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High-quality data fuels machine learning success.
Dataset Creation

Data Creation for Machine Learning: A Step-by-Step Guide
Cake Team Published 10/2025 29 minute read

Get practical steps for data creation for machine learning, from sourcing and cleaning to labeling, so your AI models deliver accurate, reliable results.

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Synthetic data generation visualized.
Dataset Creation

What is Synthetic Data Generation? A Practical Guide

Cake Team

Real-world data is often the biggest bottleneck for any AI project. It can be expensive to acquire, slow to label, and full of privacy risks and...

Published 10/25 17 minute read
AI transforming business analytics.
Analytics

How AI Transforms Business Analytics: A Practical Guide

Cake Team

Your data analysts are some of the smartest people in your company. So why do they spend so much of their time cleaning spreadsheets and running the...

Published 10/25 14 minute read
AI-powered personalization for online retail.
eCommerce and Retail

AI for Online Retailers: Benefits and Use Cases

Cake Team

How much of your day is spent on repetitive but essential tasks? Manually updating inventory, sorting customer support tickets, or trying to predict...

Published 10/25 18 minute read
Illustration of a failed RAG program
Agentic RAG Thought Leadership Enterprise RAG

Agentic RAG Updates: From Demo to Production

Skyler Thomas

Most agentic RAG projects stall before production. Learn why agentic RAG updates alone aren’t enough—and how Cake helps you build a reliable system.

Published 09/25 11 minute read
AI-powered retail engagement enhances customer experience.
Agents Customer Service Agents & Chatbots eCommerce and Retail

The Retailer's Guide to AI-Powered Customer Engagement

Cake Team

Learn how AI powered customer engagement helps retailers build stronger relationships, personalize shopping, and improve every step of the customer...

Published 09/25 24 minute read
AI-powered retail tools for personalized shopping and streamlined operations.
eCommerce and Retail

23 AI Use Cases in Ecommerce to Grow Your Store

Cake Team

See how top AI use cases in ecommerce are transforming retail with smarter marketing, personalized shopping, and efficient operations for online...

Published 09/25 28 minute read
MLOps streamlines retail operations for enhanced efficiency and data-driven decisions.
MLOps AIOps eCommerce and Retail

MLOps in Retail: A Practical Guide to Applications

Cake Team

Think of a brilliant machine learning (ML) model as a high-performance race car engine. It’s incredibly powerful, but on its own, it can’t get you...

Published 09/25 19 minute read
Time-series model graph on a computer screen.
Forecasting Analytics Predictive Analytics Time-Series Analysis

5 Best Time Series Forecasting Tools for eCommerce Traffic Spikes

Cake Team

Find the best time series forecasting tools for ecommerce traffic spikes and learn how time-series modeling can improve your business predictions and...

Published 09/25 31 minute read
Time series data analysis charts on laptop screens.
Open Source Analytics Predictive Analytics Time-Series Analysis

How to Predict Hourly Chart Moves with Python

Cake Team

You're likely here with a specific goal in mind. Maybe you're asking, "can I use Python to learn the hourly chart and know the percentage of which...

Published 09/25 29 minute read

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