The art of ingesting Machine Learning phases into the traditional DevOps will transition it to ML OPS. TRAIN – DEPLOY – MONITOR are the 3 magic words of ML OPS. We at Data Patterns affiliate the features in DevOps with efficient ML model building techniques with all necessary security aspects to form the ML OPS.
Everything as listed in the DevOps!
The key stages addressed in the framework: Train -> Package -> Validate -> Deploy -> Monitor
Provide market standard tools to be used in the different stage of the ML life cycle
On-Prem, Cloud and Hybrid deployment & monitor framework
Model lineage and Traceability by different out of the box KPIs
Guidance on model building, choosing hyperparameter, determining key contributor etc
Strategies to determine Prediction vs Actual
ML Health dashboard gadgets and widgets
Technology agnostics – SAS, Sagemaker (AWS), Azure ML and more
On top of CE / CI / CD, we handle CT – Continuous Training (Auto Training / Decision biased training)
Have an expert team work with the customer to understand the current foot print of servers, applications, technology stack, operations and other components available.
Help the customers to understand what they need, why they need and what is the value associated with the need.
Whether an enormous paragraph in word or a one-liner EPIC in JIRA, we guide to decompose into smaller valuable chunks.
Guide on a “well – architecture framework” in AWS or enhance the on-prem Datacenter or extend the on-prem data cetner with a public cloud in AZURE or (the list keeping going …), we have experts in designing a robust platform with an easy framework to deliver quicker value.into smaller valuable chunks.
Create deisngs to meet MVP in incremental delivery guide book on Market Standards with best practices for a defect-free build, Mechanics to automate the unit test, acceptance test, regression test, integration test, stress test etc.
A complete scaled agile framework with SAFe, simple & easy scrum teams, Scrum + Kanban or a hybrid delivery model based on the organization’s cultre & maturity level will be created
Enable team to explore, integrate and deploy in an iterative manner using various approaches like Blue-Green pattern Canary Pattern / Dark Launch, Cluster immune release pattern, feature toggle etc.
Security is the heart beat.
Pipeline integrated with security tools for an automated vulnerability check in every step and stage
Customize the framework as per your organization value stream using eliminating waster with handoff, limit batch size & work in progress, transparent flow, technical debt dissolver and more.
Establish tools and process to capture feedback and keep track until necessary actions are taken.
Also help in creating the culture of providing suggestion for future to go forward and not just what happened in the past.
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