MLOps Lecture Series 06 - Serving ML Models with Docker and ECS

Описание: MLOps Lecture Series (Spring 2021)

Welcome to lecture 06 in the "Operationalizing Machine Learning" series

In lecture 06 We will create a new Docker image using play with docker ( lab env provided by docker) and Container orchestration using Elastic Container Service
We will wind-up this session with the introduction to ML pipeline flow , how to manage a model building workflow, setting up automated jobs using cron, basics of Apache Airflow
and managed workflow tool (Google Cloud Composer)


Chapters
0:00 Course Announcements
7:45 Jupyter Lab demo
21:01 Lecture Objective Recap
39:32 Creating Docker Image Demo
1:16:07 ECS Intro
1:55:55 ML pipelines


Lecture Notes : https://github.com/thejat/mlops-noteb...

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Below are playlists on ML, Data Science and Deep Learning.

1. MLOps Playlist (2021):    • ML Ops: Deploying ML Models 2021  

2a. Deep Learning Playlist:    • Deep Learning 2020  

2b. Advanced prediction models:    • Advanced Prediction Models Spring 2019  

3a. Machine Learning Playlist:    • Machine Learning IDS575 F19  

3b. Statistical Models and Methods :    • Statistical Models and Methods Spring 2019  

4. Probability Refresher for Business Analytics and Machine Learning:    • Probability Refresher for Business Analyti...  

5. Linear Algebra Primer for Business Analytics and Machine Learning:    • Linear Algebra Primer for Business Analyti...  
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