All you need to build secure ML pipelines and cloud native applications

Technology

Keywords defining the session:

- Devops

- Cloud

- Big Data

Takeaway points of the session:

- You can focus on building the best application in the market, instead of spending time managing infrastructure.

- You can then run it on premise or in the cloud.

Description:

During this talk, I’ll speak about the common challenges that companies are facing when working on data science projects and developing cloud native applications.
Then, I’ll explain how DC/OS is tackling these challenges.
Finally, I’ll go through a few demos to show the main DC/OS capabilities in action.
In one of the demo, I’ll use Apache Nifi to get some pictures of cats and dogs from the Flickr API, store them in HDFS, retrain a Tensorflow model to classify these new categories and use a CI/CD pipeline to deploy on Kubernetes a web application leveraging this model.