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XConf Unplugged
XConf Unplugged


Continuous Delivery for Machine Learning


XConf Unplugged is a community for technologists. We'll keep you plugged in and up-to-date with breaking technology changes, updates and news. This event is the fifth in our series and is focused on Continuous Delivery for Machine Learning. 


Join us on Wednesday 27th November at our Soho London office for our Continuous Delivery for Machine Learning workshop. In this hands-on training we will demonstrate how to apply CD4ML. Using a real Machine Learning application in a live scenario, you will learn how to:

 

  • Create your deployment pipelines
  • Version your model training workflow to make it reproducible
  • Improve your model in a development environment, test its performance, and depending on the outcome, automatically deploy the new model into a production environment
  • Track model performance across various experiments
  • Monitor and observe your model in production to close the data feedback loop


For this workshop you will need:


  • Basic knowledge of Machine Learning
  • A laptop (and charger) with a working Docker environment installed
  • A Github account


Facilitators

DANILO SATO

Danilo Sato

Principal Technology Consultant

Danilo has more than 15 years of experience in many areas of architecture and engineering. Balancing strategy with execution, Danilo helps clients refine their technology strategy while adopting practices to reduce the time between having an idea, implementing it, and running it in production using the cloud, DevOps, and continuous delivery. He is the author of DevOps in Practice: Reliable and Automated Software Delivery and is an experienced international conference speaker.

JAMES GREEN

James Green

Senior Data Engineer

James is a data engineer with over 6 years of experience across the financial, commercial, healthcare, automotive and public sector. From uncovering insights in complex data sets to automating infrastructure for high volume data pipelines, James puts a focus on working across the different disciplines required to build data driven solutions. He holds a Bsc in Computing and Artificial Intelligence and particularly enjoys the intersection of data science and engineering.

ZEHRA KAVASOGLU

Zehra Kavasoglu

Data Scientist

Zehra is a data scientist with over 8 years experience in software development. She has experience with Jupyter, Python, scikit-learn, PyTorch, nltk, ML algorithms and Keras. She has a Bachelor's and MSc. Degree in Computer Science from Istanbul Technical University. Her Master Thesis was on Sentiment Analysis in Data Mining. She continues to be an active researcher of Data Science. She is passionate about seeking the best solution to a problem that she faces.

JADE FORSBERG

Jade Forsgerg

Software Developer

Jade is an enthusiastic, pragmatic and problem solving focused software developer. Jade is always looking to expand her knowledge and is passionate about data exploration and experimentation. Jade believes in the importance of cross-functional and autonomous teams with direct feedback from users.

Agenda

6.00 - 6.30pm:Welcome Registration, drinks and nibbles
6.30 - 9pm:CD4ML WorkshopWorkshop Intro
Exercise 1: Setup
Exercise 2:Deployment Pipeline
Exercise 3: ML Pipeline
Demonstration: Tracking Experiments & Model Monitoring
9pm - 10pmNetworking

This event has sold out.