lungben

### A Pluto.jl notebook ###
# v0.12.10

using Markdown
using InteractiveUtils

# This Pluto notebook uses @bind for interactivity. When running this notebook outside of Pluto, the following 'mock version' of @bind gives bound variables a default value (instead of an error).
macro bind(def, element)
    quote
        local el = $(esc(element))

lungben

using BenchmarkTools
using PyCall
using DataFrames
using CSV

py"""import timeit
import numpy as np"""


py"""def py_time(f, number=1_000):

lungben

### A Pluto.jl notebook ###
# v0.12.17

using Markdown
using InteractiveUtils

# This Pluto notebook uses @bind for interactivity. When running this notebook outside of Pluto, the following 'mock version' of @bind gives bound variables a default value (instead of an error).
macro bind(def, element)
    quote
        local el = $(esc(element))

lungben

### A Pluto.jl notebook ###
# v0.12.11

using Markdown
using InteractiveUtils

# This Pluto notebook uses @bind for interactivity. When running this notebook outside of Pluto, the following 'mock version' of @bind gives bound variables a default value (instead of an error).
macro bind(def, element)
    quote
        local el = $(esc(element))

lungben

Comparison of Julia and Python

Python name	Python meaning	Julia name	Julia meaning
def f(x,y):	named function - duck-typing, no polymorphism	fuction f(x,y)	duck-typing, multiple dispatch to methods
lambda x: x	anonymous function	(x) -> x	anonymous function
class MyClass(Parent)	classical OOP class, multiple inheritance	struct MyStruct{TypeParameters} <: AbstractParent	data and constructor only, types inside struct can be parametrized, can inherit only from abstract types
def __init__(self, x):	constructor of a class, one per class	MyStruct(x) (outer constructor), MyStruct(x) = new(x) (inner constructor)	Constructor method (multiple constructors can be defined, selected using multiple dispatch)
method	function that belongs to a class (single dispatch on first argument self)	method	function implementation for concete parameter types (multiple dispatch on all arguments)
a = MyClass(x), x.func(y)	Creating an object, calling a method de