I found a decision. Have to add the option --no-sandbox:
chrome_options.add_argument("--no-sandbox")
The full script:
import requests, os, urllib3, shutil, tempfile, zipfile, datetime, time, winreg
import selenium
from selenium import webdriver
CHROMEDRIVER = os.path.abspath("chromedriver.exe")
BINARY_LOCATION = os.path.abspath(r"chromium\chrome.exe")
chrome_options = selenium.webdriver.chrome.options.Options()
chrome_options.binary_location = BINARY_LOCATION
chrome_options.add_argument("--no-sandbox")
browser = webdriver.Chrome(CHROMEDRIVER, options=chrome_options)
browser.get('http://www.google.com/');