AWS Machine Learning

MARCH 20, 2023

Use the supplied Python scripts for quantization. Run the provided Python test scripts to invoke the SageMaker endpoint for both INT8 and FP32 versions. In this case, you are calibrating the model with the SQuAD dataset: model.eval() conf = ipex.quantization.QuantConf(qscheme=torch.per_tensor_affine) print("Doing calibration.")

Calibration 76

Calibration Scripts Benchmark APIs 76

AWS Machine Learning

JULY 3, 2023

AV/ADAS teams need to label several thousand frames from scratch, and rely on techniques like label consolidation, automatic calibration, frame selection, frame sequence interpolation, and active learning to get a single labeled dataset. This includes scripts for model loading, inference handling etc.

APIs 78

APIs Calibration Scripts Automotive 78

AWS Machine Learning

OCTOBER 19, 2022

To demonstrate how you can use this solution in your existing business infrastructures, we also include an example of making REST API calls to the deployed model endpoint, using AWS Lambda to trigger both the RCF and XGBoost models. Lastly, we compare the classification result with the ground truth labels and compute the evaluation metrics.

APIs 65

APIs Metrics Calibration Accountability 65

AWS Machine Learning

NOVEMBER 29, 2023

Furthermore, these data and metrics must be collected to comply with upcoming regulations. They need evaluation metrics generated by model providers to select the right pre-trained model as a starting point. Evaluating these models allows continuous model improvement, calibration and debugging.

Benchmark 78

Benchmark Metrics Engineering APIs 78

AWS Machine Learning

APRIL 11, 2023

SageMaker Processing jobs allow you to specify the private subnets and security groups in your VPC as well as enable network isolation and inter-container traffic encryption using the NetworkConfig.VpcConfig request parameter of the CreateProcessingJob API. We provide examples of this configuration using the SageMaker SDK in the next section.

Calibration 71

Calibration Scripts Engineering Best practices 71