AWS Machine Learning

MARCH 20, 2023

Import intel extensions for PyTorch to help with quantization and optimization and import torch for array manipulations: import intel_extension_for_pytorch as ipex import torch Apply model calibration for 100 iterations. Quantizing the model in PyTorch is possible with a few APIs from Intel PyTorch extensions. Refer to invoke-INT8.py

Calibration 79

Calibration Scripts Benchmark APIs 79

AWS Machine Learning

OCTOBER 5, 2022

Based on 10 years of historical data, hundreds of thousands of face-offs were used to engineer over 70 features fed into the model to provide real-time probabilities. By continuously listening to NHL’s expertise and testing hypotheses, AWS’s scientists engineered over 100 features that correlate to the face-off event.

Calibration 92

Calibration Engineering Automotive Analytics 92

AWS Machine Learning

APRIL 8, 2024

Be mindful that LLM token probabilities are generally overconfident without calibration. TensorRT-LLM requires models to be compiled into efficient engines before deployment. Before introducing this API, the KV cache was recomputed for any newly added requests. For more details, refer to the GitHub repo.

Engineering 86

Engineering Calibration APIs Enterprise 86

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 67

APIs Metrics Calibration Accountability 67

AWS Machine Learning

NOVEMBER 14, 2023

Additionally, optimizing the training process and calibrating the parameters can be a complex and iterative process, requiring expertise and careful experimentation. During fine-tuning, we integrate SageMaker Experiments Plus with the Transformers API to automatically log metrics like gradient, loss, etc.

Management 91

Management APIs Best practices Calibration 91

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 85

Benchmark Metrics Engineering APIs 85

C Space

MAY 18, 2020

Founded in 2013 as a search engine for GIFs, Giphy soon expanded to tools that enabled millions of internet users to seamlessly embed the short animations on sites like Facebook and Twitter , helping to make “reaction GIFs” a core medium for digital expression. The collection is priced at $349.

Entertainment 52

Entertainment Advertising APIs Calibration 52