How to reduce AWS costs using machine learning driven EBS IOPS provisioning

Elastic Block Store (EBS) is an AWS service providing raw block-level storage volume that can be attached to Amazon EC2 instances. There are two major categories: SSD-backed storage and HDD-backed storage. The performance of SSD-backed storage for transactional workloads such … Read More

FittedCloud’s Enhanced Amazon EC2 and EBS Optimization Solutions Reduce Cloud Infrastructure Costs by Up to 50 Percent

FittedCloud’s Enhanced Amazon EC2 and EBS Optimization Solutions Reduce Cloud Infrastructure Costs by Up to 50 Percent New machine learning algorithms and comprehensive views of AWS environments provide customers real-time intelligence and options to optimize their cloud infrastructures ACTON, Mass. … Read More

400,000+ IOPS on an 8 GB gp2 volume?

While coding FittedCloud’s open-source EBS Cost Analyzer tool (https://github.com/FittedCloud/ebscostanalyzer/) I noticed some peculiar values for IOPS when fetching CloudWatch statistics for the maximum values of the VolumeReadOps and VolumeWriteOps metrics.  Specifically, I noticed an 8GB gp2 volume, which is capped … Read More

The Use of Learning Curves for Machine Learning Diagnostic in Cloud Resource Optimization

Bias vs. Variance Diagnosis of bias vs. variance is always a good practice in developing successful machine learning models. It helps us understand why the model is not working well and how to improve it. Let’s take polynomial regression as … Read More