Data Computation Part 1: Cloud Computing, Containers & Deployment

Syllabus

Introduction

Introduction to data computation module

Cloud Computing (3h)

Intro to cloud computing & google cloud platform

Date	Type	Link	Description
21/11	Lecture	Intro to Cloud Computing	A lecture about an introduction to "what is the cloud"
21/11	Lecture	Using Cloud Computing in your daily job	What does it mean to "use the cloud" ?
21/11	Lecture	Intro to Google Cloud Platform	A quick intro to GCP
21/11	Hands-on	GCP : Setup, Hands On, My first VMs, Storage, IAAS & PAAS	My first steps with GCP, Google Cloud Shell, discovering GCE & GCS
29/11	Recap	Important notions about Cloud Computing	A recap of important notions

Containers (3h)

Intro to containers & docker

Date	Type	Link	Description
28/11	Lecture	From virtualisation to Containerisation, Docker	What are containers and why do we need them ? What is Docker ?
28/11	Hands-on	Docker	Discover Docker
29/11	Recap	Important notions about Docker	A recap of important notions

BE (3h)

A small workshop that puts everything together: Google cloud & docker

Date	Type	Link	Description
29/11	BE	Explanations Walkthrough	A final Bureau d'études to wrap everything together

Deployment (3h)

Deploy your machine learning model in production with everything you've learnt

Date	Type	Link	Description
08/01	Lecture	MLOPS and Deployement	Learn about webservices, microservices, restful apis, docker compose
08/01	Interactive	Deploying ML models into production	Deploy your ML model !
08/01	Lecture	Orchestration	Learn about container orchestration and kubernetes
29/11	Recap	Important notions about Orchestration

Quiz and recap

The evaluation of this section will be done with an open-resource quiz covering all cloud computing topics. These concluding slides should be used to recap the previous courses.