VGriga / High-Perfomance-Python-Lab

This repository contains homeworks from Skoltech course of HPPL

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High-Perfomance-Python-Lab

This repository contains homeworks from Skoltech course of HPPL

1. Bifuraction map

Consider a system of differential equations that describes some physical quantity, that for concreteness could represent one of three examples: 1. the position and velocity of an undamped and frictionless pendulum, 2. a neuron's membrane potential over time, and 3. the average concentration of a virus in a patient's bloodstream. The differential equations for these examples include parameters that may affect the output of the equations. Changing the pendulum's mass and length will affect its oscillation frequency, changing the magnitude of injected current into a neuron may transition the membrane potential from resting to spiking, and the long-term viral load in the bloodstream may decrease with carefully timed treatments.

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2. Julia's set

In the context of complex dynamics, a branch of mathematics, the Julia set and the Fatou set are two complementary sets (Julia "laces" and Fatou "dusts") defined from a function. Informally, the Fatou set of the function consists of values with the property that all nearby values behave similarly under repeated iteration of the function, and the Julia set consists of values such that an arbitrarily small perturbation can cause drastic changes in the sequence of iterated function values. Thus the behavior of the function on the Fatou set is "regular", while on the Julia set its behavior is "chaotic".

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julia_set

3. Scheling's model

Schelling's model of segregation is an agent-based model developed by economist Thomas Schelling. Schelling's model does not include outside factors that place pressure on agents to segregate such as Jim Crow laws in the United States, but Schelling's work does demonstrate that having people with "mild" in-group preference towards their own group could still lead to a highly segregated society via de facto segregation. As demonstrated by Rainer Hegselmann, Schelling released his model after Sakoda, and in some sense one can see Schellig's model as a particular instanciation of Sakoda's model.

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4. STFT from scratch implementation

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This repository contains homeworks from Skoltech course of HPPL


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