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Source channel @googlefactss · Post #40407 · Dec 25

Crows give gifts to people who feed them. They remember faces and bring shiny or interesting things like buttons or beads. This shows crows can be smart and friendly. They use gifts to build trust with humans. [Read more] @googlefactss🐦‍⬛🎁#Crows#GiftGiving#SmartBirds#Animals#NatureFacts

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@githubtrending · Post #15242 · 10/23/2025, 12:30 PM

#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