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As emerging DevOps trends redefine softwaredevelopment, companies leverage advanced capabilities to speed up their AI adoption. That’s why, you need to embrace the dynamic duo of AI and DevOps to stay competitive and stay relevant. How does DevOps expedite AI? Poor data can distort AI responses.
The result will be greater innovation and new benchmarks for speed and quality in softwaredevelopment. AI-powered QA is also becoming central to DevOps. Processes will become more efficient, and collaboration between development and QA teams will improve.
Michael Dziedzic on Unsplash I am often asked by prospective clients to explain the artificial intelligence (AI) software process, and I have recently been asked by managers with extensive softwaredevelopment and data science experience who wanted to implement MLOps.
The DataQuality Check part of the pipeline creates baseline statistics for the monitoring task in the inference pipeline. Within this pipeline, SageMaker on-demand DataQuality Monitor steps are incorporated to detect any drift when compared to the input data.
With this option, you are testing the new model and minimizing the risks of a low-performing model, and you can compare both models’ performance with the same data. SageMaker deployment guardrails Guardrails are an essential part of softwaredevelopment. She is also the Co-Director of Women In Big Data (WiBD), Denver chapter.
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Then you must specify, analyze, test, and manage them throughout the softwaredevelopment lifecycle. Creating user stories , analyzing them, and validating requirements are all parts of requirements development that deserve their own article. Varying workflows so users can decide what they want to track.
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Archana Joshi brings over 24 years of experience in the IT services industry, with expertise in AI (including generative AI), Agile and DevOps methodologies, and green software initiatives. As the softwaredevelopment landscape evolves, we are leveraging GenAI to automate those repetitive tasks that can bog teams down.
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