119 karma · joined May 1, 2019
David.
* How to setup MLFLow, a tool for ML experiment tracking and model deploying, from zero to hero. * How to track ML experiments with MLFLow * How to put models to production with MLFLow. * How to deploy models to production in AWS Sagemaker with just a couple lines of code. * How to setup Apache Airflow, a powerful tool to design, schedule and monitor workflows. * How to create workflows that take advantage of deployed models.
As promised, we open sourced the app powering https://datatau.net, a Data Science newsboard based on HN. To give it some context, original site (in .com domain) has been down from May 15, so we cloned it and continued the project (got no answer from original maintainers of the site). We published it on HN last weekend and made to the front page for some hours.
We have no previous experience with open source projects more than opening some pull requests, so any help from you guys is very welcomed.
In case you want to start a community based on HN style and feel (and do not like alternatives like lobste.rs for some reason), this repo can be a good starting point. Not all HN functionalities are implemented and there are lots of things to polish and improve, but the core is there.
We have been talking about implementing it, but our final decision is sticking to the original code and make it open source asap to make it better.
Our main reason is that lobste.rs is written in Rails and we would have to learn a new framework to adapt it to our needs, while Python (Django) is more extended among the Data Science practitioners (main target of DataTau and potential contributors).
An open sourced Python alternative may also be interesting for many people.
We have to: - fix bugs - improve backend, algorithm to assign karma and sorting posts in frontpage - implement a newsletter with best posts - make an API - opensource the code when it is a bit more polished
DataTau has been down for more than a month. We tried to contact Rohit on Twitter and offered him our help to maintain or host the site, but got no answer, so we understood the project is over and decided to make 'a clone of the clone' on a .net domain.
We have been working on setting up a new version of the site with the same philosophy and Django based. We are not Web devs and although HN frontend looks simple, it has more features than we though. It is still missing some HN features (as original DataTau) but we are working hard to make the site better and bring the community back.
Please give it a try and report any bug you encounter.
Pedro and David (aka The Gurus) here. We are very happy to present our new product: https://moderator-guru.com.
It is a text content moderation API that uses AI to spot toxic comments. It uses a custom model trained on Google/Jigsaw dataset optimized for evaluation speed.
Among the features to remark from The Moderator Guru:
- Free Tier (up to 100 free requests per month).
- Signup flow: just email needed.
- Optional premium plan accessible through profile.
- ToxicityScore™
- Twitter integration example (https://github.com/TheGurus/moderator-guru-utils).
We'd love if you could give us some feedback, can't wait to read what you think about this product.
Hugs!
David & Pedro (The [self-proclaimed] Gurus)