big_mountain_2018
所属分类:大数据
开发工具:Python
文件大小:807KB
下载次数:0
上传日期:2018-10-12 03:56:05
上 传 者:
sh-1993
说明: “用Python部署机器学习API”在大山数据和开发中心的演示文稿的幻灯片和代码...
(Slides and Code for the "Deploying Machine Learning APIs with Python" presentation at the Big Mountain Data and Dev Conference in Salt Lake City, UT on October, 12 2018)
文件列表:
Deploying Machine Learning APIs with Python.pptx (829254, 2018-10-12)
basic_flask.py (150, 2018-10-12)
build_model.py (1870, 2018-10-12)
call_api.py (1359, 2018-10-12)
model.joblib (172464, 2018-10-12)
model_api.py (1496, 2018-10-12)
model_columns.joblib (593, 2018-10-12)
templates (0, 2018-10-12)
templates\index.html (1411, 2018-10-12)
# Deploying Machine Learning APIs with Python
### Presentation at Big Mountain Data and Dev Conference 2018
The purpose of this repo is to provide the slides and code for my presentation so the reader will be able to replicate and extend what was contained in the presentation.
### Disclaimer
You are free to use the code in this repo in any way you please. However, the usual disclaimers apply. Please take note that this presentation and the associated code was written for teaching purposes in mind. Please use all precautions you typically would if you were shipping something into production. If there are things you don't understand please seek out the appropriate assistance.
### Contents
Deploying Machine Learning APIs with Python.pptx <- Deck from presentation with links
basic_flask.py <- A "Hello World!" Flask application
build_model.py <- Script to build model, evaluate results, and serialize sklearn model
model_api.py <- Flask application for REST API to score model
call_api.py <- Flask application with GUI to call the REST API from model_api.py
### Contact
Please feel free to reach out to me if you have any questions or need any help with deployment.
chasedehan [at] yahoo.com
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