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    Home»Machine Learning & Research»A Light Introduction to TypeScript for Python Programmers
    Machine Learning & Research

    A Light Introduction to TypeScript for Python Programmers

    Oliver ChambersBy Oliver ChambersOctober 7, 2025No Comments10 Mins Read
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    A Light Introduction to TypeScript for Python Programmers
    Picture by Writer

     

    # Introduction

     
    You’ve got been coding in Python for some time, completely adore it, and may in all probability write decorators in your sleep. However there’s this nagging voice in your head saying it is best to be taught TypeScript. Perhaps it is for that full-stack function, or maybe you are uninterested in explaining why Python is “completely high-quality” for big codebases.

    This is the factor: TypeScript is not simply “JavaScript with sorts.” It is what JavaScript ought to have been from the beginning. And in case you’re coming from Python, you already perceive greater than you assume.

     

    # Going from Python to TypeScript

     
    Python offers you duck typing and dynamic flexibility. TypeScript offers you a similar flexibility with a security internet. Consider it as Python’s mypy if mypy truly labored all over the place.

    In Python, you’ll be able to name any technique on any object and “hope” it really works. TypeScript tells you at compile time whether or not it should work, saving you from these "AttributeError: 'NoneType' object has no attribute 'title'" moments.

    # Python: You hope this works
    def process_user(person):
        return person.title.higher()
    
    // TypeScript: You realize this works
    perform processUser(person: Consumer): string {
        return person.title.toUpperCase();
    }

     

    If person does not have a title property, TypeScript catches it earlier than your code ever runs. So you do not want defensive if hasattr(obj, 'attribute') checks all over the place.

     

    # TypeScript Fundamentals

     
    Let’s begin with the fundamentals of TypeScript.

     

    // Variables and Primary Varieties

    Python’s sort hints are optionally available strategies. TypeScript’s sorts are extra like enforced contracts. The excellent news? TypeScript can infer most sorts routinely, so that you need not annotate every little thing.

    # Python
    title = "Alice"
    age = 30
    is_active = True
    scores = [95, 87, 92]
    person = {"title": "Bob", "age": 25}
    
    // TypeScript
    const title = "Alice";          // string (inferred)
    const age = 30;                // quantity (inferred)
    const isActive = true;         // boolean (inferred)
    const scores = [95, 87, 92];   // quantity[] (inferred)
    const person = { title: "Bob", age: 25 }; // object (inferred)
    
    // Or be express
    const title: string = "Alice";
    const scores: quantity[] = [95, 87, 92];

     

    You solely want express annotations when the inference is not apparent or if you wish to be additional clear about your intentions.

     

    // Features

    Operate syntax maps virtually instantly, however TypeScript’s strategy to default parameters is cleaner than Python’s mutable default argument gotchas.

    # Python
    def greet(title: str, excited: bool = False) -> str:
        suffix = "!" if excited else "."
        return f"Howdy, {title}{suffix}"
    
    // TypeScript
    perform greet(title: string, excited = false): string {
        const suffix = excited ? "!" : ".";
        return `Howdy, ${title}${suffix}`;
    }
    
    // Or arrow perform (Python lambda equal)
    const greet = (title: string, excited = false): string => 
        `Howdy, ${title}${excited ? "!" : "."}`;

     

    The arrow perform syntax is much like Python’s lambda, however extra highly effective. You possibly can write full perform our bodies or concise one-liners. Template literals (these backticks) work similar to Python’s f-strings.

     

    // Lessons

    TypeScript lessons really feel extra streamlined than Python lessons. No extra self all over the place, and constructor parameters can routinely turn out to be properties.

    # Python
    class Consumer:
        def __init__(self, title: str, e mail: str):
            self.title = title
            self.e mail = e mail
        
        def greet(self) -> str:
            return f"Hello, I am {self.title}"
    
    // TypeScript
    class Consumer {
        constructor(public title: string, public e mail: string) {}
        
        greet(): string {
            return `Hello, I am ${this.title}`;
        }
    }

     

    That public key phrase within the constructor is TypeScript’s shorthand for “create this property routinely and assign the parameter worth to it.” So that you don’t have to make use of the self.title = title boilerplate. It’s also possible to use personal or protected for encapsulation.

     

    # The place TypeScript Will get Attention-grabbing

     
    That is the place TypeScript begins to really feel fascinating as you progress past the fundamentals.

     

    // Union Varieties (Python’s Union however higher)

    Python’s Union sorts from the typing module work, however they’re generally verbose. TypeScript’s union sorts are constructed into the language.

    # Python
    from typing import Union
    def process_id(user_id: Union[str, int]) -> str:
        return str(user_id)
    
    // TypeScript
    perform processId(userId: string | quantity): string {
        return userId.toString();
    }

     

    The | syntax is cleaner than Union[str, int], and TypeScript’s compiler can carry out extra subtle sort checking. It is aware of which strategies can be found based mostly on the precise sort at runtime.

     

    // Literal Varieties

    Python’s Literal sorts are comparatively new however useful. TypeScript, nonetheless, has way more efficient literal sorts.

    # Python
    from typing import Literal
    Standing = Literal["pending", "approved", "rejected"]
    
    def update_status(standing: Standing) -> None:
        print(f"Standing: {standing}")
    
    // TypeScript
    sort Standing = "pending" | "accepted" | "rejected";
    
    perform updateStatus(standing: Standing): void {
        console.log(`Standing: ${standing}`);
    }

     

    Attempt to move an invalid string like “possibly” to updateStatus, and TypeScript will refuse to compile. Your editor will even present autocomplete for the legitimate choices. It is like having an enum that is truly helpful.

     

    // Interfaces

    Python’s dataclasses are nice for creating structured information:

    # Python
    from dataclasses import dataclass
    
    @dataclass
    class Consumer:
        title: str
        e mail: str
        age: int

     

    However interfaces in TypeScript are extra versatile. They describe the information with out creating a selected class implementation.

    // TypeScript
    interface Consumer {
        title: string;
        e mail: string;
        age: quantity;
    }
    
    // Use it anyplace
    const person: Consumer = { title: "Alice", e mail: "alice@instance.com", age: 30 };

     

    Any object that has the suitable properties routinely satisfies the interface. No inheritance required, no express class instantiation wanted. It is duck typing with compile-time verification.

     

    # Studying Extra TypeScript Options

     
    Now let’s be taught just a few extra helpful options of TypeScript.

     

    // Generics (Like Python’s TypeVar)

    Python’s generic typing works, but it surely’s clunky. TypeScript generics really feel pure and highly effective proper out of the field.

    # Python
    from typing import TypeVar, Record
    T = TypeVar('T')
    
    def first(objects: Record[T]) -> T:
        return objects[0]
    
    // TypeScript
    perform first(objects: T[]): T {
        return objects[0];
    }
    
    // Works with something
    const firstNumber = first([1, 2, 3]);      // quantity
    const firstString = first(["a", "b", "c"]);  // string

     

    TypeScript routinely infers the generic sort from utilization. Name first with numbers, and it returns a quantity. Name it with strings, and it returns a string. No express sort parameters wanted, however you’ll be able to present them when the inference is not clear.

     

    // Sort Guards

    Sort guards allow you to write runtime checks that the compiler understands and makes use of to slim sorts in subsequent code.

    perform isString(worth: unknown): worth is string {
        return typeof worth === "string";
    }
    
    perform processValue(worth: string | quantity) {
        if (isString(worth)) {
            return worth.toUpperCase();
        }
        return worth.toFixed(2);
    }

     

    The worth is string syntax tells TypeScript that if this perform returns true, the parameter is certainly a string. Contained in the if block, you get full string strategies and properties. No casting, no assertions, simply sensible sort narrowing based mostly in your runtime checks.

     

    // Mapped Varieties (Record Comprehensions for Varieties)

    Consider mapped sorts as listing comprehensions, however for sort transformations. They allow you to create new sorts by remodeling present ones.

    sort Consumer = {
        title: string;
        e mail: string;
        age: quantity;
    };
    
    // Make all properties optionally available
    sort PartialUser = Partial;
    
    // Make all properties readonly
    sort ReadonlyUser = Readonly;
    
    // Choose particular properties
    sort UserContact = Choose;

     

    These utility sorts ship with TypeScript and resolve frequent patterns. In the event you want a sort that is like Consumer however with optionally available fields for updates, you should use Partial. And if you’ll want to guarantee no modifications after creation, use Readonly.

     

    # Error Dealing with in TypeScript

     
    Python builders love strive/besides blocks, however they will get verbose. TypeScript makes use of a unique strategy utilizing outcome sorts and union sorts for error dealing with that make errors express in your perform signatures:

    // Consequence sort sample (impressed by Rust)
    sort Consequence = { success: true; information: T } | { success: false; error: E };
    
    // Make this file a module
    export {};
    
    // Assuming you have got a Consumer sort and parseUser perform
    interface Consumer {
        title: string;
        // ... different properties
    }
    
    perform parseUser(information: unknown): Consumer {
        // Your parsing logic right here
        // This could throw an error if parsing fails
        if (!information || typeof information !== 'object') {
            throw new Error('Invalid person information');
        }
        
        const person = information as any;
        if (!person.title || typeof person.title !== 'string') {
            throw new Error('Consumer title is required and have to be a string');
        }
        
        return { title: person.title };
    }
    
    async perform safeParseUser(information: unknown): Promise> {
        strive {
            const person = parseUser(information);
            return { success: true, information: person };
        } catch (error) {
            // Repair: Deal with the case the place error may not have a message property
            const errorMessage = error instanceof Error ? error.message : String(error);
            return { success: false, error: errorMessage };
        }
    }

     

    You should use it like so:

    // Utilization (wrapped in an async perform or use at prime stage in a module)
    async perform instance() {
        const rawData = { title: "John Doe" }; // Instance information
        const outcome = await safeParseUser(rawData);
    
        if (outcome.success) {
            console.log(outcome.information.title); // TypeScript is aware of that is Consumer
        } else {
            console.error(outcome.error);   // TypeScript is aware of that is string
        }
    }
    
    // Name the instance perform
    instance();

     

    This sample makes errors express within the sort system. As an alternative of exceptions flying round invisibly, errors turn out to be a part of the return sort. The Consequence sort forces you to deal with each success and failure instances. TypeScript’s discriminated unions make this sample easy: the success property tells which department of the union you are in, so it is aware of whether or not information or error is accessible.

     

    # Conclusion

     
    TypeScript is changing into tremendous in style in internet growth, large-scale purposes, and anyplace you want sturdy APIs.

    The transition is not about studying a brand new language. It is extra about making use of every little thing you understand about good software program design in a unique ecosystem. Your Python instinct for clear code, readable APIs, and considerate abstractions interprets instantly.

    So open VS Code, create a .ts file, and begin coding. The worst factor that occurs? You be taught one thing new. The very best factor? You would possibly simply discover your new favourite language. Joyful coding!
     
     

    Bala Priya C is a developer and technical author from India. She likes working on the intersection of math, programming, information science, and content material creation. Her areas of curiosity and experience embrace DevOps, information science, and pure language processing. She enjoys studying, writing, coding, and low! At present, she’s engaged on studying and sharing her information with the developer neighborhood by authoring tutorials, how-to guides, opinion items, and extra. Bala additionally creates participating useful resource overviews and coding tutorials.



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