RoboFlow jamoasi tomonidan AI based Computer Vision real World muammolarni hal qilishga qaratilgan
supervision kutubxonasi ishlatishga juda oson.
Unda deyarli ayni paytdagi barcha muammolar yechimi mavjud.

Annotate Video with Traces

import numpy as np
import supervision as sv
from ultralytics import YOLO

model = YOLO("yolov8n.pt")
tracker = sv.ByteTrack()
box_annotator = sv.BoundingBoxAnnotator()
label_annotator = sv.LabelAnnotator()
trace_annotator = sv.TraceAnnotator()

def callback(frame: np.ndarray, _: int) -> np.ndarray:
    results = model(frame)[0]
    detections = sv.Detections.from_ultralytics(results)
    detections = tracker.update_with_detections(detections)

    labels = [
        f"#{tracker_id} {results.names[class_id]}"
        for class_id, tracker_id
        in zip(detections.class_id, detections.tracker_id)
    ]

    annotated_frame = box_annotator.annotate(
        frame.copy(), detections=detections)
    annotated_frame = label_annotator.annotate(
        annotated_frame, detections=detections, labels=labels)
    return trace_annotator.annotate(
        annotated_frame, detections=detections)

sv.process_video(
    source_path="people-walking.mp4",
    target_path="result.mp4",
    callback=callback
)

https://www.gazeta.uz/uz/2024/04/25/girls-in-ict/
Shogirdamizni kelgusi ishlariga omad.

Formula recognation based OpenVino pre trained tools.

#Computer_Vision
Kelajakda kuzlarimiz va undan keyinroq fikrlarimiz bilan uynaymiz.

🏆 O'zbekistonda mukofot jamg'armasi 50 000 000 so'm bo'lgan Hackathon bo'lib o'tadi

1-5 may kunlari Toshkent shahridagi Turin politexnika universitetida yo‘l harakati xavfsizligi sohasida innovatsion tizimlarni joriy etish maqsadida mukofot jamg‘armasi 50 000 000 so‘m bo‘lgan Hackathon musobaqasi bo‘lib o‘tadi va unda O‘zbekistonning istalgan yoshdagi barcha xohlovchilari ishtirok etishlari mumkin.

Tanlov talablari

Roʻyxatdan oʻtish shakli

Kimdir shu Hackatonga qatnashyotgan bulsa AI buyicha yaxshi yordam oladi.
Yosh chegarasi yuq ekan kechroq kuribman

https://telegra.ph/C-da-funksiyalarga-murojaat-turlari-04-29

Assalomu alaykum, shu mavzuda maqolacha yozgandim, feedbacklar/savollar bo'lsa guruhga yozaverasizlar

Siz biror joyda telegramni reklamasini kurganmisiz.
Menham Durov bergan intervyusidan keyin qidirb kurdim lekin biror joyda topolmadim.
Qolgan Chat App lardan farqli telegram MT proto protokoli asosida ishlaydi.
20xy yillarda bu protokolni buzish uchun 300 mln dollarlik sovrin elon qilgandi.
jamoalar ushanda malum bir qism(cha) ni buzishgandi lekin bu tezda tuzatildi.
Marketingga jiddiy xarajat qilmasdan kundan kunga ommalashayotgan telegramni
yutuqli tomoni nimada deb uylaysz?
Xavfsizlikmi?
Ozodlikmi?
yoki user interfeysmi?

Telegram kichik jamoa bilan shunday natijalarga erishgan.
juda kichik jamoa boshida aadashmasam 5-6 kishi.
Lekin har bir tasi uz sohasining professionali.
Nikolay Durov haligacha codeforces da yuqori reytingda turadi.

Xulosa nima demoqchiman.
Kuch bitta odamdayam emas!!!!
Kuch ko'pchilikdayam emas.
Kuch bir birini tuldiradigan jamoada!!!
Hech narsaga kech bulmaydi bugundan boshlang qanday loyiha bulishidan qatiy nazar!

Bizgayam shunday AI urnatishmasa bulgani

Shu loyiha ustida utgan yili ancha ishlagandm lekin moliyalashtirish va tashqaridan qiziqish bulmadi....
Kimdir qiziqsa gitdagi manzilini uzatishim mumkin.
Faqat u desktop uchun ..lekin android uchun ham ugirsa buladi

Vilosiped bu hamma narsani qulda yozib chiqish.
Vilosiped yozmaslikka harakat qilish kerak.
Tugri bazida bu imkonsiz Masalan logikani butkul uzgacha qilishga tugri keladi.
Lekin aniq bir ehtiyoj bulmasa bu ishni qilmang!!

#include <iostream>
#include <vector>
#include <ranges>
 
int main()
{
    std::vector<std::string> people { "Tom", "Bob", "Alice", "Sam", "Kate" };
    auto condition = [](const std::string& s) {return s.length()==3; };
 
    auto view = std::ranges::take_while_view{people, condition};
 
    for(const auto& person: view)
    {
        std::cout << person << std::endl;
    }
}

❗️❗️❗️❗️❗️❗️

Just start implement top view vehicle detection for parking managment system. Lekin negadir yuqori natija bulmayapti hozircha.
Model non commercial (albatta sekin ishlaydigan versiyasi) kimdir sinov qilishi uchun tashlab berishim mumkin.

from ultralytics import YOLO

model = YOLO(model="model path")
model.predict(source="image path", show=True, save = True)

Microsoft rasmiy ravishda telegramda Copilot botini taqdim etdi.
Bilaszlar Copilot backendida GPT-4 bepul ishlaydi.
Foydalanamiz!!!!!!!
https://www.microsoft.com/ru-ru/edge/copilot-for-social?form=MY02F9
https://t.iss.one/CopilotOfficialBot

Pythonda backend yozish shunchalaram osonkiiii "Mazza"

@app.route('/api/register', methods=['POST'])
def register():
     # Ensure you're handling JSON data
    data = request.get_json()
    new_user = User()
    new_user.UserName = data["username"]
    new_user.Email = data["email"]
    new_user.set_password(data["password"])
    try:
        db.session.add(new_user)
        db.session.commit()
        return jsonify({"message": "Registration successful"}), 201
    except Exception as e:
        db.session.rollback()
        return jsonify({"message": "Registration failed", "error": str(e)}), 500

@app.route('/api/logout')
def logout():
    session.pop('logged_in', None)
    session.pop('user_id', None)
    flash('You have been logged out!', 'success')
    return redirect(url_for('index'))

@app.route("/api/clients", methods = ["GET", "POST"])
def clients():
    if True:
        if request.iss.onethod == "GET":
            clients = Tourist.query.all()
            return jsonify([client.to_dict() for client in clients]), 200
        elif request.iss.onethod == "POST":
            client = Tourist.from_dict(request.get_json())
            db.session.add(client)
            db.session.commit()
            return jsonify({"message":"Add new tourist"}) , 201

Xuddi hech narsa yozmay uzi ishlab ketadigandek

Avval matematika keyin dasturlash + ingliz tili

Check out this real-time demo of YOLOv8 in action! 🤩
It's accurately detecting and tracking vehicles on the road, even calculating their speeds. 💨
Let me know what you think! 🚀