[{"data":1,"prerenderedAt":289},["ShallowReactive",2],{"project-16368653":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":28,"sentiment":29,"stance_mix":30,"scored_comments":33,"aspects":34,"strip":42,"post_text":44,"what":45,"said":79,"maker_in_thread":182,"shape":189,"grid":193,"attempts":251,"same_week":252,"maker_shows":18,"maker_hidden":281,"reader_version":282,"card":283},"16368653","ModelDepot","Curated, Pre-trained ML Models for Transfer Learning","title","Show HN: Curated, Pre-trained ML Models for Transfer Learning","https:\u002F\u002Fmodeldepot.io\u002F","modeldepot.io","hsikka",1518541161,2018,324,27,71,2155,4,"legend","ai","pretrained model repository","web_app",[24,25,26,27],"pretrained models","transfer learning","model zoo","machine learning","debated",-0.028,{"positive":18,"neutral":31,"mixed":32,"critical":18},6,2,16,{"idea":35,"performance":37,"execution":39,"design":41},{"positive":32,"critical":36},0,{"positive":36,"critical":38},1,{"positive":32,"critical":40},3,{"positive":36,"critical":36},[40,36,38,40,43,36,38,40,38,36,40,36,36,36,40,36,36,36,36,38,43,43,40,43,40,40,36],5,null,{"problem":46,"audience":56,"pricing":64,"motivation":71,"time_to_build":44,"stack":75,"openness":76,"stage":77,"team_size":78},{"value":47,"source":48,"evidence":49},"Finding and getting started with pre-trained ML models is hard","maker",[50,53],{"id":51,"by":11,"text":52},"16369394","Thanks! You hit the nail right on the head there, while aggregation is nothing new, we're hoping that the notebooks and tutorials provide an entrypoint into being able to get up…",{"id":54,"by":11,"text":55},"16370275","Hey, thank you! That is an excellent point, and definitely a huge potential problem that we're gunning to fix, both in the submissions already up and those that will come in the…",{"value":57,"source":58,"evidence":59},"Engineers and people new to machine learning","commenter",[60],{"id":61,"by":62,"text":63},"16369309","rememberlenny","This is a great. Thank you for making this. The aggregation of models like this isn't new, but simple layout of models available is useful. I can imagine being able to filter by…",{"value":65,"source":58,"evidence":66},"Models are free to use under their respective licenses",[67],{"id":68,"by":69,"text":70},"16370215","mikeshi42","Of course! We're huge believers in creating a transparent platform that talks about models at a high-level for general understanding, but also want to make sure we include and…",{"value":72,"source":48,"evidence":73},"Share well documented models and make them discoverable",[74],{"id":51,"by":11,"text":52},[],"open_source","beta","unknown",{"praise":80,"objections":96,"requests":122,"questions":147,"alternatives":155},[81,89],{"value":82,"source":58,"evidence":83},"Useful collection, notebooks make getting started easy",[84,85],{"id":61,"by":62,"text":63},{"id":86,"by":87,"text":88},"16370532","DOsinga","This is great, I like the inclusion of the notebooks, makes it easy to get started. The download link for the Image Colorization model doesn't seem to work for me though - it…",{"value":90,"source":58,"evidence":91},"Cool project, a model zoo is needed",[92],{"id":93,"by":94,"text":95},"16373752","andreyk","Definitely a cool project. It's crazy there is no standard model zoo anywhere yet. But, a few thoughts: -No about page? Not clear at all without cleaning on sign up button that…",[97,107,118],{"value":98,"source":58,"evidence":99},"Site blank without JavaScript, not usable in Tor",[100,104],{"id":101,"by":102,"text":103},"16369439","RasputinsBro","Hey, I can't really see the website. The page is blank..",{"id":105,"by":102,"text":106},"16369518","Tor Browser. The page just reads \"You need to enable JavaScript to run this app.\"",{"value":108,"source":58,"evidence":109},"Model performance poor on sentiment tests",[110,114],{"id":111,"by":112,"text":113},"16370572","rm999","Hey, I just installed and played around with reactionRNN; I hate to be negative (especially to people open sourcing models, kudos!), but your model seems to perform quite poorly.…",{"id":115,"by":116,"text":117},"16370663","minimaxir","The result is the reaction to a given text; it won't fully be the same as a sentiment analysis, unfortunately. Additionally, as I put in the README notes, keep in mind that the…",{"value":119,"source":58,"evidence":120},"No open source, no search or filtering, no about page",[121],{"id":93,"by":94,"text":95},[123,127,131,141],{"value":124,"source":58,"evidence":125},"Add search and stronger filtering",[126],{"id":93,"by":94,"text":95},{"value":128,"source":58,"evidence":129},"Standardise weights in ONNX and multiple platform tabs",[130],{"id":93,"by":94,"text":95},{"value":132,"source":58,"evidence":133},"Find audio models for transfer learning",[134,138],{"id":135,"by":136,"text":137},"16369957","nukenuke","Are there any good models for transfer learning with audio ?",{"id":139,"by":11,"text":140},"16370238","That is an awesome question, we haven't found any yet but are actively looking! We'll let you know if we find some good ones :)",{"value":142,"source":58,"evidence":143},"Note that submitted models are forks and attribution should be explicit",[144],{"id":145,"by":116,"text":146},"16370029","Two of my projects, textgenrnn (https:\u002F\u002Fgithub.com\u002Fminimaxir\u002Ftextgenrnn) and reactionrnn (https:\u002F\u002Fgithub.com\u002Fminimaxir\u002Freactionrnn) are among the pretrained models. While this is…",[148],{"value":149,"source":58,"evidence":150},"How does this differ from Algorithmia",[151],{"id":152,"by":153,"text":154},"16369967","orliesaurus","Thanks for submitting! Can you tell me how this differs from something like https:\u002F\u002Falgorithmia.com\u002F ? I am curious to understand the main differences between their approach and…",[156,164,168,175],{"value":157,"source":58,"evidence":158},"Algorithmia",[159,160],{"id":152,"by":153,"text":154},{"id":161,"by":162,"text":163},"16370933","edraferi","Algorithmia is a FaaS platform with strong service discovery and a lot of AI functions. Model Depot is a listing of open-source models. You could find a network on Model Depot…",{"value":165,"source":58,"evidence":166},"CodaLab worksheets",[167],{"id":93,"by":94,"text":95},{"value":169,"source":58,"evidence":170},"OpenMined",[171],{"id":172,"by":173,"text":174},"16370107","hendler","I like the looks of https:\u002F\u002Fopenmined.org\u002F for decentralized sharing of data and models.",{"value":176,"source":58,"evidence":177},"Wolfram Neural Net Repository",[178],{"id":179,"by":180,"text":181},"16373206","daniellerommel","For those using Wolfram Language or Mathematica, there is an unreleased Neural Net Repository that is worth checking out. A few examples: Caffe:…",{"comments":18,"answered":32,"key":183},[184,185,186],{"id":54,"text":55},{"id":51,"text":52},{"id":187,"text":188},"16371032","Well said!",{"commenters":190,"max_depth":31,"maker_replies":18,"first_comment_mins":191,"lifespan_hours":192},17,73,44,[194,196,198,200,202,204,205,207,210,211,215,217,218,219,222,225,228,230,232,235,236,239,242,244,245,246,249],[145,36,40,195,116,36],"project\u002Fmixed\u002Fidea",[54,36,36,197,11,38],"maker\u002Fpositive\u002Fnone",[111,36,38,199,112,36],"project\u002Fcritical\u002Fperformance",[115,36,40,201,116,36],"project\u002Fneutral\u002Fperformance",[61,38,43,203,62,36],"project\u002Fpositive\u002Fidea",[51,38,36,203,11,38],[101,38,38,206,102,36],"project\u002Fcritical\u002Fexecution",[208,38,40,209,69,36],"16369499","maker\u002Fneutral\u002Fexecution",[105,38,38,206,102,36],[212,38,36,213,214,36],"16369837","other\u002Fneutral\u002Fnone","ZeroCool2u",[93,32,40,216,94,36],"project\u002Fmixed\u002Fdesign",[179,40,36,213,180,36],[172,18,36,213,173,36],[220,43,36,213,221,36],"16370300","partycoder",[223,43,40,224,69,36],"16370319","project\u002Fneutral\u002Fidea",[226,43,36,213,227,36],"16370995","MayeulC",[187,43,36,229,11,38],"commenter\u002Fpositive\u002Fnone",[231,43,36,213,221,36],"16383788",[233,43,36,213,234,36],"16370360","sgt101",[86,31,38,206,87,36],[237,31,43,238,69,36],"16370690","maker\u002Fpositive\u002Fexecution",[240,31,43,241,87,36],"16371255","project\u002Fpositive\u002Fexecution",[152,243,40,224,153,36],7,[68,243,43,203,69,36],[161,243,40,224,162,36],[135,247,40,248,136,36],8,"project\u002Fneutral\u002Fnone",[139,247,36,250,11,38],"maker\u002Fneutral\u002Fnone",[],[253,258,263,268,272,276],{"id":254,"name":255,"points":256,"category":257},"16339004","TablePlus",333,"dev_tools",{"id":259,"name":260,"points":261,"category":262},"16352611","gqlgen",172,"languages",{"id":264,"name":265,"points":266,"category":267},"16366275","Apify Page Analyzer",166,"web_saas",{"id":269,"name":270,"points":271,"category":257},"16357757","just-dashboard",159,{"id":273,"name":274,"points":275,"category":257},"16336575","Thanks",138,{"id":277,"name":278,"points":279,"category":280},"16364805","Takehome.io",134,"productivity",false,"v2",{"id":284,"name":5,"line":6,"ai":281,"cat":20,"year":13,"points":14,"comments":15,"rec":28,"s":285,"top":18,"kw":286,"maker":11,"domain":10,"tier":19,"attempts":36,"strip":287,"url":9,"mix":288,"praise":82,"objection":98,"sub":21},16368653,-0.03,[24,25,26,27],"301350131030003000015535330",[18,31,32,18],1794036563368]