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@bbengfort
bbengfort / nx2gt.py
Created June 26, 2016 12:01
Convert a networkx to graph-tool graph
import networkx as nx
import graph_tool as gt
def get_prop_type(value, key=None):
"""
Performs typing and value conversion for the graph_tool PropertyMap class.
If a key is provided, it also ensures the key is in a format that can be

A Few Useful Things to Know about Machine Learning

The paper presents some key lessons and "folk wisdom" that machine learning researchers and practitioners have learnt from experience and which are hard to find in textbooks.

1. Learning = Representation + Evaluation + Optimization

All machine learning algorithms have three components:

  • Representation for a learner is the set if classifiers/functions that can be possibly learnt. This set is called hypothesis space. If a function is not in hypothesis space, it can not be learnt.
  • Evaluation function tells how good the machine learning model is.
  • Optimisation is the method to search for the most optimal learning model.
@bsweger
bsweger / useful_pandas_snippets.md
Last active October 6, 2025 13:44
Useful Pandas Snippets

Useful Pandas Snippets

A personal diary of DataFrame munging over the years.

Data Types and Conversion

Convert Series datatype to numeric (will error if column has non-numeric values)
(h/t @makmanalp)

@sloria
sloria / bobp-python.md
Last active September 9, 2025 10:52
A "Best of the Best Practices" (BOBP) guide to developing in Python.

The Best of the Best Practices (BOBP) Guide for Python

A "Best of the Best Practices" (BOBP) guide to developing in Python.

In General

Values

  • "Build tools for others that you want to be built for you." - Kenneth Reitz
  • "Simplicity is alway better than functionality." - Pieter Hintjens
@tbrianjones
tbrianjones / free_email_provider_domains.txt
Last active October 18, 2025 23:08
A list of free email provider domains. Some of these are probably not around anymore. I've combined a dozen lists from around the web. Current "major providers" should all be in here as of the date this is created.
1033edge.com
11mail.com
123.com
123box.net
123india.com
123mail.cl
123qwe.co.uk
126.com
150ml.com
15meg4free.com
@dypsilon
dypsilon / frontendDevlopmentBookmarks.md
Last active October 26, 2025 08:45
A badass list of frontend development resources I collected over time.