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kb:ai [2018/11/17 19:41]
yehuda
kb:ai [2019/06/19 13:58]
yehuda [NLP]
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-====== AI ====== +====== AI / ML - Machine learning ====== 
-ML / Machine learning+https://jalammar.github.io/visualizing-pandas-pivoting-and-reshaping/ 
 + 
 +===== NLP ===== 
 +  * https://allennlp.org/ 
 +  * https://github.com/facebookresearch/PyText 
 + 
 +===== AutoML ===== 
 + 
 +  * [[https://github.com/AxeldeRomblay/MLBox|MLBox]] 
 +  * [[https://github.com/salesforce/TransmogrifAI|TransmogrifAI]] 
 +  * [[http://docs.h2o.ai/h2o/latest-stable/h2o-docs/automl.html|h2o automl]] 
 +  * [[https://github.com/jhfjhfj1/autokeras|autokeras]] 
 +  * [[http://epistasislab.github.io/tpot/|tpot]] 
 +  * https://www.automl.org/automl/ 
 + 
 +===== Serving Engines ===== 
 +  * [[https://predictionio.apache.org/community/projects/#demos|predictionio]] 
 +  * [[https://github.com/combust/mleap/|MLeap]] 
 +  * [[https://www.h2o.ai/products/h2o-sparkling-water/|h2o-sparkling-water]] 
 + 
 + 
 +==== ML Serving engines ML Scoring engine description ==== 
 +=== MLeap === 
 +ככל הנראה שהעיקר מוטיבציה זה ליצור BUNDEL אחיד בנושא 
 + 
 +נתונים: 
 + 
 +    ישנה סיריאליזציה של נתונים של ML PIPELINE 
 +    יש DOCKER ל SERVING 
 + 
 +חסורון : 
 + 
 +    תחזוקתי שלא עושה WARM UP למודול (יתכן שישפיע על הביצועים) 
 + 
 +יתרון: 
 + 
 +    התנהלות REST 
 + 
 +===== formats ===== 
 + 
 +  * [[http://dmg.org/pfa/docs/exoplanets/|pfa]] 
 +  * [[https://openscoring.io/|PMML]] 
 +  * MLeap 
 +  * Spark  
 + 
 + 
 + 
 +===== speech recognition ===== 
 +  * https://cmusphinx.github.io/ 
 + 
 + 
 +==== Links ==== 
  
 https://keras.io/ https://keras.io/
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 [[https://dzone.com/articles/11-open-source-frameworks-for-ai-and-machine-learn?edition=371223|AI ML - top 11 open source fw]] [[https://dzone.com/articles/11-open-source-frameworks-for-ai-and-machine-learn?edition=371223|AI ML - top 11 open source fw]]
  
 +[[https://www.seldon.io|seldon]] - seldon core - Open source platform for deploying machine learning models on Kubernetes
  
 [[http://maxpumperla.com/elephas/|elephas - Deep learning on Spark with Keras]] [[http://maxpumperla.com/elephas/|elephas - Deep learning on Spark with Keras]]
kb/ai.txt · Last modified: 2019/06/19 13:58 by yehuda
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