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Machine learning in survey monkey

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Da Kuang

Talks about how SurveyMonkey does machine learning internally.

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Machine Learning in SurveyMonkey
Hello! I am Da Kuang I am a Machine Learning Engineer in SurveyMonkey Email: dkuang1980@gmail.com Linkedin: linkedin.com/in/da-kuang-68117340/
Our models on production1
“
“
What we (ML engineers) do?2
“ We build infrastructure and tools to help data scientists train models and deploy models to production.
Our Legacy Machine Learning Solutions 3
Models saved in SQL database ◇ Only works with models represented as coefficients ◇ Hard to access ◇ No version control for the models ◇ Impossible to rollback
Machine Learning as a service
Machine Learning as a service ◇ No version control for the code ◇ Poor code separation for different projects ◇ Debugging and troubleshooting is hard ◇ Slow service start ◇ Service not scalable
Our New Machine Learning Platform 4
Architecture
Engineering Stack ◇ Python ◇ Pyramid ◇ Gunicorn ◇ Nginx ◇ Ansible ◇ Docker
Data Science Toolsets ◇ Jupyter Notebook ◇ Sklearn ◇ Pandas ◇ Numpy ◇ Matplotlib ◇ Gensim ◇ Spacy ◇ Tensorflow (Tflearn) ◇ XGBoost
Challenges5
Feature Engineering
Real Time Prediction
How to QA a model?
Thanks! ◇ Let’s do some demo!

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