Personalization in E-commerce Using Machine Learning

Introduction

Fine-tuning parameters is essential when working with AI tools, especially when it comes to visual generation. In this post, we’ll walk through actionable tips to help you adjust settings effectively for stronger results. Whether you're crafting a bold, high-energy visual or something more subtle and minimal, understanding how each parameter behaves will help you shape better outcomes consistently.

Tips and Tricks

1. Start with Small Adjustments

Avoid dramatic shifts right out of the gate. Small, incremental changes—like nudging brightness up by 10% or slightly lowering contrast—give you more control and help you track what’s working.

2. Use the Preview Feature

Always check the preview before locking in changes. Most AI tools, including image generators, offer real-time previews so you can refine your output before moving forward. It’s a simple step that saves time and prevents rework.

3. Balance Contrast and Brightness

These two controls go hand in hand. Increasing one might mean scaling the other back to keep a balanced visual tone. Paying attention to their relationship helps create images that feel intentional and well-crafted.

4. Experiment with Color Saturation

Saturation shifts the mood of your output. Boosting it can add energy and richness, while dialing it down can lean into a more muted or vintage aesthetic. Don’t be afraid to explore both ends of the spectrum depending on your creative direction.

5. Fine-Tune Sharpness for Detail

Sharpness can bring clarity and focus to certain areas of an image—but use it selectively. Over-sharpening can create a synthetic feel, while a slight softness can add atmosphere and depth.