Ml devops

How machine learning is reshaping the traditional software development lifecycle.

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22 June 2020
4 min read
Today, mass amounts of data come from a myriad of applications and microservices. DevOps engineers are often tasked with ensuring that data is collected, retained, and secured in a way that follows strict regulations. Focusing on data security, many companies rely on VMware for various internal cloud-computing...
20 March 2020
4 min read
There is no doubt that more needs to be said about how time series data analysis advances DevOps. Time series classification is a tertiary aspect of time series data itself. By harnessing performance benefits from the powerful capabilities of a machine learning deployment platform, multiple types of...
13 February 2020
5 min read
Time series data, the key data points that have an associated timestamp allowing indexing in time order, are in most cases INSERT-intensive, requiring specialized time series databases as opposed to traditional relational practice as seen in SQL. Prior to advancements in machine learning, much of the...
2 January 2020
3 min read
DevOps Engineers are delighted when they find a product or service that fits in with their already refined CI/CD processes. When we choose a new pipeline tool, engineers depend on a number of factors. Ease of use, repeatable processes, and a solid support model are key. Choosing a continuous integration...
25 June 2018
9 min read
Source: KDnuggets How to version control your production machine learning models Machine learning (ML) is about rapid experimentation and iteration, and without keeping track of your modeling history you won’t be able to learn much. Versioning lets you keep track of all of your models, how well they’ve...
16 November 2017
8 min read
When Google’s Gradient Ventures invested in us, they did so with an understanding that it is incredibly hard to deploy AI/ML infrastructure — and that every dev team is going to need to solve this problem. Our solution, the AI Layer, is the best-in-class architecture.As our co-founder, Kenny...