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XConf Unplugged
XConf Unplugged


About the Event


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.

DAVID MICHEL

DAVID MICHEL

SENIOR DATA SCIENTIST


David holds a Doctorate in Electrical and Computer Engineering with a specialisation in robotics and image processing. He has over 12 years combined academic and industry experience in the exploration of data and its use in predictive modelling. Professional experience has included projects in retail, residential/commercial real-estate, government services, automobile re-sales and insurance. His work has placed a strong emphasis on making machine learning more accessible by supporting agile, cross functional software development teams in the deployment of these capabilities.

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 FORSBERG

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

Register for XConf Unplugged: CD4ML

Join us at our Soho office - 76 Wardour Street, London, W1F 0UR.