Cake Team
Top 6 Use Cases for Customer Service AI Agents
We often think of customer service as a cost center, a necessary expense for doing business. But what if it could be a powerful driver of efficiency...
Is a Chatbot an AI Agent? A Guide to Choosing
Is a chatbot an AI agent? Learn the key differences between chatbots and AI agents to choose the best solution for your business needs.
ETL Pipelines for AI: Streamlining Your Data
Building a powerful AI model without a solid data strategy is like constructing a skyscraper on a weak foundation. It doesn’t matter how impressive...
ETL for ML: How to Prep Data for Your Models
Get a clear, friendly explanation of ETL for ML, including how data integration works and why it’s essential for building reliable machine learning...
What is Data Ingestion? Your Guide to Efficient AI
Are your AI projects moving slower than you’d like? You have the talent and the ambition, but progress feels stalled. Before you look at your models...
Top Databricks Alternatives for Modern AI Development in 2025
Databricks is a cloud-based data and AI platform designed to unify data engineering, data science, analytics, and machine learning workflows. Founded...
MLOps Pipeline Optimization: A Complete Guide
Getting a machine learning model (ML) from a data scientist's laptop into a live production environment is often a slow, manual, and frustrating...
Your Guide to the Top Open-Source MLOps Tools
Find the best open-source MLOps tools for your team. Compare top options for experiment tracking, deployment, and monitoring to build a reliable ML...
8 Vertex AI Alternatives for Your AI Projects
Find the best Vertex AI alternatives for portability, compliance, and control. Compare top platforms to choose the right fit for your AI and ML...
MLOps vs DevOps: What's the Core Difference?
Your data science team just built a groundbreaking machine learning model. The potential is huge. But getting it from the lab into a live production...