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Machine Learning

Predictive analytics vs. machine learning network diagrams on a computer screen.
MLOps Forecasting Analytics Predictive Analytics Machine Learning

Predictive Analytics vs. Machine Learning: Clarifying the Differences

Cake Team

Many people frame the discussion around predictive analytics vs machine learning as a choice you have to make. The truth is, they are most powerful...

Published 08/25 15 minute read
AIOps, MLOps, and DevOps network connections.
MLOps AIOps Machine Learning DevOps

AIOps vs. MLOps vs. DevOps: Clarifying the Differences

Cake Team

Are your IT teams constantly fighting fires? Are your machine learning (ML) projects stuck in the lab, struggling to make it into production? These...

Published 08/25 17 minute read
Best open-source MLOps tools for building your ML stack.
Open Source MLOps AIOps Machine Learning

Best Open-Source MLOps Tools to Build Your ML Stack

Cake Team

Machine learning (ML) is fundamentally a team sport, but too often, data scientists, engineers, and operations teams feel like they're playing...

Published 08/25 20 minute read
MLOps vs. DevOps: Gears and tech represent their interplay.
MLOps Machine Learning DevOps

MLOps vs. DevOps: Understanding the Key Differences

Cake Team

Your data science team just built a groundbreaking machine learning model. The potential is huge. But now comes the most common challenge: getting...

Published 07/25 17 minute read
Machine learning production setup with robotic arm and computer.
MLOps AIOps Machine Learning

Machine Learning in Production: A Practical Guide

Cake Team

Taking your ML (ML) models from the lab to the real world can feel like navigating uncharted territory. It's a journey filled with potential...

Published 07/25 13 minute read
MLOps automation and monitoring system.
MLOps Machine Learning

MLOps Explained: A Practical Guide

Cake Team

Your team is building innovative AI models, but are you equipped to deploy them rapidly, manage them effectively at scale, and ensure they...

Published 07/25 21 minute read
Machine learning tools on a desk.
MLOps AIOps Machine Learning

Machine Learning Platforms: A Practical Guide to Choosing

Cake Team

Machine learning (ML) can often sound complex, perhaps even a little intimidating. But what if you had a comprehensive solution designed to simplify...

Published 06/25 23 minute read