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@AlephNotation
AlephNotation / groupyby_parallel.py
Last active November 5, 2021 20:23 — forked from dmyersturnbull/groupyby_parallel.py
Performs a Pandas groupby operation in parallel
# coding=utf-8
import pandas as pd
import itertools
import time
import multiprocessing
from typing import Callable, Tuple, Union
def groupby_parallel(groupby_df: pd.core.groupby.DataFrameGroupBy,
func: Callable[[Tuple[str, pd.DataFrame]], Union[pd.DataFrame, pd.Series]],
@qpwo
qpwo / monte_carlo_tree_search.py
Last active June 16, 2024 08:37
Monte Carlo tree search (MCTS) minimal implementation in Python 3, with a tic-tac-toe example gameplay
"""
A minimal implementation of Monte Carlo tree search (MCTS) in Python 3
Luke Harold Miles, July 2019, Public Domain Dedication
See also https://en.wikipedia.org/wiki/Monte_Carlo_tree_search
https://gist.github.com/qpwo/c538c6f73727e254fdc7fab81024f6e1
"""
from abc import ABC, abstractmethod
from collections import defaultdict
import math
@bvaughn
bvaughn / updating-external-data-when-props-changes-using-promises.js
Last active June 16, 2024 21:56
Example for loading new external data in response to updated props
// This is an example of how to fetch external data in response to updated props,
// If you are using an async mechanism that does not support cancellation (e.g. a Promise).
class ExampleComponent extends React.Component {
_currentId = null;
state = {
externalData: null
};
@redlotus
redlotus / docstrings.py
Created October 2, 2017 04:34
Google Style Python Docstrings
# -*- coding: utf-8 -*-
"""Example Google style docstrings.
This module demonstrates documentation as specified by the `Google Python
Style Guide`_. Docstrings may extend over multiple lines. Sections are created
with a section header and a colon followed by a block of indented text.
Example:
Examples can be given using either the ``Example`` or ``Examples``
sections. Sections support any reStructuredText formatting, including
@vasanthk
vasanthk / System Design.md
Last active June 29, 2024 19:22
System Design Cheatsheet

System Design Cheatsheet

Picking the right architecture = Picking the right battles + Managing trade-offs

Basic Steps

  1. Clarify and agree on the scope of the system
  • User cases (description of sequences of events that, taken together, lead to a system doing something useful)
    • Who is going to use it?
    • How are they going to use it?
@staltz
staltz / introrx.md
Last active June 29, 2024 15:58
The introduction to Reactive Programming you've been missing

frequently asked question:

Q: I would like to ask your advice about preparing for a role in data science

A:

my advice would be to put together a portfolio of projects, on GitHub, evidencing that you know how to