May 2020
Beginner to intermediate
430 pages
10h 39m
English
Content preview from Mastering Computer Vision with TensorFlow 2.x
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Fixing some common failures during training
Here are some reasons for failure during training, along with their fixes:
- Failure 1 - s3 bucket related issue: No S3 objects are found at the s3://DEMO-ObjectDetection/s3_train_data/ S3 URL given in the input data source. Please ensure that the bucket exists in the selected region (us-east-1), the objects exist under that S3 prefix, and the arn:aws:iam::11111111:role/service-role/AmazonSageMaker-ExecutionRole-xxxxxxx role has s3:ListBucket permissions on the DEMO-ObjectDetection bucket. Or, the The specified bucket does not exist error message from S3. Solution: Change the S3 bucket path, described previously. Repeat one each for the train, validation, annotation, and image data files.
- Failure ...
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I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.