juliaferraioli

Sample of training data:

[NOT_HUG] Cactus: https://flic.kr/p/pJYUZM

[NOT_HUG] Nails: https://flic.kr/p/4xzkwu

[NOT_HUG] Pufferfish: https://flic.kr/p/gB7747

[HUG] Puppy: https://flic.kr/p/c3g4pj

[HUG] Cloud: https://flic.kr/p/71HVKs

GaelVaroquaux

Introductory quote:

"Machine learning people use hugely complex algorithms on trivially simple datasets. Biology does trivially simple algorithms on hugely complex datasets."

Concepts of reproducible science

• Replicability

minrk

stefanv

#!/usr/bin/env python
"""git-pr: fetch a pull request

git pr NR
git pr NR0 NR1 NR2
git pr NR0 NR1 NR2 -args -to -git-fetch

Adds a new branch "pr/NR"

"""

naiquevin

from twython import Twython


## Defining access_token as a function so that the token may be cached
## using a decorator as follows,
##
## get_access_token = cache_textfile('.twython-token')(access_token)
## 
def access_token(auth_client):
    return auth_client.obtain_access_token()

pprett

{"error": 42716.2954, "samples": 506, "value": [22.532806324110698], "label": "RM <= 6.94", "type": "split", "children": [{"error": 17317.3210, "samples": 430, "value": [19.93372093023257], "label": "LSTAT <= 14.40", "type": "split", "children": [{"error": 6632.2175, "samples": 255, "value": [23.349803921568636], "label": "DIS <= 1.38", "type": "split", "children": [{"error": 390.7280, "samples": 5, "value": [45.58], "label": "CRIM <= 10.59", "type": "split", "children": [{"error": 0.0000, "samples": 4, "value": [50.0], "label": "Leaf - 4", "type": "leaf"}, {"error": 0.0000, "samples": 1, "value": [27.9], "label": "Leaf - 5", "type": "leaf"}]}, {"error": 3721.1632, "samples": 250, "value": [22.90520000000001], "label": "RM <= 6.54", "type": "split", "children": [{"error": 1636.0675, "samples": 195, "value": [21.629743589743576], "label": "LSTAT <= 7.57", "type": "split", "children": [{"error": 129.6307, "samples": 43, "value": [23.969767441860473], "label": "TAX <= 222.50", "type": "split", "children": [{"err