Docker Hub images
The following images are available from Docker Hub (tutorial):
For some of the frameworks, we have tutorials available on how to use them in practice. This includes data preparation, training and making predictions.
https://www.data-mining.co.nz/applied-deep-learning/
Click on one of the domain buttons to see the relevant frameworks and images:
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PyTorch (using our wai.pytorchimageclass Python library)
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waikatodatamining/pytorch-image-classification:1.6 -
waikatodatamining/pytorch-image-classification:1.6_cpu
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PyTorch/MMClassification
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MMClassification 0.23.1, PyTorch 1.9 and CUDA 11.1
waikatodatamining/mmclassification:0.23.1_cuda11.1 -
MMClassification 0.23.1, PyTorch 1.9 and CPU
waikatodatamining/mmclassification:0.23.1_cpu -
MMClassification 0.25.0, PyTorch 1.9 and CUDA 11.1
waikatodatamining/mmclassification:0.25.0_cuda11.1 -
MMClassification 0.25.0, PyTorch 1.9 and CPU
waikatodatamining/mmclassification:0.25.0_cpu
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Tensorflow (using our wai.tfimageclass Python library)
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waikatodatamining/tf_image_classification:1.14 -
waikatodatamining/tf_image_classification:1.14_cpu
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Tensorflow (using our wai.tflite_model_maker Python library)
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waikatodatamining/tflite_model_maker:2.4.3 -
waikatodatamining/tflite_model_maker:2.4.3_cpu
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Tensorflow (using the make_image_classifier Python library)
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waikatodatamining/tf_image_classification2:2.9.1_cuda11.1 -
waikatodatamining/tf_image_classification2:2.9.1_cpu
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PyTorch/MMDetection
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MMDetection 2020-03-01, PyTorch 1.3 and CUDA 10.1
waikatodatamining/mmdetection:2020-03-01 -
MMDetection 2.16.0, PyTorch 1.6 and CUDA 10.1
waikatodatamining/mmdetection:2.16.0 -
MMDetection 2.16.0, PyTorch 1.9 and CUDA 11.1
waikatodatamining/mmdetection:2.16.0_cuda11.1 -
MMDetection 2.16.0, PyTorch 1.9 and CPU
waikatodatamining/mmdetection:2.16.0_cpu -
MMDetection 2.18.1, PyTorch 1.9 and CUDA 11.1
waikatodatamining/mmdetection:2.18.1_cuda11.1 -
MMDetection 2.18.1, PyTorch 1.9 and CPU
waikatodatamining/mmdetection:2.18.1_cpu -
MMDetection 2.24.1, PyTorch 1.9 and CUDA 11.1
waikatodatamining/mmdetection:2.24.1_cuda11.1 -
MMDetection 2.24.1, PyTorch 1.9 and CPU
waikatodatamining/mmdetection:2.24.1_cpu -
MMDetection 2.27.0, PyTorch 1.9 and CUDA 11.1
waikatodatamining/mmdetection:2.27.0_cuda11.1 -
MMDetection 2.27.0, PyTorch 1.9 and CPU
waikatodatamining/mmdetection:2.27.0_cpu -
MMDetection 3.1.0, PyTorch 1.12 and CUDA 11.3
waikatodatamining/mmdetection:3.1.0_cuda11.3 -
MMDetection 3.1.0, PyTorch 1.12 and CPU
waikatodatamining/mmdetection:3.1.0_cpu
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Tensorflow
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Tensorflow 1.14, Object Detection API 2019-08-31, CUDA 10.0
waikatodatamining/tf_object_detection:1.14.0_2019-08-31
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Tensorflow (using our wai.tflite_model_maker Python library)
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waikatodatamining/tflite_model_maker:2.4.3 -
waikatodatamining/tflite_model_maker:2.4.3_cpu
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PyTorch/Yolov5
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waikatodatamining/pytorch-yolov5:2022-01-21_cpu -
waikatodatamining/pytorch-yolov5:2022-01-21_cuda11.1 -
waikatodatamining/pytorch-yolov5:2022-05-31_cpu -
waikatodatamining/pytorch-yolov5:2022-05-31_cuda11.1 -
waikatodatamining/pytorch-yolov5:2022-09-29_cpu -
waikatodatamining/pytorch-yolov5:2022-09-29_cuda11.1 -
waikatodatamining/pytorch-yolov5:2022-11-05_cpu -
waikatodatamining/pytorch-yolov5:2022-11-05_cuda11.1
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PyTorch/Yolov7
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waikatodatamining/pytorch-yolov7:2022-10-08_cpu -
waikatodatamining/pytorch-yolov7:2022-10-08_cuda11.1
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Tensorflow/Keras
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image-segmentation-keras 0.3.0, Tensorflow 1.14, CUDA 10.0
waikatodatamining/image-segmentation-keras:1.14.0_0.3.0 -
image-segmentation-keras 0.3.0, Tensorflow 2.4.1, CUDA 11.0
waikatodatamining/image-segmentation-keras:2.4.1_0.3.0
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PyTorch
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Segmentation Models 0.2.1, PyTorch 1.9.0, CUDA 11.1
waikatodatamining/segmentation_models:0.2.1 -
MMSegmentation 0.25.0, PyTorch 1.9 and CUDA 11.1
waikatodatamining/mmsegmentation:0.25.0_cuda11.1 -
MMSegmentation 0.25.0, PyTorch 1.9 and CPU
waikatodatamining/mmsegmentation:0.25.0_cpu -
MMSegmentation 0.30.0, PyTorch 1.9 and CUDA 11.1
waikatodatamining/mmsegmentation:0.30.0_cuda11.1 -
MMSegmentation 0.30.0, PyTorch 1.9 and CPU
waikatodatamining/mmsegmentation:0.30.0_cpu -
MMSegmentation 1.1.0, PyTorch 1.9 and CUDA 11.1
waikatodatamining/mmsegmentation:1.1.0_cuda11.1 -
MMSegmentation 1.1.0, PyTorch 1.9 and CPU
waikatodatamining/mmsegmentation:1.1.0_cpu -
DEXTR 0.1.2, PyTorch 1.10.0 and CUDA 11.1
waikatodatamining/pytorch-dextr:0.1.2_cuda11.1 -
DEXTR 0.1.2, PyTorch 1.9.1 and CPU
waikatodatamining/pytorch-dextr:0.1.2_cpu -
Segment-Anything Model 2023-04-16, PyTorch 1.13.0 and CUDA 11.6
waikatodatamining/pytorch-sam:2023-04-16_cuda11.6 -
Segment-Anything Model 2023-04-16, PyTorch 1.9.1 and CPU
waikatodatamining/pytorch-sam:2023-04-16_cpu -
Segment-Anything in High Quality 2023-08-17, PyTorch 1.13.0 and CUDA 11.6
waikatodatamining/pytorch-sam-hq:2023-08-17_cuda11.6 -
Segment-Anything in High Quality 2023-08-17, PyTorch 1.9.1 and CPU
waikatodatamining/pytorch-sam-hq:2023-08-17_cpu
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PyTorch/Detectron2
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Detectron2 0.3, PyTorch 1.6, CUDA 10.1
waikatodatamining/detectron2:0.3 -
Detectron2 0.5, PyTorch 1.9, CUDA 11.1
waikatodatamining/detectron2:0.5 -
Detectron2 0.6, PyTorch 1.9, CUDA 11.1
waikatodatamining/detectron2:0.6
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PyTorch/YOLACT++
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YOLACT++ 2020-02-11, PyTorch 1.2, CUDA 10.0
waikatodatamining/yolactpp:2020-02-11
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PyTorch/Yolov5
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waikatodatamining/pytorch-yolov5:2022-11-05_cpu -
waikatodatamining/pytorch-yolov5:2022-11-05_cuda11.1
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Tensorflow/Object Detection API
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Tensorflow 1.14, Object Detection API 2019-08-31, CUDA 10.0
waikatodatamining/tf_object_detection:1.14.0_2019-08-31
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Falcontune
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Falcontune 20230618, CUDA 11.7
waikatodatamining/pytorch-huggingface-transformers:4.31.0_cuda11.7_falcontune_20230618
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finetune-gpt2xl
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finetune-gpt2xl 20220924, CUDA 11.1
waikatodatamining/pytorch-huggingface-transformers:4.7.0_cuda11.1_finetune-gpt2xl_20220924
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Llama-2
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waikatodatamining/pytorch-huggingface-transformers:4.31.0_cuda11.7_llama2
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Coqui STT
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waikatodatamining/tf_coqui_stt:1.3.0_cuda11.0 -
waikatodatamining/tf_coqui_stt:1.3.0_cpu
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