#python#ant_colony_algorithm#artificial_intelligence#fish_swarms#genetic_algorithm#heuristic_algorithms#immune#immune_algorithm#optimization#particle_swarm_optimization#pso#simulated_annealing#travelling_salesman_problem#tsp
You can use scikit-opt, a Python library offering many heuristic optimization algorithms like Genetic Algorithm, Particle Swarm Optimization, Simulated Annealing, Ant Colony, Immune Algorithm, and Artificial Fish Swarm Algorithm. It supports user-defined functions to customize operators, allows continuing runs from previous iterations, and accelerates computations via vectorization, multithreading, multiprocessing, and caching. GPU support is in development. It helps solve complex optimization problems such as function minimization and the Traveling Salesman Problem efficiently, with easy installation and rich examples. This saves you time and effort in implementing and tuning optimization algorithms yourself.
https://github.com/guofei9987/scikit-opt
#Ko‘kalamzorlashtirish
"Mohi nur kommunal" BSK xodimlari tomonidan kompaniyaga biriktirilgan "Shuhrat" mahallasidagi ko‘pqavatli uylarning atrofidagi yerlarga ishlov berilib, tuprog‘i kam maydonlarga tuproq olib kelib yotqizilmoqda. Ishlov berilgan yashil maydonlarga esa rangbarang gullar ekilmoqda.
Shu o‘rinda "Shuhrat" mahallasida yashovchi tumandoshlarimizdan uylari atrofini toza tutishlarini, ekilgan gullar uy atrofini yanada go‘zal qilib turishi uchun atrof -muhitga yanada e’tiborli bo‘lishlarini, yashil maydondagi o‘simliklarni asrab-avaylashlarini so‘rab qolamiz.
🔵@Chilonzor_tumani_hokimligi
#Ko'rsatuv
🌿''YUKSALISH'' KO'RSATUVINING BU GALGI SONI
SAMARQAND VILOYATIDA JOYLASHGAN KATTAQO'RG'ON TUMANIDAGI ISSIQSUV SIHATGOHI FAOLIYATI HAQIDA
‼️TTV telekanali ‼️
📱Telegram |📱Instagram | 📱YouTube
#Ko'rsatuv
🌿''YUKSALISH'' KO'RSATUVINING BU GALGI SONI
SAMARQAND VILOYATIDA JOYLASHGAN MIRONSHOX SIHATGOHI FAOLIYATI HAQIDA
''YUKSALISH''KO'RSATUVIDA
‼️TTV telekanali ‼️
📱Telegram |📱Instagram | 📱YouTube
#Ko'rsatuv
🌸🌿“XUSH KELDING, BAHOR!” 🌸🌿
🌺 Eng go‘zal va zavqli ko‘rsatuvga marhamat!
Bahorning iliq nafasi, quvonch va yangilanishga boy onlarni biz bilan birga his eting! 🌷
Dilbar kuy-qo‘shiqlar, qadimiy urf-odatlar va ko‘tarinki kayfiyat sizni kutmoqda! 🌞✨
‼️TTV telekanali ‼️
✈️Telegram |🌐Instagram | 📹YouTube