[D] What’s the simplest, most lightweight but complete and 100% open source MLOps toolkit? -> MY OWN CONCLUSIONS

1

Streamlit

We should take a look at voila and streamlit.

#Developer Tools #Content Creators #Productivity 170 social mentions

2

mypy

Flake8 (including flake8-docstrings), MyPy and Black are hugely recommended. Google style guide is something to take a look at too.

#Code Analysis #Code Coverage #Code Review 48 social mentions

3

FastAPI

FastAPI. Or even simpler: DL4J, to be used in Java when we need to communicate with the rest of the applications in real time.

#Developer Tools #API Tools #Python Programming 232 social mentions

4

Deeplearning4j

FastAPI. Or even simpler: DL4J, to be used in Java when we need to communicate with the rest of the applications in real time.

#Data Science And Machine Learning #Machine Learning #Data Science Tools 4 social mentions

5

GitLab

We should switch from SVN to git (strongly recommended). Gitlab is a good option.

#Code Collaboration #Git #Repo Management 111 social mentions

6

Metaflow

Metaflow . I love this framework for pipelining.

#Workflow Automation #DevOps Tools #Workflows 12 social mentions

7

Lobe

If you are looking to train vision models for free, I would recommend Lobe.

#AI #Developer Tools #Data Science And Machine Learning 15 social mentions

8

DepHell

Not necessarily. You can use Dephell (https://github.com/dephell/dephell) to convert from poetry to the old-fashioned requirements.txt.

#DevOps Tools #Workflow Automation #Containers As A Service 4 social mentions