Glossary of web design terms you should know

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Machine learning (ML)

Machine learning (ML) plays a growing role in modern website design by powering tools that personalize user experiences, automate design elements, and improve overall site performance. For example, ML algorithms can analyze user behavior to predict what content or layout will convert best. This helps designers make smarter decisions backed by data rather than guesswork.

ML also drives features like chatbots, recommendation engines, and predictive search—enhancing both functionality and user satisfaction. As ML becomes more accessible through web tools and platforms, it's becoming a must-know concept for anyone working in design or development.

What are the key concepts behind machine learning?

At its core, machine learning is a branch of artificial intelligence (AI) that allows computers to learn and improve from experience without being explicitly programmed. It works by feeding data into an algorithm, which then identifies patterns and uses those patterns to make predictions or decisions.

There are different types of ML, such as supervised learning (which uses labeled data), unsupervised learning (which finds patterns in unlabeled data), and reinforcement learning (which learns through rewards and penalties). These approaches are the foundation for building smarter applications and features that get better over time.

In web design, these models help make websites more adaptive and efficient without constant manual updates.

Examples of machine learning in web tools

You’ve likely interacted with ML on the web without even realizing it. Think about a chatbot that answers customer questions based on past interactions—that’s ML. Or when a site recommends blog posts based on your past reading—that’s also ML in action.

Some website platforms now include ML-powered features that help with SEO optimization, like automatically generating metadata or suggesting high-performing keywords. Content tools can even assist with blogging, offering AI-generated drafts or image suggestions based on the topic. These practical uses of ML make it easier for businesses to manage their sites more effectively.

Benefits of using machine learning in web design

Machine learning adds real value by saving time, improving user experience, and driving conversions. By automating routine tasks, like testing headlines or adjusting layouts based on user behavior, ML frees up designers and marketers to focus on strategy and creativity.

It also makes websites feel more personal—by showing the right content to the right user at the right time. Over time, ML tools learn from each interaction, which means websites built with ML can adapt and evolve without constant manual tweaks. This makes for a smarter, more future-proof digital presence.

How to get started with ML-powered design tools

You don’t have to be a developer or data scientist to use ML in your website. Many modern platforms and website builders already integrate ML features behind the scenes. Tools like B12, for instance, use AI and ML to automatically create professional websites, generate content, and optimize site elements for better results.

If you’re just getting started, look for platforms that offer smart design suggestions or automated features. That way, you can harness the power of ML without needing to write a single line of code.

FAQs about machine learning

What is machine learning (ML) in simple terms?

Machine learning is a type of technology that allows computers to learn from data and make decisions or predictions without being explicitly programmed. In web design, this means websites can improve based on how users interact with them.

Can machine learning help with SEO?

Yes! ML tools can analyze keywords, predict which content will perform well, and even automate metadata and image tagging. This can make your SEO strategies more efficient and data-driven.

Is ML only useful for large websites?

Not at all. Even small businesses can benefit from ML, especially when using tools that make the technology accessible. For example, platforms like B12 offer ML-powered features that help improve content and layout for all kinds of websites.

What’s the difference between AI and ML?

Artificial intelligence is the broader field that includes any system designed to act intelligently. Machine learning is a subset of AI focused on algorithms that improve automatically through experience.

Do I need coding skills to use ML in my website?

Not necessarily. Many website builders and design platforms include built-in ML features that work in the background. This means you can take advantage of ML benefits without needing to code anything yourself.

Build smarter with AI and machine learning

If you're looking for a better way to manage your website, machine learning offers tools that do the heavy lifting for you. From automating content suggestions to improving user experiences, ML adds real value without added complexity.

Pair ML with an intuitive website builder like B12 to streamline your web presence and make smarter design decisions with ease. Sign up to explore how AI can elevate your site.

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