF 2.x)
An EfficientNet image classification model using TensorFlow, optimized to run on Cloud TPU.
Object Detection
-
Training RetinaNet on Cloud TPU (TF 2.x)
A RetinaNet object detection model using TensorFlow, optimized to run on Cloud TPU.
-
Training ShapeMask on Cloud TPU (TF 2.x)
A ShapeMask object detection model using TensorFlow, optimized to run on Cloud TPU.
-
Training Mask RCNN on Cloud TPU (TF 2.x)
A Mask RCNN model using TensorFlow, optimized to run on Cloud TPU.
Recommendation Systems
-
Training DLRM model on Cloud TPU (PyTorch)
A guide to training the PyTorch DLRM model on Cloud TPU.
-
Training DLRM and DCN models on Cloud TPU (TF 2.x)
A guide to training DLRM and DCN v2 ranking models for tasks such as click-through rate (CTR) prediction.
-
Training a Neural Collaboration Filtering model on Cloud TPU (TF 2.x)
An implementation of the Neural Collaborative Filtering (NCF) framework with the Neural Matrix Factorization (NeuMF) model
Distributed Processing on a Pod
Natural Language Processing
-
BERT FineTuning with Cloud TPU: Sentence and Sentence-Pair Classification Tasks (TF 2.x)
Discover how to use Bidirectional Encoder Representations from Transformers (BERT) with Cloud TPU.
-
Pre-training FairSeq RoBERTa on Cloud TPU (PyTorch)
A guide to pre-training the FairSeq version of the RoBERTa model on Cloud TPU using the public wikitext-103 dataset.