wandb VS localtunnel

Weights & Biases — The developer-first MLOps platform. Build better models faster with experiment tracking, dataset versioning, and model management. Free tier for personal projects only, with 100 GB of storage included.

HuggingFace and wandb.ai (both competitors of OpenAI) both also have "do own research"

Wandb is the best! https://wandb.ai/

To track stuff I've used wandb.ai in a company in the past, as someone else pointed out. Regarding metrics... This is really specific to your domain, and it is such a broad question. You could count color pixels, the distribution of intensity histograms, etc etc.

Step 1: The colab notebook uses wandb.ai, so you need to register for a wandb.ai account beforehand if you want to use the colab notebook. After registering you need to go to your homepage and copy the API key and paste/keep it somewhere.

I want to take a look at tools like https://wandb.ai/ and they would integrate into some of the pipelines I'm playing with.

does current cgi and ai tech can bring back leslie nielsen? might use unreal engine and https://www.resemble.ai/ or https://wandb.ai/?

I'm currently working for a MLOps company so I'm heavily using their tools (Weights & Biases) but I've used custom C++ for deployment, Pytorch + fastai for quick experimentation, Weights & Biases for experiment tracking, hyper-parameter tuning + model versioning (hence why I went to work for them), custom database + data pipeline, HoloViz for data visualisation (really nice dashboarding tool), Jenkins for CI/CD, I also love Github Actions.

localtunnel/localtunnel - Written in node. Popular suggestion.

Thanks for the history. I maintain this list[0], and wasn't aware of OG localtunnel, likely because there's a somewhat newer and now more popular project with the same name[1]. You appear to be correct on timing. Here's the earliest commits on GitHub for each of the projects:

OG localtunnel (2010): https://github.com/progrium/localtunnel/tree/fb82920d9d3e538...

Other localtunnel (2012): https://github.com/localtunnel/localtunnel/tree/93d62b9dbb9f...

ngrok (2012): https://github.com/inconshreveable/ngrok/tree/8f4795ecac7f92...

I'll see that OG localtunnel gets added to the list for posterity.

[0]: https://github.com/anderspitman/awesome-tunneling

[1]: https://github.com/localtunnel/localtunnel

These is a very common problem. Luckily, it's been solved already. My go-to tool for this was ngrok or localtunnel. Both of these tools are great, but they didn't fit my needs perfectly.

localtunnel — Expose locally running servers over a tunnel to a public URL. Free hosted version, and open source.

Localtunnel used to be a nice tunnel. It has gone through some enshittification lately.

> tunnel consent page now requires the tunnel creator's public IP in order to access tunnel content

https://github.com/localtunnel/localtunnel/issues/598

There are free non kafkaesque competitors out there.

I recently went through having to tunnel my development environment to setup an oauth2 flow for a rails integration. I found that using https://github.com/localtunnel/localtunnel was a better fit.

I prefer localtunnel: https://github.com/localtunnel/localtunnel

There's also Local Tunnel (http://localtunnel.me)

Not sure if it works combined with ngrok: https://www.npmjs.com/package/localtunnel