You are viewing content from a past/completed QCon - November 2020

Workshop

[SOLD OUT] AI to Production and Its Pitfalls

This Workshop is sold out

Lab

Key Takeaways

1 Learn how to utilize Sklearn’s pipeline class to build reproducible machine learning pipelines

2 Tracking machine learning experiments with Mlflow

3 Deploy a machine learning model to production utilizing FastApi and Docker

4 Track the performance, inputs and outputs of a model in production


During the workshop, we will learn how to maintain a machine learning project end to end. We will show you common problems we have seen when deploying machine learning applications,
like:

  • Shipping models consistently to production
  • Not ensuring data sanity upon requests
  • Tracking inputs and outputs to our model
  • Input value shift over time
  • Previously unknown categories

The workshop will be run in a provided AWS environment. This allows us to work with no prior setup of your local machines. We will anyhow give you all the tools and guides to set it up locally, so you can apply all the knowledge later in whatever environment you have available.


Speaker

Jendrik Jördening

CTO @Nooxit

Jendrik is CTO at Nooxit. He formerly worked at Aurubis and Akka Germany on Data Science and Deep Learning in the field of industry 4.0 and autonomous machines.At the same time he took part in the Udacity Self-Driving Car Nanodegree, participating with a group of other Udacity student in the...

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Find Jendrik Jördening at:

Date

Friday Nov 13 / 09:00AM PST (3 hours)

Level

Level Intermediate

Topics

Artificial Intelligence

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Prerequisites

Proficiency in Python
Prior experience with Sklearn and Machine Learning
A computer with a browser

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