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Not once or twice have I heard things like, “Why should I follow this? It works just fine for me,” or, “I know what’s best for this project, why should I follow their conventions?”
It’s easy to ignore coding standards and conventions as unnecessary, especially when everything seems to be working well for you. But here’s the thing: a codebase with consistent styles and patterns isn’t just about personal preferences - it’s about creating an environment that’s easier to work with, understand, and maintain.
So, what’s the difference between coding standards and coding conventions? In simple terms, standards are formal rules that ensure code quality & consistency across projects, while conventions are agreed-upon practices for style and structure of a language or a project.
For example, a language convention in JavaScript or TypeScript is to use camelCase for variables, so you wouldn’t use kebab-case. On the other hand, a project convention might be to use camelCase for folder names, even though folder naming doesn't have a universal standard, unlike variables or functions. If the project adopts this convention, you should follow it.
An example for coding standards in action is using simple tools like ESLint (a linting tool that analyzes your code and provides feedback as you type) and Prettier (a formatter for consistent style). While these might seem trivial to you, they enforce coding standards and help catching common errors early, and it's much easier to review and maintain code that is formatted and well-organized.
But why does this matter? consistent code isn’t just about aesthetics - it makes the code easier to read & review. Imagine working on a large team where everyone uses their own styles. Reviewing code would become a nightmare, and onboarding new developers would take longer. Tools like linters catch issues early, and formatted code saves precious time during code reviews.
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In the end, following coding standards and conventions isn’t about limiting creativity, it’s about making collaboration easier and creating software that’s simpler to maintain and grow. Think of it as a shared language - one that makes sure everyone on the team is speaking the same "dialect". That’s how great software gets built.
- Machine Learning's key trait is its capacity to adapt and learn based on new data through experience. - Features, or measurable traits, enable Machine Learning to learn and make predictions. - Supervised Learning, akin to studying with a tutor, allows the machine to learn from previous data and make predictions. - Unsupervised Learning allows the machine to infer patterns and relationships in data with no prior guidance. - In healthcare, Machine Learning uses features like symptoms and health indicators to aid diagnosis and treatments, enhancing patient care and accelerating drug discovery. - Feature Selection is the process of choosing most useful data for ML algorithms, enhancing their speed and accuracy. - Features in Machine Learning are categorized into numerical and categorical. Numerical features have values in a number sequence, whereas categorical features have label-type values.
- Functional Reactive Programming (FRP) links time and change. Each element isn't static, but changes over time. - FRP's main concept is the signal - a value that changes over time. - FRP can be viewed as event streams, property changes, or signal changes. - Functional programming defines what to do, making code cleaner. Reactive programming responds to changes. - Functional programming avoids changing state and mutable data, while reactive programming manages state changes. Both can be combined in FRP. - FRP can be used in various programming languages like Haskell, Java, and Scala using libraries such as reactive-banana and RxJava. - FRP can be learned through books, tutorials, online courses, and hands-on practice. - FRP simplifies data flow handling in mobile app and game development, leading to more seamless user experiences. - FRP benefits real-world applications. It manages multitasking effectively, especially in real-time applications, and is excellent for iOS development.
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