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Spark

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NLP

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  1. Apache Spark NLP: Extending Spark ML to Deliver Fast, Scalable & Unified Natural Langua...

General

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  1. Extending Apache Spark APIs Without Going Near Spark Source or a Compiler - Databricks
  2. Apache Spark-Based Stratification Library for Machine Learning Use Ca…
  3. salesforce/TransmogrifAI: TransmogrifAI (pronounced trăns-mŏgˈrə-fī) is an AutoML libra...
  4. Analytics Zoo: Building Analytics and AI Pipeline for Apache Spark an…
  5. intel-analytics/analytics-zoo: Distributed Tensorflow, Keras and BigDL on Apache Spark
  6. AI as a Service, Build Shared AI Service Platforms Based on Deep Lear…
  7. 5 more

ML

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  1. A comprehensive comparison of Jupyter vs. Zeppelin | Hoc Q. Phan (MBA) | Pulse | LinkedIn
  2. python - Spark Window Functions - rangeBetween dates - Stack Overflow
  3. python - pandas rolling sum of last five minutes - Stack Overflow
  4. data-fellas/scala-for-data-science: Scala: The Unpredicted Lingua Franca for Data Science
  5. How to check hypotheses with bootstrap and Apache Spark? – Full Stack ML
  6. Using Apache Spark to Analyze Large Neuroimaging Datasets - Data Science Blog by Domino
  7. 3 more

Deployment

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  1. Automated Model Building with EMR, Spark, and Airflow - Agari
  2. Building a recommendation engine with AWS Data Pipeline, Elastic MapReduce and Spark – ...
  3. Building a REST Job Server for interactive Spark as a service by Roma…
  4. How to use the Livy Spark REST Job Server API for submitting batch jar, Python and Stre...
  5. Spark in Production: Lessons From Running Large Scale Machine Learning - Eugene Zhulenev

Streaming

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  1. The world beyond batch: Streaming 102 - O'Reilly Media
  2. Spark and Kafka Integration Patterns, Part 1 - Passionate Developer
  3. The registries pattern | entrys | eliotberriot | Stream
  4. Some Important Streaming Algorithms You Should Know About | MapR

Churn Prediction

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  1. How-to: Predict Telco Churn with Apache Spark MLlib - Cloudera Engineering Blog

Recommender

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  1. Building a Movie Recommendation Service with Apache Spark & Flask - Part 1 | Codementor

SparkSQL

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  1. adelbertc/frameless: Tracking Spark SQL schema with phantom types.

Cassandra

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  1. Tableau + Spark + Cassandra | DataStax

IDE

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  1. Daily Routines to Learn Scala With IntelliJ IDEA - Mastering FP and OO with Scala
  2. Creating and Running Your Scala Application
  3. How to kick-start Spark development on IntelliJ IDEA in 4 steps — Large-scale Data Proc...
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