[{"data":1,"prerenderedAt":258},["ShallowReactive",2],{"project-13425089":3},{"id":4,"name":5,"line":6,"line_source":7,"title":8,"url":9,"domain":10,"maker":11,"posted_at":12,"year":13,"points":14,"comments":15,"rank_in_year":16,"shown_in_year":17,"top":18,"tier":19,"category":20,"subcategory":21,"format":22,"keywords":23,"reception":29,"sentiment":30,"stance_mix":31,"scored_comments":36,"aspects":37,"strip":41,"post_text":42,"what":43,"said":76,"maker_in_thread":149,"shape":159,"grid":164,"attempts":218,"same_week":219,"maker_shows":35,"maker_hidden":250,"reader_version":251,"card":252},"13425089","Kur","Kur by Deepgram (YC S16) – Deep Learning Made Easy","title","Show HN: Kur by Deepgram (YC S16) – Deep Learning Made Easy","http:\u002F\u002Fkur.deepgram.com","kur.deepgram.com","stephensonsco",1484731206,2017,103,25,442,2242,20,"notable","ai","deep learning framework","library",[24,25,26,27,28],"deep learning","neural network","yaml","tensorflow","keras","roasted",-0.019,{"positive":32,"neutral":33,"mixed":34,"critical":35},3,2,0,5,10,{"idea":38,"docs":40},{"positive":39,"critical":33},1,{"positive":34,"critical":32},[34,35,34,34,34,34,34,32,34,34,39,34,39,34,35,34,39,34,39,32,34,34,35,39],null,{"problem":44,"audience":51,"pricing":42,"motivation":55,"time_to_build":42,"stack":62,"openness":73,"stage":74,"team_size":75},{"value":45,"source":46,"evidence":47},"Prototyping deep neural networks is slow and hard with barebones backends like TensorFlow, Theano or Keras.","maker",[48],{"id":49,"by":11,"text":50},"13425122","Deepgram is open sourcing Kur (http:\u002F\u002Fkur.deepgram.com)! Kur is the worlds first descriptive Deep Learning software. Think of a model, describe it in a simple YAML or JSON file,…",{"value":52,"source":46,"evidence":53},"People doing deep learning who want to iterate on model architectures quickly.",[54],{"id":49,"by":11,"text":50},{"value":56,"source":46,"evidence":57},"Faster model prototyping and results per human-hour for Deepgram's internal work.",[58,59],{"id":49,"by":11,"text":50},{"id":60,"by":11,"text":61},"13431261","We use it and like it because we are trying a lot of models per unit time. And we want to change them, slide in new data, transfer weights, and others things like that, without…",[63,69],{"value":64,"source":46,"evidence":65},"Python 3",[66],{"id":67,"by":11,"text":68},"13428625","Thanks! We really push to keep the dependencies clean so that all you need is Python 3. Doing: pip install kur Installs all of the packages that Kur relies on, so you don't need…",{"value":70,"source":46,"evidence":71},"YAML\u002FJSON model definitions",[72],{"id":49,"by":11,"text":50},"open_source","launched","team",{"praise":77,"objections":90,"requests":118,"questions":128,"alternatives":136},[78],{"value":79,"source":80,"evidence":81},"Looks useful for learning and testing neural nets","commenter",[82,86],{"id":83,"by":84,"text":85},"13431238","mrg3_2013","Looks very interesting! Particularly because I don't know NNs and would love to be able to get a feel for it. I'll give it a try this weekend and share my noob experience",{"id":87,"by":88,"text":89},"13429791","Hydraulix989","Thanks for releasing this for us, Scott! It will definitely help me test different models for my ethereum auto trading bot!",[91,105,112],{"value":92,"source":80,"evidence":93},"Installation is confusing and has missing requirements",[94,98,101],{"id":95,"by":96,"text":97},"13427536","p1esk","Great idea! However installation instructions are a little misleading. It says I only need Python 3, while in reality I need a whole bunch of things to be installed already. Is…",{"id":99,"by":96,"text":100},"13430559","Installs all of the packages that Kur relies on But I'd like to know what you're about to install on my machine, where can I find that list? Anyway we can help get it installed…",{"id":102,"by":103,"text":104},"13449924","lordvissu","Need updates for installation on Windows. Been trying for more than a day now. -_-",{"value":106,"source":80,"evidence":107},"Keras is already easy enough; little real benefit",[108],{"id":109,"by":110,"text":111},"13431113","Eridrus","I guess I just don't think that's true, Keras is already pretty easy to use for model definition, and this doesn't seem to solve any actual pain points I've encountered.",{"value":113,"source":80,"evidence":114},"Declarative approach seems worse than code",[115],{"id":116,"by":110,"text":117},"13431071","Right, DSSTNE is pretty much abandonware, I'm just surprised that presumably smart people keep wanting a declarative model, when it seems worse to me.",[119,124],{"value":120,"source":80,"evidence":121},"Clearer Windows installation instructions",[122,123],{"id":102,"by":103,"text":104},{"id":95,"by":96,"text":97},{"value":125,"source":80,"evidence":126},"List of installed dependencies",[127],{"id":99,"by":96,"text":100},[129],{"value":130,"source":80,"evidence":131},"Why use a declarative approach instead of code",[132,135],{"id":133,"by":110,"text":134},"13430274","There have been a few frameworks that take this declarative approach; DSSTNE, Twitter's internal framework and probably others. DSSTNE had a clearish reason for doing so:…",{"id":116,"by":110,"text":117},[137,141,145],{"value":138,"source":80,"evidence":139},"DSSTNE",[140],{"id":133,"by":110,"text":134},{"value":142,"source":80,"evidence":143},"Keras",[144],{"id":109,"by":110,"text":111},{"value":146,"source":80,"evidence":147},"Twitter's internal declarative framework",[148],{"id":133,"by":110,"text":134},{"comments":150,"answered":32,"key":151},8,[152,153,156],{"id":49,"text":50},{"id":154,"text":155},"13432243","For sure. Install Kur and follow the examples. There's no voodoo, just pure clean DL fun.",{"id":157,"text":158},"13430444","Oh yeah, Kur allows MUCH faster prototyping. And if you utilize Jinja2 (Kur supports that in the Kurfiles), you really start unlocking the time savings.",{"commenters":160,"max_depth":161,"maker_replies":150,"first_comment_mins":162,"lifespan_hours":163},11,6,7,76,[165,167,169,173,175,177,179,183,185,189,190,192,194,195,196,199,202,204,206,207,209,213,215,216],[49,34,34,166,11,39],"project\u002Fpositive\u002Fidea",[87,34,35,168,88,34],"maker\u002Fpositive\u002Fnone",[170,34,34,171,172,34],"13431913","commenter\u002Fneutral\u002Fnone","gallerdude",[174,34,34,171,88,34],"13431947",[154,34,34,176,11,39],"project\u002Fpositive\u002Fnone",[178,34,34,171,172,34],"13433271",[180,34,34,181,182,34],"13434254","commenter\u002Fpositive\u002Fnone","ajsyp",[133,34,32,184,110,34],"project\u002Fneutral\u002Fidea",[186,34,34,187,188,34],"13430417","commenter\u002Fneutral\u002Fidea","wrsh07",[157,34,34,166,11,39],[109,34,39,191,110,34],"project\u002Fcritical\u002Fidea",[193,34,34,166,11,39],"13430435",[116,34,39,191,110,34],[60,34,34,166,11,39],[197,39,35,166,198,34],"13429782","lucidrains",[200,39,34,201,11,39],"13430452","project\u002Fneutral\u002Fnone",[95,33,39,203,96,34],"project\u002Fcritical\u002Fdocs",[67,33,34,205,11,39],"project\u002Fneutral\u002Fdocs",[99,33,39,203,96,34],[208,33,32,205,182,34],"13431187",[210,33,34,211,212,34],"13431976","commenter\u002Fneutral\u002Fdocs","tedmiston",[214,33,34,205,11,39],"13432234",[83,32,35,176,84,34],[102,217,39,203,103,34],4,[],[220,225,230,235,240,245],{"id":221,"name":222,"points":223,"category":224},"13423629","SkyTorrents",1183,"data",{"id":226,"name":227,"points":228,"category":229},"13406081","Crafting Interpreters",423,"learning_science",{"id":231,"name":232,"points":233,"category":234},"13412737","JSON Browse",138,"dev_tools",{"id":236,"name":237,"points":238,"category":239},"13384012","Hypergolix",130,"infrastructure",{"id":241,"name":242,"points":243,"category":244},"13390135","Skeletal Animation System",120,"creative",{"id":246,"name":247,"points":248,"category":249},"13421703","ChatSecure iOS v4.0",107,"productivity",false,"v2",{"id":253,"name":5,"line":6,"ai":250,"cat":20,"year":13,"points":14,"comments":15,"rec":29,"s":254,"top":18,"kw":255,"maker":11,"domain":10,"tier":19,"attempts":34,"strip":256,"url":9,"mix":257,"praise":79,"objection":92,"sub":21},13425089,-0.02,[24,25,26,27,28],"050000030010105010130051",[32,33,34,35],1793990953844]