Continuous Delivery for Machine Learning
Martin Fowler
SEPTEMBER 3, 2019
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Agile Alliance
OCTOBER 13, 2020
And I had a picture in my head of how that would be in a restaurant (I have a son … Continued. What value are you delivering? A few days ago I spoke with Vasco Duarte & Johanna Rothman about delivering a product into production with defects and the resulting time it took with fixing these defects.
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Apache Airflow®: The Ultimate Guide to DAG Writing
From Start to Scale: Driving Growth Through Seamless Payments Implementation
TechCrunch
JANUARY 19, 2022
Today, they embraced openness further with the release of a free and open version of the company’s continuous delivery product. But starting today, he is making the source code for the community edition of the continuous delivery tool available for any developer to use under the “source-accessible PolyForm Shield license.”
DevOps.com
JANUARY 11, 2024
Harness has acquired the assets of Armory, a provider of CD platforms based on the open source Spinnaker platform and a cloud service based on a proprietary platform.
Speaker: Robert Starmer, Cloud Advisor, Founding Partner at Kumulus Technologies
This session will cover: Service Mesh - managing distributed systems communications for continuous delivery environments. Istio - Service mesh with added benefits. Integrating a Service Mesh - Best practices and modifications needed for traceability enhancement.
InfoWorld
APRIL 1, 2024
Continuous integration (CI) and continuous delivery (CD), also known as CI/CD, embodies a culture and set of operating principles and practices that application development teams use to deliver code changes both more frequently and more reliably. What does CI/CD stand for? CI/CD is a best practice for devops teams.
Martin Fowler
SEPTEMBER 11, 2019
Danilo, Arif and Christoph finish the technical components of Continuous Delivery for Machine Learning with the last two items: Continuous Delivery Orchestration, and Model Monitoring and Observability.
Martin Fowler
SEPTEMBER 4, 2019
Our authors now move on to the technical components that make Continuous Delivery possible for a Machine Learning system. The first two are "Discoverable and Accessible Data" followed by "Reproducible Model Training".
TechCrunch
OCTOBER 13, 2020
As companies continue to shift more quickly to the cloud, pushed by the pandemic, startups like Armory that work in the cloud-native space are seeing an uptick in interest. Armory is a company built to be a commercial layer on top of the open-source continuous delivery project Spinnaker.
Speaker: Suzie Prince, Head of DevOps, Atlassian
Luckily, the culture of DevOps and the practice of Continuous Delivery supports product managers and their teams as modern software development evolves at a rapid pace. In an ever changing world Product Managers are being pushed now, more than ever, to keep up with business and customer demands.
Martin Fowler
SEPTEMBER 6, 2019
My colleagues continue their discussion of the technical components of Continuous Delivery for Machine Learning. This installment looks at model serving, testing, and quality.
Martin Fowler
MAY 28, 2020
Much like test-driven development or continuous delivery, threat modelling rewards investment. And every team is different- with different skills, tools, constraints and personalities. There is no single way to threat model, this guide simply provides some basics to get you started. Ask what went well and what could be improved.
Martin Fowler
SEPTEMBER 9, 2019
The team tackles some more technical components of Continuous Delivery for Machine Learning. This time they look at Experiments Tracking and Model Deployment.
Martin Fowler
SEPTEMBER 18, 2019
My colleagues continue their article on Continuous Delivery for Machine Learning by looking at the future, considering what further work needs to be done in Data Versioning and Data Pipelines.
TechCrunch
MAY 11, 2021
CircleCI , the continuous delivery pioneer, announced a $100 million Series F today on a $1.7 CircleCI CEO Jim Rose says part of the reason for taking on $200 million in two years is because even though the company was founded in 2011, the continuous delivery approach is still really just getting started.
DevOps.com
MAY 8, 2023
A global survey of nearly 26,000 DevOps professionals published today by the Continuous Delivery Foundation (CDF) at the cdCon + GitOpsCon event found 84% of respondents are involved in some type of DevOps activity.
DevOps.com
NOVEMBER 22, 2022
CircleCI has committed to adding additional collective intelligence capabilities to its continuous integration/continuous delivery (CI/CD) platform that will leverage machine learning and other forms of artificial intelligence (AI) to optimize application development and delivery.
TechCrunch
AUGUST 9, 2021
Kroo has an exceptionally talented management team and a nimble tech stack that will enable the continuous delivery of banking features customers really care about.”. Karsan said: “The reason I’m excited about Kroo is that it has a concrete opportunity to dramatically change the way people feel about their bank, for good.
DevOps.com
JUNE 12, 2023
Cycode today added a Cimon extension to its application security platform that uses extended Berkeley Packet Filtering (eBPF) to thwart cyberattacks against continuous integration/continuous delivery (CI/CD) pipelines.
DevOps.com
JUNE 27, 2024
A company can improve its developer experience (DevEx) by tweaking its continuous integration and continuous delivery (CI/CD) process.
DevOps.com
NOVEMBER 29, 2023
Mitch Ashley talks with Armory's Adam Frank about the latest innovations in continuous delivery.
TechCrunch
OCTOBER 19, 2021
Choosing a good CI/CD (continuous integration and continuous delivery) framework can help you release updates more frequently. For instance, if you choose to work with a popular framework, it’ll be easier to find engineers to join your team, and the learning curve will be easier for your existing developers.
TechCrunch
MAY 16, 2022
” Suen and Wang position Argo, and by extension Akuity, as a complement to the traditional continuous delivery (CD) solutions offered by vendors including Armory , CloudBees , and Harness.io. (In
DevOps.com
AUGUST 23, 2024
GitLab this week made generally available a set of generative artificial intelligence (AI) capabilities that DevOps teams can add on to the continuous integration/continuous delivery (CI/CD) platform it provides.
CIO
NOVEMBER 13, 2023
By cross-training operations and engineering, development teams can move faster through better collaboration, making continuous integration and continuous delivery (CI/CD) a reality for organizations. DevOps delivers speed and agility to the development process.
TechCrunch
FEBRUARY 23, 2023
Continuous integration and continuous delivery, aka CI/CD, is a modern development concept where code is being constantly updated and delivered to a central repository, rather than waiting for a set of features to be completed and releasing it all at once.
TechCrunch
JANUARY 23, 2023
Beyond this, Iguazio attempts to streamline machine learning pipeline steps like scaling, tuning and continuous delivery with features such as rolling upgrades, A/B testing, logging and monitoring.
DevOps.com
OCTOBER 9, 2024
Buildkite Pty Ltd today launched a Scale-Out Delivery Platform that combines multiple previous DevOps tools into a single integrated platform.
TechCrunch
MARCH 2, 2022
Similarly, you can get insights about your CI/CD process (continuous integration and continuous delivery) — you can track the build failure rate over time and you can identify bottlenecks in order to fix them. Athenian gives you tools to track bugs by priority and see how their statuses change over time.
Xebia
JANUARY 9, 2024
Manual user-acceptance tests in the final stages of development are a thing of the past Capability 2: Continuous Delivery and Release on Demand What is it? Launching product features is best done without obstacles in the delivery pipeline. Capability 3: Detect and Recover Fast What is it?
Martin Fowler
APRIL 28, 2020
Moving more tests to subcutaneous and lower level tests, especially unit tests, can dramatically speed up Deployment Pipelines and enable Continuous Delivery. Tests running through the UI are always more trouble to setup, even with the best tools to automate the process.
DevOps.com
MAY 19, 2023
Modern development environments, in which rapid continuous delivery is facilitated by automated continuous integration/continuous development (CI/CD) pipelines, require thorough and automated testing in development prior to integration.
CIO
DECEMBER 22, 2022
According to Gartner, DataOps also aims “to deliver value faster by creating predictable delivery and change management of data, data models, and related artifacts.” The approach values continuous delivery of analytic insights with the primary goal of satisfying the customer.
LaunchDarkly
DECEMBER 20, 2024
Were thrilled to share that LaunchDarkly has been recognized as a leader in the G2 Winter 2025 Reports for Feature Management, earning several #1 rankings and badges across key categories.
TechCrunch
JANUARY 14, 2021
The company started by building a continuous delivery module. Last year the company bought open source continuous integration company Drone.io Since most companies lack the engineering resources of these large companies, that’s a tall task, but one he thinks he can solve through software.
TechCrunch
JANUARY 31, 2022
To keep that momentum going, the new capital will be deployed into new engineering and marketing hires for continuous integration and continuous delivery. “We
CIO
OCTOBER 15, 2024
Targeting continuous delivery without adequate ops Some DevOps teams that develop advanced CI/CD pipelines jump quickly into continuous deployment , pushing code changes into production frequently on fast deployment schedules. CrowdStrike recently made the news about a failed deployment impacting 8.5
Dzone - DevOps
AUGUST 29, 2024
DevOps focuses on integration and continuous delivery (CI/CD) and teams track metrics such as code deployment frequency, lead time for changes, change failure rate, etc. Why Apply a Platform Approach to the Coding Stage?
CIO
MAY 9, 2024
With the focus of DevOps software centered around continuous integration and continuous delivery (CI/CD), bringing automation into pipeline builds or authorization controls lets developers take full advantage of new tools and technologies to innovate.
TechCrunch
NOVEMBER 19, 2021
.” There are plans to launch as many as 40,000 satellites in the next few years, but how do we transform the way we continually update software that runs in space? My personal view is that we need to create a new way of performing continuous delivery and continuous updates in space.
CIO
AUGUST 27, 2024
It’s the place where continuous integration / continuous delivery (CI/CD) was supposed to be “best practice.” But too many adopters have substituted deployment for delivery, the difference being delivering means creating releasable builds for further quality assurance, not deploying them to PROD right away.
OTS Solutions
JULY 18, 2023
To meet this demand, enterprises have turned to DevOps and digital engineering practices to streamline their software development and delivery processes. The principle of continuous integration Continuous integration is the practice of regularly merging code changes into a central repository and testing them automatically.
OTS Solutions
JULY 18, 2023
To meet this demand, enterprises have turned to DevOps and digital engineering practices to streamline their software development and delivery processes. The principle of continuous integration Continuous integration is the practice of regularly merging code changes into a central repository and testing them automatically.
CIO
OCTOBER 23, 2023
To speed up development and deployment, many organizations have turned to continuous integration and continuous delivery (CI/CD) solutions for more automated and agile software testing, building, and deploying processes.
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