In the first part here, I discussed missing, outdated and unobserved data, data that is costly to produce, as well as dirty, unbalanced and unstructured… Read More »15 Data Issues and How to Fix Them – Second Part
DataOps is a philosophy whereby the various stages of development, from analysis to design to development to testing and maintenance, are increasingly integrated through software or machine-learning based systems. Articles in this section focus on both DataOps as a philosophy and business practice, as well as explore deeper technical aspects that make DataOps feasible.
We live in a data-rich world. Very data rich. Indeed, it’s estimated that roughly 2.5 quintillion bytes of data are created every day. Perhaps because… Read More »Why We Need to Move From Data-First to a Knowledge-First World
Let’s be honest: The way we’ve been managing data for the past 30 years hasn’t fundamentally changed. Yes, the shift to the cloud and the… Read More »The Data Product ABCs – A Framework for Bringing Product Thinking to Data
Introduction We are in a time when information is the core element of business success for companies in almost any industry. As technologies emerge and… Read More »Why You Need an Augmented Data Integration Tool
AI has been making a lot of noise of late, especially in the context of software development. Of course, this topic is quite wide, but… Read More »Artificial Intelligence: Benefits for Automation Testing
When such a sophisticated, risky, and complex technology like AI takes our lives by storm, a clearly defined set of rules on its usage is… Read More »What to Do About the New AI Regulation?
In this short blog, we’ll review the process of taking a POC data science pipeline (ML/Deep learning/NLP) that was conducted on Google Colab, and transforming… Read More »Google Colab to a Ploomber pipeline: ML at scale
In this short article, I’ll try to capture the main differences between the MLops tools Ploomber and Kubeflow. We’ll cover some background on what is… Read More »Ploomber vs Kubeflow: Making MLOps Easier