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Otto: Friendly Machine Learning Assistant
- geerlingguy 6y agoNow I have to distinguish between three things when I see 'Otto': This project. Hashicorp's dead deployment tool (https://www.ottoproject.io https://www.ottoproject.io) Otto Matic by Pangea (http://pangeasoft.net/otto/ http://pangeasoft.net/otto/)
- tcskeptic 6y agoPlus https://ottomotors.com/ https://ottomotors.com/
- Abishek_Muthian 6y agoSince we've veered off SW - https://www.ottoclothing.in/ https://www.ottoclothing.in/.
- a_t48 6y agoOtto Motors is SW
- omarhaneef 6y agoThe first and only Otto I think of when I hear the word is Otto Von Bismarck.
- quora 6y agohttps://www.synthanatomy.com/2019/03/otto-open-source-hardware-synthesizer-op-1.html https://www.synthanatomy.com/2019/03/otto-open-source-hardwa... And this
- zirkonit 6y agoThe obligatory "auto"/"otto" pun is quite popular, it seems.
- kartikchugh 6y agoI see I was a bit late to the party!
- alpha_squared 6y agoPlus the self-driving company Uber acquired, Otto, that was central to the Google-Uber lawsuit.
- stevekemp 6y agoPlus Otto, a JavaScript interpreter written Go: https://github.com/robertkrimen/otto https://github.com/robertkrimen/otto
- ProAm 6y agoIs this the company that Uber bought then shuttered because of intellectual property theft?
- kossae 6y agoNope. That Otto (https://www.wikiwand.com/en/Otto_(company) https://www.wikiwand.com/en/Otto_(company)) was in the self-driving space. This Otto appears to be in the NLP/ML space.
- kartikchugh 6y agoBig if true! Jokes aside, nope wasn't aware of this. We just picked a name that fit for reasons you can see at the bottom of the readme
- ru552 6y agoInteresting project. Seems like a boilerplate to jump start various experiments.
- kartikchugh 6y agoThanks! Yep that was the hope :)
- supernova87a 6y agoGenuine question, because I'm interested in the applicability of a tool like this -- do professional ML scientists/developers have a need for visualizing their model during development, or would use such a tool? Do their models have parameters and need tuning such that visualization is a key problem? Or is this kind of a nice to see thing for beginners, but more advanced/this-is-my-job ML professionals rarely are interacting with the data and model in this way? They're dumping tables, using numerical stats, not looking for visual patterns? Perhaps a similar kind of question as "who uses drag-and-drop SAS analysis, rather than Python"? Or, "there are no casual DNN builders" -- anyone who is doing this kind of work will be doing it at the level that they're not needing visualization? Clearly, SAS has enough visual-based casual users who can't program, so there's a market for it. I am legit interested to know, thanks!
- scribu 6y agoModel visualization can be useful even for experts, either as an additional sanity check or to debug surprising results. I couldn't evaluate this Otto thing because I'm on a laptop right now and it looks like the developers assumed that everyone has a 40" screen. Source: ML is (part of) my job.
- kartikchugh 6y agoSorry :( We developed it for 1080p for the purposes of the hackathon
- kartikchugh 6y agohttps://github.com/KartikChugh/Otto/issues/18#event-3605223056 https://github.com/KartikChugh/Otto/issues/18#event-36052230... Made some small improvements today as a quick fix; we'll still be working on better support long-term
- coolspot 6y agoCheck out cool tools by Weights and Biases: https://www.wandb.com/ https://www.wandb.com/
- odomojuli 6y agoInteresting! How did you construct your network builder? I've had to use a combinatoric approach or constraint solver to validate layer compatibility but hit a wall trying to generalize it
- kartikchugh 6y agoHey, thanks for the question! I'm not sure I follow entirely, the network builder is through a library called react-sigma