Towards AI

JULY 23, 2024

Competition at the leading edge of LLMs is certainly heating up, and it is only getting easier to train LLMs now that large H100 clusters are available at many companies, open datasets are released, and many techniques, best practices, and frameworks have been discovered and released.

Cloud Computing 82

Cloud Computing AI AI Data Preparation 82

AWS Machine Learning Blog

NOVEMBER 16, 2023

By utilizing insights found in the images, not previously available in the tabular data, we can improve the accuracy of the model. Both the images and tabular data discussed in this post were originally made available and published to GitHub by Ahmed and Moustafa (2016). How would you assess the home’s value from these images?

ML 106

ML ML AWS Machine Learning 106

AWS Machine Learning Blog

JULY 13, 2023

Amazon SageMaker distributed training jobs enable you with one click (or one API call) to set up a distributed compute cluster, train a model, save the result to Amazon Simple Storage Service (Amazon S3), and shut down the cluster when complete. Finally, launching clusters can introduce operational overhead due to longer starting time.

Clustering 71

Clustering Algorithm Deep Learning Deep Learning 71

AWS Machine Learning Blog

SEPTEMBER 11, 2024

Learning means identifying and capturing historical patterns from the data, and inference means mapping a current value to the historical pattern. The following figure illustrates the idea of a large cluster of GPUs being used for learning, followed by a smaller number for inference.

AWS 95

AWS ML ML Clustering 95