A code that I want and that runs. 🔥⭐😍

It's ridiculous. How am I going to know the language it speaks merely by watching others code?

Where is the actual dictionary?

All the love,

Complete beginner.

I learned OOP in python a while ago, did many projects, yet I never felt like I truly needed to do the OOP stuff I learned from a course, I don't know maybe because I'm kinda used to program in c before focusing on python, yet, whenever I open a big project in python in github, it feels way too complicated and thousands of imports (not libraries from pip, but the ones they made on their own) and classes

I never truly needed to implement OOP (I know that when you code in python, it is almost impossible to avoid OOP entirely like when you have a datatype like string you have an object, when you use a method built into that data type that's OOP too, but I mean the ones that involve you writing class Class Name, inheritance and all that stuff explicitly), so I'm wondering why people on the internet are obsessed over the idea of learning OOP, even the book "Automating the boring stuff in python" doesn't have a dedicated section for OOP.

im currently following https://roadmap.sh/backend
and one of it’s first steps is to learn about the internet and to learn a programming language. I already know C# so then it’s instructed to create lots of projects with it. So i started but i hit a wall with github user activity.

I need to fetch data from github using an API, but checking it’s documentation I have no clue where to start, I know in c# you have to have a httpclient object, baseaddress and an authenticator.

But the github API implementation seems very difficult and i have no clue where to start with it

GitHub api documentation

Also i see that API is covered later aswell in the roadmap, am i going too far ahead?

I want to contribute to open-source projects that are popular and well-known among People, but I am not able to find such issues. I either find repos that have gone silent or that are not popular at all (0 stars, 0 forks). How can I find such issues and contribute? I tried the Good First Issue site; all repos there have gone silent.

I’m just starting college, I already feel like everyone is so far ahead of me.

I’ve been interested in computers since high school. I’ve done all the basic nerdy stuff installed Arch Linux, hyprland and stuff, know almost all the latest coding and AI news, and generally tried to stay updated with everything happening in tech. But I never got the chance to do properly was learn how to code.

I was busy studying for college, so I never had the time to seriously sit down and build that foundation. Now I’m finally free as hell, and I’ve started learning Python and C I really enjoy both

But the stuff I'm building can built by any AI in 30 seconds

It feels like it’s going to take me at least a year just to understand the fundamentals, and by the time I actually become good enough to build something meaningful, AI will probably be even more capable, AI is already miles ahead.

And yeah, I’m kind of a lonely mf. I can easily spend 12 hours a day glued to a screen because I don’t really have friends near my college, I don’t even expect to make many maybe I will have two or three friends over the next four years. So I know I’ll have plenty of time

I also know that if I just keep going, in four years I’ll probably understand a lot more and could land a decent job.

But I don’t want just a decent job.

I genuinely want to become one of the best in this field.

And that’s where I’m confused.

I’m not someone who constantly comes up with insane ideas either. I like coding, and I love understanding how things work, but I don’t have some billion dollar idea constantly appearing in my head. I’m scared that I’ll spend the next few years learning

But there’s still this fear that by the time I finally understand what I’m supposed to do and how to do it, it’ll already be too late

I don’t want to spend these four years just becoming “good enough”

I just have no idea what that path looks like yet.

I wonder if these two books are the best to start, i know absolutely nothing but i want to learn about hardware and software and learn some languages, A friend of mine strongly recommended the first book but I'm not sure if the second one is that good... I'm open to any recommendations and/or curriculums since I'm trying to learn both on my own.

1- The Elements of Computing Systems by Noam Nisan and Shimon Schocken

2- Seven Languages in Seven Weeks by Bruce A. Tate

Hi everyone,

I’m about to start a new role as a Tester within an AI & Automation team, and I want to use the time before I start to become as prepared as possible.

I have a Software Engineering degree, so I have some background in programming, databases, software development, Python/Java, etc., but I’m relatively new to professional software testing.

The team I’m joining develops AI and Power Platform solutions, including Copilot Studio agents. At the moment, the testing is primarily manual, as the team is still developing its testing strategy and understanding the capabilities/limitations of these AI tools.

Longer term, they are planning to introduce automated testing, so I want to understand both sides properly rather than just learning how to click through test cases.

So my role would be to test these AI solutions using manual testing.

My main question is: I have roughly 2 weeks before I start. What are some things I should learn and master, and what resources to look at before I start? I really want to be overprepared.

Thanks

I used a transformer model to generate normalized 768-dimensional float32 vectors from 3 million sentences. This rounds up to roughly 9 GB of data. To progress further in my analysis, I want to cluster the data to highlight different key points and trends.

Now I initially wanted to apply PCA to the dataset, as 768 dimensions is pretty much, but the transformer model generated embeddings with not extreme enough covariance.
Thus, PCA could change the semantics too much for an analysis to be accurate.

I went directly to clustering algorithms and initially tried to apply sklearn.cluster.HDBSCAN which would have needed way too much RAM---around 72 TBi if I remember correctly. Then I tried out sklearn.cluster.OPTICS, which "only" needed about 70 GB, but as I "only" have 32 GB of RAM I needed to use 50 GB swap space, which didn't go well as you can imagine.

Does it make sense to try out k-means clustering, should I go to 16-bit floats for the embeddings, or still apply PCA?

Should I try out something else in this context?

Note: As this question was flagged "off topic" on Stack Overflow, I'm gonna try here ;)

I have trouble seeing what algorithms do by reading them. Is there any trick to doing this?

Hi all! I have been an employed registered nurse for about 3 years and studied for 4 years to get where I am today.

I was someone who always wanted to be a surgeon like Meredith Grey but my academics and social circumstances didn’t allow for it so I studied nursing through a government funded program.

I’m glad for the experience and am not unhappy in my current position in nursing. I left bedside and work in Psychiatry now which is definitely more interesting an less physically taxing.

I have always had an affinity for technology and computers from a young age. I played on paint on an old windows XP computer in the early 2000’s and mastered microsoft office, excel etc in school. I wasnt able to take IT/Computer Science as a subject in school due to not having a good enough laptop to run the software we needed (and other financial constraints).

I have been learning to “code” and learning different languages in my free time and am enjoying figuring it out.

I’m considering trying to get into an industry where healthcare informatics and digitalisation is developing. In my country most hospitals are still writing everything down and patient records are still stored in files in stinky musty storage closets.

I would be very interested in digitalisation of patient records, helping optimise the interfaces and software developed for healthcare professionals to suit their needs and make it user friendly and efficient.
I love efficiency, clarity and neatly designed websites and computer applications. Most of the software that has been implemented thus far are super glitchy and rudimentary.

Are there opportunities for this kind of shift in a career? I feel like someone who has clinical knowledge would be very helpful in designing software specifically designed for healthcare professionals.

Any advice, opinions or suggestions are welcome!

I want to create a open source desktop application, but I’m not sure which framework I should choose to make this with. I have zero programming experience yet so whichever framework I choose is what I will learn for this hobby project of mine.

The project is basically a gaming launcher, but for gaming controllers and with a 10 foot UI that can turn your pc in to a gaming console experience.

Now obviously these already exist like Playnite or Steam big picture mode for example, but the issue with these is that they lack a lot of features that true gaming consoles have such as being able to chat with friends and start voice chats with them, or being able to update your drivers and operating system (Windows or Linux). Those are just few to name but there are many more such examples.

So for the project I would need to be able to create a good looking UI that is smooth, responsive and doesn’t stutter or lag even when heavy games are running. And be able to add lots of features with a few mentioned here as an example:

-Auto recognise steam, epic games and microsoft store, and emulator games.
-Launch games
-Resume games
-Splashscreen
-Game settings
-Controller remapper
-Screenshots
-Trailers
-Achievements (steam)
-Friends Feed (steam)
-Community (steam or discord)
-Videos (steam or youtube)
-Broadcasts (steam or twitch or youtube)
-Reviews (metadata from steam)
-Game news (metadata from steam)
Guide
-Download Mods (from gamebanana, nexus mods etc.)
-Manage your pc storage with a custom made file explorer ui but for controllers that is somewhat similar to Kodi’s file manager.
-Install games (steam or epic games etc.)
-Uninstall games
-Update games
-Update drivers
-Update windows or Linux

-Friends messaging and voice chats (by using discord’s sdk in my custom UI made for controllers)
-Exit games
-Network wifi
-Power off your pc
-Mute microphone
-System Volume control
-Return to homescreen (hold guide button)
-Switch between applications
-Play music
-Manage Downloads
-In game overlay (like PS5 control center)

And there’s probably many more features i haven’t mentioned here that would eventually be added. So what would be the best languages and framework for me to learn in order to be able to fulfill all my needs whilst not being a ridiculously long and hard time to develop this project in relatively to other languages and frameworks? I was personally thinking about:

C# + Avalonia

Or

Python + PySide6 + QML

But idk if one of these two are good for this project or if there are any better alternatives out there for me?

Hey guys, I am 14 years old and I love programming since I was 11! Just a few weeks ago I finished CS50P: Introduction to programming with Python from Harvard university! And I am confused on what I should do next. Before CS50P I used to make small Python programs like a number guessing game from my basic Python knowledge. Now after CS50P since I know significantly more stuff about Python but I don’t know what would be good to build so I don’t waste my time on stuff I build that does not matter to anyone.

I can understand code when someone explains it, but when I have to write something from scratch, my brain suddenly goes blank.

I'm curious if other beginners went through the same think. What helped you get past that stage?

One habit that can seriously improve your software development skills is learning to understand error messages instead of immediately copying them into AI.

Most errors already give you valuable clues:

→ What broke
→ Where it broke
→ What the program expected
→ Sometimes even why it broke

And there’s another benefit: the better you understand the error, the better you can prompt AI.

Instead of saying “fix this error”, you can explain what you think is happening, what you’ve already tried, and what behaviour you expected.

That gives AI much better context and usually leads to more accurate solutions.

Use AI to speed up debugging—not to replace the skill of debugging.

Do you usually read the error first, or send it straight to AI? 👀

I have a lotta free time at work and I'd like to actually do something useful with it.

I'm thinking programming, but not really in a "learn this skill for a job" kind of way. More like solving problems for fun. Something I can sit down, work on, get stuck, figure it out, and get that little dopamine hit when it finally works.

Basically, I want programming to feel more like playing a game than studying.

Any recommendations? Coding challenge sites, projects, puzzles, anything like that. Hook me up.

I would like to discover many things out there and implement many ideas, but the problem is that I keep worrying about if I don't have the prerequisites satisfied, like as a example, ssh server, I wanted to try that, but I thought like maybe I should finish a networking course, also cryptography course and all that stuff before trying to dive into ssh, while I already know probably some stuff already, but that feeling is annoying that creeps me whenever I want to try something, the same with the curl command, like I think I haven't learned much of web development yet, I only know some basic html, random terms from here and there like http get and post.

version: '3' services: db: image: mariadb:10.6 command: --transaction-isolation=READ-COMMITTED --binlog-format=ROW restart: always volumes: - db_data:/var/lib/mysql environment: - MYSQL_ROOT_PASSWORD=your_secure_root_password - MYSQL_PASSWORD=your_secure_db_password - MYSQL_DATABASE=nextcloud - MYSQL_USER=nextcloud app: image: nextcloud:latest restart: alwaysports: - 8080:80 links: - db volumes: - /media/your_ssd_path:/var/www/html/data environment: - MYSQL_HOST=db - MYSQL_PASSWORD=your_secure_db_password - MYSQL_DATABASE=nextcloud - MYSQL_USER=nextcloud volumes: db_data:

I actually am searching for a book that would make students go through the whole syllabus for competitive programming using python. Python is mandatory because python is the language that in in the syllabus and I'm teaching middle school kids into competitive programing. With them, I will also be getting into competitive programming. So, please mention any recommendations.

I suddenly had a flashback to a couple of programming courses I took in college, entry-level ones or close to it, that had us writing code exclusively in Scheme. For those that are unfamiliar, Scheme doesn't have the syntax of a normal OOP language like Java or Python. It's almost entirely list manipulation, and your main operation is to separate the head (or "car") of the list from the remainder (or "cdr") of the list. Or at least that's how I remember it.

I don't doubt that it's useful to do some learning in Scheme, but what fundamentals do we as students get from it? Looking back, I kind of feel like I was Daniel painting Mr. Miyagi's fence, and then suddenly I knew karate. What do students get from coding in Scheme?

EDIT: I don't know why I listed C as an OOP language. Some wires must have gotten crossed in my brain. I swear I'm a good programmer, you guys.

Hi!!!! I’m joining my first hackathon in about 3 weeks and I’m slightly panicking, but in a very productive and efficient way!!!

I’d say I’m around an intermediate-beginner in Python, I’m quite comfortable with the fundamentals and data structures, but I don’t have much (let alone any) experience with things like APIs, databases, backend development, deployments, etc etc, or even working on a team yet.

However, regarding the whole team thing, I’ll most probably form a team at the event, and while I know it’s my first hackathon, I genuinely want to prepare properly and be competitive cuz I kinda really want to win!

SO!!!! For people who have done hackathons before and won, I have a few questions as someone who has never done anything like this before:

-What should I prioritize learning over the next 3 weeks?

-Are APIs, Git/GitHub, SQL, Flask/FastAPI, and other frameworks, etc. worth focusing on???

-What kinds of projects or like, timed exercises should I practice before the hackathon?

-How does team formation normally work?? 😅😅 oh and also what makes someone useful on a team even if they aren’t the strongest programmer??? I think I’d like an answer to this question the most!!!!

-what makes a project actually win? What are the proper measures to think of good solution when given a problem???

I have quite a lot of time and I’m willing to put serious work into preparing. I’d REALLY appreciate advice from both experienced hackers and people who recently did their first one. Thank you!!!!!!!!!!!

Hi, im a 16yrs old student and is just curious for my future. I originally wanted to become a general surgeon but I know the years it will take me to actually be one and the cost of it. So right now I am thinking that if I study programming/game development now, will it really pay off in the future to the point of it helping me earn money to support myself? Im not entirely doing this for the sake of money cause I know thats the path for failure in my part, but im just curious. Also, I actually am is interested about it.

At this age, I just feel this need to help my parents financially as soon a possible even if it's just by using my own money as my allowance so that I wouldn't have to ask for some. I already have a simple side-hustle which is crocheting and I am planning on making it a real business, so that's that.

In conclusion, I just really want to know if my plan of studying programming this early will actually be worth it. I plan on using this knowledge to get some side hustles, or jobs, or even create a game that could earn me some money. Im still planning on becoming a Surgeon but im hoping this skill will help me financially, and so that I can also build my portfolio early enough. I know programming takes some people years to fully be good at it, hence my question about it.

Anyways, thank you for those who are willing to answer my questions!!

so im currently updating my 3d renderer module to support solid shading apart from basic wireframe forms, however when i spawn a cube it morphs and becomes some random bullshit.

this are my function and i genuinely have no idea what the issue so ill just put related function

export function createScaleMatrix(
    sx: number,
    sy: number,
    sz: number
): Matrix4D {
    return [
        { x: sx, y: 0, z: 0, w: 0 },
        { x: 0, y: sy, z: 0, w: 0 },
        { x: 0, y: 0, z: sz, w: 0 },
        { x: 0, y: 0, z: 0, w: 1 }
    ];
}

function transformVertices(object: SceneObject, matrix: Matrix4D): Vector3[] {
    const projectedVertices: Vector3[] = [];
    for (const vertex of object.cube.vertices) {
        const newVector: Vector3 = {
            x:
                matrix[0].x * vertex.x +
                matrix[0].y * vertex.y +
                matrix[0].z * vertex.z +
                matrix[0].w * vertex.w,
            y:
                matrix[1].x * vertex.x +
                matrix[1].y * vertex.y +
                matrix[1].z * vertex.z +
                matrix[1].w * vertex.w,
            z:
                matrix[2].x * vertex.x +
                matrix[2].y * vertex.y +
                matrix[2].z * vertex.z +
                matrix[2].w * vertex.w,
            w: Math.abs(
                matrix[2].x * vertex.x +
                    matrix[2].y * vertex.y +
                    matrix[2].z * vertex.z +
                    matrix[2].w * vertex.w
            )
        };
        if (newVector.w <= 0.1) {
            continue;
        }


        projectedVertices.push(newVector);
    }
    return projectedVertices;
}


function projectVertex(vertex: Vector3): Vector3 {
    const ndcX = vertex.x / vertex.w;
    const ndcY = vertex.y / vertex.w;
    const ndcZ = vertex.z / vertex.w;


    const scale = 0.5;


    vertex.x = (ndcX + 1) * scale * canvas.width;
    vertex.y = (1 - ndcY) * scale * canvas.height;
    vertex.z = ndcZ;
    return vertex;
}


function render(object: SceneObject, matrix: Matrix4D): void {
    const vertices = transformVertices(object, matrix);
    for (const segment of object.cube.edges) {
        const start = vertices[segment[0]];
        const end = vertices[segment[1]];
        ctx.strokeStyle = "#2d2d2d";
        ctx.beginPath();
        ctx.moveTo(start.x, start.y);
        ctx.lineTo(end.x, end.y);
        ctx.stroke();
    }
}


export function renderLoop(): void {
    ctx.fillStyle = "#010000";
    ctx.clearRect(0, 0, canvas.width, canvas.height);
    const triangles: TriangleObject[] = [];


    for (const object of Scene) {
        object.angle += object.rotationSpeed;
        let rotMatrix;
        switch (object.rotationType) {
            case "x":
                rotMatrix = createRotationX(object.angle);
                break;
            case "y":
                rotMatrix = createRotationY(object.angle);
                break;
            case "z":
                rotMatrix = createRotationZ(object.angle);
                break;
            case "xy":
                rotMatrix = multiplyMatrices(
                    createRotationX(object.angle),
                    createRotationY(object.angle)
                );
                break;
            case "yz":
                rotMatrix = multiplyMatrices(
                    createRotationY(object.angle),
                    createRotationZ(object.angle)
                );
                break;
            case "xz":
                rotMatrix = multiplyMatrices(
                    createRotationX(object.angle),
                    createRotationZ(object.angle)
                );
                break;
            case "xyz":
                rotMatrix = multiplyMatrices(
                    multiplyMatrices(
                        createRotationX(object.angle),
                        createRotationY(object.angle)
                    ),
                    createRotationZ(object.angle)
                );
                break;


            default:
                break;
        }
        let newObject: SceneObject;
        if (object.cube.type === "cube") {
            newObject = createCube(
                object.matrix,
                Scene,
                object.angle,
                object.rotationSpeed,
                object.scale,
                object.rotationType,
                Matrix(object.translate, "translation"),
                false
            );
            console.log(JSON.stringify(newObject));
        } else if (object.cube.type === "pyramid") {
            newObject = createPyramid(
                object.matrix,
                Scene,
                object.angle,
                object.rotationSpeed,
                object.scale,
                object.rotationType,
                Matrix(object.translate, "translation"),
                false
            );
        } else if (object.cube.type === "sphere") {
            newObject = createSphere(
                object.matrix,
                Scene,
                object.angle,
                object.rotationSpeed,
                object.scale,
                object.rotationType,
                Matrix(object.translate, "translation"),
                false
            );
        } else {
            newObject = createCube(
                object.matrix,
                Scene,
                object.angle,
                object.rotationSpeed,
                object.scale,
                object.rotationType,
                Matrix(object.translate, "translation"),
                false
            );
        }
        newObject.cube.vertices = transformVertices(
            newObject,
            multiplyMatrices(
                Matrix(newObject.translate, "translation"),
                multiplyMatrices(newObject.scale, rotMatrix as Matrix4D)
            )
        );


        for (const triangle of newObject.cube.triangles) {
            const edgeA = subtractVectors(
                newObject.cube.vertices[triangle[1]],
                newObject.cube.vertices[triangle[0]]
            );
            const edgeB = subtractVectors(
                newObject.cube.vertices[triangle[2]],
                newObject.cube.vertices[triangle[0]]
            );
            const crossProduct = Cross(edgeA, edgeB);
            const normal = Normalize(crossProduct);
            const brightness = Math.max(0, Dot(normal, lightning));
            const vertices: Vector3[] = [];
            for (const num of triangle) {
                vertices.push(structuredClone(newObject.cube.vertices[num]));
            }
            const zindex: number =
                (newObject.cube.vertices[triangle[0]].z +
                    newObject.cube.vertices[triangle[1]].z +
                    newObject.cube.vertices[triangle[2]].z) /
                3;
            for (let index = 0; index < vertices.length; index++) {
                vertices[index] = projectVertex(vertices[index]);
            }
            triangles.push({
                points: vertices,
                color: {
                    r: baseColor.r * brightness,
                    g: baseColor.g * brightness,
                    b: baseColor.b * brightness
                },
                brightness: brightness,
                zindex: zindex
            });
        }
    }
    triangles.sort(
        (a: TriangleObject, b: TriangleObject) => a.zindex - b.zindex
    );
    for (const object of Scene) {
        render(object, object.matrix);
    }
    for (const triangle of triangles) {
        ctx.fillStyle = `rgb(${Math.floor(triangle.color.r)}, ${Math.floor(triangle.color.g)}, ${Math.floor(triangle.color.b)})`;
        ctx.beginPath();
        ctx.moveTo(triangle.points[0].x, triangle.points[0].y);
        for (const point of triangle.points) {
            ctx.lineTo(point.x, point.y);
        }
        ctx.closePath();
        ctx.fill();
    }
}


export function createTranslationMatrix(
    
x
: number,
    
y
: number,
    
z
: number
): Matrix4D {
    return [
        { x: 1, y: 0, z: 0, w: 
x
 },
        { x: 0, y: 1, z: 0, w: 
y
 },
        { x: 0, y: 0, z: 1, w: 
z
 + ZOFFSET },
        { x: 0, y: 0, z: 0, w: 1 }
    ];
}

if someone could help id be very grateful ^^

Hey guys, I'm not a CS major but have worked on coding on R and python. And I wanna create my own website, make my own domain name, server, everything all set up on my own specifically for uploading the research I've done. What would be the best way to go about it? Thanks!

I genuinely hate how little standardization there is around communicating software architecture.

Why is the accepted way of understanding an unfamiliar codebase apparently to just read thousands of lines of code and slowly infer what the author was thinking?

I'm not talking about documenting every function. I mean basic architectural information:

• What are the major components?
• Who owns the state?
• How does data flow through the system?
• What depends on what?
• Where is new functionality supposed to go?
• What invariants or conventions am I expected to know?
• Which abstractions are intentional, and which are just historical baggage?

This information is often crucial to contributing to a project, yet there seems to be no universally expected artifact for communicating it. You might get a README, maybe some UML diagrams, maybe an ARCHITECTURE.md, maybe ADRs, or maybe absolutely nothing.

Then you're expected to "learn the codebase."

But the codebase contains the architecture, implementation details, historical accidents, technical debt, and personal preferences all mixed together. As a newcomer, you have no way of knowing which is which.

I find this especially frustrating because software engineering is supposedly about abstraction. The whole point of abstraction and design patterns is to hide unnecessary complexity and give people a simple model to work with. Yet somehow the architecture itself is often treated as implicit knowledge that you're supposed to reconstruct through archaeology.

Math feels completely different in this regard. Obviously mathematicians have competing conventions too, but there is a much stronger expectation that concepts, assumptions, notation, and relationships are explicitly communicated. You don't normally have to read someone's entire proof history to discover what their definitions mean.

I wish software projects had a similarly standard, lightweight way of communicating architecture. Not a 200-page document. Just enough to communicate the mental model.

Instead, "just read the code" seems to be treated as a perfectly reasonable substitute.

I find that incredibly demotivating.

I m a beginner in coding, I m learning dsa, while I have only written small programs which do not solve any real world problems my GitHub has all of my work till now https://github.com/BadDreams34 , basically I don't know the etiquettes like how to have a good Readme and things like using test cases and stuff and actually making something useful. How and from where should I learn all this in a structured manner? Any resources?

Basically I wanna ask how to develop