Meeting link: https://meet.google.com/vtk-snhb-fjc
Weekly meet time: Thursday 5-6pm EST
We coordinate using #dg-mlops-fun on the AISC Slack.
Overview
We’ve been meeting since Jan 2021 to cover a number of topics. For this cycle we’ll focus on planning the infrastructure of a chat bot service.
We’ll dive into application architecture, data system design, infrastructure design and using a simple open source model.
Format
Week | Date | Topic |
1 | March 10th | Brainstorming and Gathering requirements |
2 | March 17th | Designing an architecture v1 |
3 | March 24th | Investigating training vs inference architectures |
4 | March 31st | Dealing with data drift and retraining |
5 | April 7th | Deploying a sample model (Rasa) |
6 | April 14th | Adding security |
Create recipes for a sweet afterparty!
We’ll be working on recipes as part of the working group to capture some of the knowledge we created.
For our final meeting we’ll have a social and you’ll get a gift card to buy something based on your contributions!
Week of March 10 - Intro and Brainstorming
During week one of the discussion group we brainstormed some ideas on creating a chat app. We documented in a shared doc within three breakout groups. We will using this as a launch point for future weeks.
Intro presentation
Week of March 17 - Intro to Architecture
During Week two we’ll be starting thinking about designing a logical architecture. We’ll also introduce recipes and how we can contribute to them.
Deliverables:
- Diagram per group of a potential logical architecture
- How to create a logical architecture recipes
Sample architecture (Rasa)
Past Cycles
Designing a E-commerce Data Platform
ML Ops Security
Through the spring of 2021, we focused our discussions on ML Ops Security, from these I wrote 3 articles to summarize some of the topics.
MLOps Exploration
In our initial we discussed how different parts of the ML Ops fit together and what technologies exist. We asked people to come up with mindmaps, recipes and architectures along the way. A couple examples included below.
