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GitHub Articles

Machine Learning (ML) in Software Development

Discover how machine learning (ML) is used in software development to optimize workflows and improve user experiences. Gain insights from real-world examples, learn how developers are integrating ML models into existing pipelines, and explore the future potential of ML in software development.

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What is AI code generation?

AI code generation uses machine learning models to write code from input that describes what the code should do, and the models provide context-based code suggestions along the way. AI generated code isn’t always perfect, but it often gives developers a suitable starting point for writing code quickly and efficiently.

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AI coding tools for beginner and expert coders

How beginner and expert coders use AI coding tools to code faster and ship great software.

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What is retrieval-augmented generation (RAG)?

AI often struggles with knowledge gaps and factual errors. Learn how retrieval-augmented generation (RAG) helps solve this.

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What is Agentic AI?

Discover how agentic AI helps software development teams increase productivity and focus on more strategic tasks.

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What are Generative AI Models?

Learn how generative AI models help businesses succeed.

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What Is Vibe Coding?

Vibe coding is an AI-assisted way to code using plain language prompts, allowing developers to build software faster and think more freely. Learn how vibe coding works and how to use it.

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What are AI agents?

AI agents transform software development by automating workflows and enhancing security. Explore the different types of AI agents and get a glimpse into the future of AI in development and security.

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What is prompt engineering?

Prompt engineering is the practice of crafting effective instructions that guide AI models to produce accurate, useful results.

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What is Unsupervised Learning?

Unsupervised learning finds patterns in unlabeled data, making sense of complex datasets.

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What is generative AI (GenAI)?

Generative AI creates new content—text, code, images, audio, and video—from existing data.

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What is open source AI?

Open source AI offers more control, clarity, and room to build the way you want.

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