Top Banner
for fun and profit Datascope runs on Python Bo Peng · NICO Python Project Night · March 16, 2016
24

Datascope runs on python

Apr 13, 2017

Download

Data & Analytics

bo_p
Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: Datascope runs on python

for fun and profitDatascope runs on Python

Bo Peng · NICO Python Project Night · March 16, 2016

Page 2: Datascope runs on python

who am I, anyway?

Page 3: Datascope runs on python

who are these folks?

Page 4: Datascope runs on python

What we do

Strategy

Consulting

Development

Training

Page 5: Datascope runs on python

What we use Python for

Consulting

Development

Training

Run a business

Other things we think

are fun or important

Page 6: Datascope runs on python

Before you think we’re a python shop…

Bootstrap

Page 7: Datascope runs on python

pythonis our

“lingua franca”

Page 8: Datascope runs on python

Why?- Most of the reasons most other people have said or

will say

- Great for prototyping

- Used in the world of science

- Easy to learn/teach

Page 9: Datascope runs on python

in practice

Page 10: Datascope runs on python

Consulting - Jupyter notebooks can be nice for keeping notes and iterating on plots

- Quick scripts play nice with unix tools

- libraries like Scikit-Learn, seaborn

Page 11: Datascope runs on python

- prototype -> production is fast

- let the database do the heavy lifting

- develop our own tools when necessary

ConsultingDevelopment

datascopeanalytics/traces

Page 12: Datascope runs on python

Sparck API for: Case study

Page 13: Datascope runs on python

Case study:

Page 14: Datascope runs on python

Case study:

Page 15: Datascope runs on python

Case study:

Page 16: Datascope runs on python

+ =

Page 17: Datascope runs on python

- Class hacks

ConsultingDevelopmentTraining

Page 18: Datascope runs on python

- Jupyter notebooks make great self-guided assignments

ConsultingDevelopmentTraining

Page 19: Datascope runs on python

- website/blog: running on Django

- treat ourselves like a client

ConsultingDevelopmentTrainingRun a business

datascopeanalytics/a-model

Bank account/revenue simulation + forecasting

Page 20: Datascope runs on python

- fun blog posts ConsultingDevelopmentTrainingRun a businessOther things we think are fun or important

Page 21: Datascope runs on python

ConsultingDevelopmentTrainingRun a businessOther things we think are fun or important

datascopeanalytics/scrubadub

Removing personally identifiable information from text

- fun blog posts

- open source tools

Page 22: Datascope runs on python
Page 23: Datascope runs on python

What we use Python for

Consulting

Development

Training

Run a business

Other things we think

are fun or important

Page 24: Datascope runs on python

.co@bo_p

thanks!