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	Tidy up universe [ci skip]
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				|  | @ -6,8 +6,7 @@ | |||
|             "slogan": "Python lib for exploring Deep NLP & NLU by Intel AI", | ||||
|             "github": "NervanaSystems/nlp-architect", | ||||
|             "pip": "nlp-architect", | ||||
|             "thumb": "https://raw.githubusercontent.com/NervanaSystems/nlp-architect/master/assets/nlp_architect_logo.png", | ||||
|             "code_example": [], | ||||
|             "thumb": "https://i.imgur.com/vMideRx.png", | ||||
|             "category": ["standalone", "research"], | ||||
|             "tags": ["pytorch"] | ||||
|         }, | ||||
|  | @ -17,7 +16,6 @@ | |||
|             "slogan": "Named-entity recognition using neural networks", | ||||
|             "github": "Franck-Dernoncourt/NeuroNER", | ||||
|             "pip": "pyneuroner[cpu]", | ||||
|             "thumb": "", | ||||
|             "code_example": [ | ||||
|                 "from neuroner import neuromodel", | ||||
|                 "nn = neuromodel.NeuroNER(train_model=False, use_pretrained_model=True)" | ||||
|  | @ -31,7 +29,6 @@ | |||
|             "slogan": "Natural Language Preprocessing Library in Health data", | ||||
|             "github": "NIHOPA/NLPre", | ||||
|             "pip": "nlpre", | ||||
|             "thumb": "", | ||||
|             "code_example": [ | ||||
|                 "from nlpre import titlecaps, dedash, identify_parenthetical_phrases", | ||||
|                 "from nlpre import replace_acronyms, replace_from_dictionary", | ||||
|  | @ -42,8 +39,7 @@ | |||
|                 "    text = f(text)", | ||||
|                 "print(text)" | ||||
|             ], | ||||
|             "category": ["standalone"], | ||||
|             "tags": [] | ||||
|             "category": ["standalone"] | ||||
|         }, | ||||
|         { | ||||
|             "id": "Chatterbot", | ||||
|  | @ -51,7 +47,7 @@ | |||
|             "slogan": "A machine-learning based conversational dialog engine for creating chat bots", | ||||
|             "github": "gunthercox/ChatterBot", | ||||
|             "pip": "chatterbot", | ||||
|             "thumb": "https://chatterbot.readthedocs.io/en/stable/_images/banner.png", | ||||
|             "thumb": "https://i.imgur.com/eyAhwXk.jpg", | ||||
|             "code_example": [ | ||||
|                 "from chatterbot import ChatBot", | ||||
|                 "from chatterbot.trainers import ListTrainer", | ||||
|  | @ -91,15 +87,14 @@ | |||
|             "slogan": "Algorithms for monitoring and explaining machine learning models ", | ||||
|             "github": "SeldonIO/alibi", | ||||
|             "pip": "alibi", | ||||
|             "thumb": "https://docs.seldon.io/projects/alibi/en/v0.2.0/_static/Alibi_Logo.png", | ||||
|             "thumb": "https://i.imgur.com/YkzQHRp.png", | ||||
|             "code_example": [ | ||||
|                 ">>> from alibi.explainers import AnchorTabular", | ||||
|                 ">>> explainer = AnchorTabular(predict_fn, feature_names)", | ||||
|                 ">>> explainer.fit(X_train)", | ||||
|                 ">>> explainer.explain(x)" | ||||
|                 "from alibi.explainers import AnchorTabular", | ||||
|                 "explainer = AnchorTabular(predict_fn, feature_names)", | ||||
|                 "explainer.fit(X_train)", | ||||
|                 "explainer.explain(x)" | ||||
|             ], | ||||
|             "category": ["standalone", "research"], | ||||
|             "tags": [] | ||||
|             "category": ["standalone", "research"] | ||||
|         }, | ||||
|         { | ||||
|             "id": "spacymoji", | ||||
|  |  | |||
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