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Title: GitHub - alephantbigdata/DataEngineeringCookbook: The Data Engineering Cookbook (by Andreas Kretz)

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Description: The Data Engineering Cookbook (by Andreas Kretz). Contribute to alephantbigdata/DataEngineeringCookbook development by creating an account on GitHub.

Open Graph Description: The Data Engineering Cookbook (by Andreas Kretz). Contribute to alephantbigdata/DataEngineeringCookbook development by creating an account on GitHub.

X Description: The Data Engineering Cookbook (by Andreas Kretz). Contribute to alephantbigdata/DataEngineeringCookbook development by creating an account on GitHub.

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https://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook#contents
Introductionhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/01-Introduction.md
Basic Engineering Skillshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/02-BasicSkills.md
Advanced Engineering Skillshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md
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130+ Data Sources Data Sciencehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/07-DataSources.md
1001 Interview Questionshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/08-InterviewQuestions.md
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https://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook#full-table-of-contents
https://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook#introduction
What is this Cookbookhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/01-Introduction.md#what-is-this-cookbook
Data Engineershttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/01-Introduction.md#data-engineers
My Data Science Platform Blueprinthttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/01-Introduction.md#my-data-science-platform-blueprint
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How to Learn Data Engineeringhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/01-Introduction.md#how-to-learn-data-engineering
Andreas on the Super Data Science Podcasthttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/01-Introduction.md#Interview-with-Andreas-on-the-Super-Data-Science-Podcast
Building Blocks to Learn Data Engineeringhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/01-Introduction.md#building-blocks-to-learn-data-engineering
Roadmap for Data Analystshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/01-Introduction.md#roadmap-for-data-analysts
Roadmap for Data Scientistshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/01-Introduction.md#roadmap-for-data-scientists
Roadmap for Software Engineershttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/01-Introduction.md#roadmap-for-software-engineers
Data Engineers Skills Matrixhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/01-Introduction.md#data-engineers-skills-matrix
How to Become a Senior Data Engineerhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/01-Introduction.md#how-to-become-a-senior-data-engineer
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Userful Docker Commandshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/02-BasicSkills.md#useful-docker-commands
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Cluster security with Kerberoshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/02-BasicSkills.md#cluster-security-with-kerberos
https://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook#advanced-engineering-skills
Data Science Platformhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#data-science-platform
Why a Good Data Platform Is Importanthttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#why-a-good-data-platform-is-important
Big Data vs Data Science and Analyticshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#Big-Data-vs-Data-Science-and-Analytics
The 4 Vs of Big Datahttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#the-4-vs-of-big-data
Why Big Datahttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#why-big-data
Planning is Everythinghttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#planning-is-everything
The Problem with ETLhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#the-problem-with-etl
Scaling Uphttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#scaling-up
Scaling Outhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#scaling-out
When not to Do Big Datahttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#please-dont-go-big-data
Connecthttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#connect
REST APIshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#rest-apis
API Designhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#api-design
Implemenation Frameworkshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#implementation-frameworks
Securityhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#security
Apache Nifihttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#apache-nifi
Logstashhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#logstash
Bufferhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#buffer
Apache Kafkahttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#apache-kafka
Why a Message Queue Tool?https://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#why-a-message-queue-tool
Kafka Architecturehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#kafka-architecture
Kafka Topicshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#what-are-topics
Kafka and Zookeeperhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#what-does-zookeeper-have-to-do-with-kafka
How to Produce and Consume Messageshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#how-to-produce-and-consume-messages
Kafka Commandshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#kafka-commands
Apache Redis Pub-Subhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#redis-pub-sub
AWS Kinesishttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#apache-kafka
Google Cloud PubSubhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#google-cloud-pubsub
Processing Frameworkshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#processing-frameworks
Lambda and Kappa Architecturehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#lambda-and-kappa-architecture
Batch Processinghttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#batch-processing
Stream Processinghttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#stream-processing
Three Methods of Streaminghttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#three-methods-of-streaming
At Least Oncehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#at-least-once
At Most Oncehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#at-most-once
Exactly Oncehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#exactly-once
Check The Toolshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#check-the-tools
Should You do Stream or Batch Processinghttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#should-you-do-stream-or-batch-processing
Is ETL still relevant for Analytics?https://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#is-etl-still-relevant-for-analytics
MapReducehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#mapreduce
How Does MapReduce Workhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#How-does-mapreduce-work
MapReducehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#mapreduce
MapReduce Examplehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#example
MapReduce Limitationshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#What-is-the-limitation-of-mapreduce
Apache Sparkhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#apache-spark
What is the Difference to MapReduce?https://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#what-is-the-difference-to-MapReduce
How Spark Fits to Hadoophttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#how-does-spark-fit-to-hadoop
Spark vs Hadoophttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#wheres-the-difference
Spark and Hadoop a Perfect Fithttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#spark-and-hadoop-is-a-perfect-fit
Spark on YARnhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#spark-on-yarn
My Simple Rule of Thumbhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#my-simple-rule-of-thumb
Available Languageshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#available-languages
Spark Driver Executor and SparkContexthttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#how-spark-works-driver-executor-sparkcontext
Spark Batch vs Stream processinghttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#spark-batch-vs-stream-processing
How Spark uses Data From Hadoophttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#How-does-spark-use-data-from-hadoop
What are RDDs and How to Use Themhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#what-are-rdds-and-how-to-use-them
SparkSQL How and Why to Use Ithttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#available-languages
What are Dataframes and How to Use Themhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#what-are-dataframes-how-to-use-them
Machine Learning on Spark (TensorFlow)https://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#machine-learning-on-spark-tensor-flow
MLlibhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#mllib
Spark Setuphttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#spark-setup
Spark Resource Managementhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#spark-resource-management
AWS Lambdahttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#apache-flink
Apache Flinkhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#apache-flink
Elasticsearchhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#elasticsearch
Apache Drillhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#apache-drill
StreamSetshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#streamsets
Storehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#store
Data Warehouse vs Data Lakehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#data-warehouse-vs-data-lake
SQL Databaseshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#sql-databases
PostgreSQL DBhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#postgresql-db
Database Designhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#database-design
SQL Querieshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#sql-queries
Stored Procedureshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#stored-procedures
ODBC/JDBC Server Connectionshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#odbc-jdbc-server-connections
NoSQL Storeshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#nosql-stores
HBase KeyValue Storehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#keyvalue-stores-hbase
HDFS Document Storehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#document-stores-hdfs
MongoDB Document Storehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#document-stores-mongodb
Elasticsearch Document Storehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#Elasticsearch-search-engine-and-document-store
Hive Warehousehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#hive-warehouse
Impalahttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#impala
Kuduhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#kudu
Apache Druidhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#apache-druid
InfluxDB Time Series Databasehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#influxdb-time-series-database
Greenplum MPP Databasehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#mpp-databases-greenplum
Visualizehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#visualize
Android and IOShttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#android-and-ios
API Design for Mobile Appshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#how-to-design-apis-for-mobile-apps
Dashboardshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#dashboards
Grafanahttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#grafana
Kibanahttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#kibana
Webservershttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#how-to-use-webservers-to-display-content
Tomcathttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#tomcat
Jettyhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#jetty
NodeREDhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#nodered
Reacthttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#react
Business Intelligence Toolshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#business-intelligence-tools
Tableauhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#tableau
Power BIhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#power-bi
Quliksensehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#quliksense
Identity & Device Managementhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#Identity-and-device-management
What Is A Digital Twinhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#what-is-a-digital-twin
Active Directoryhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#active-directory
Machine Learninghttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#machine-learning
How to do Machine Learning in productionhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#how-to-domachine-learning-in-production
Why machine learning in production is harder then you thinkhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#why-machine-learning-in-production-is-harder-then-you-think
Models Do Not Work Foreverhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#models-do-not-work-forever
Where are The Platforms That Support Machine Learninghttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#where-are-the-platforms-that-support-this
Training Parameter Managementhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#training-parameter-management
How to Convince People That Machine Learning Workshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#how-to-convince-people-machine-learning-works
No Rules No Physical Modelshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#no-rules-no-physical-models
You Have The Data. Use It!https://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#you-have-the-data-use-it
Data is Stronger Than Opinionshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#data-is-stronger-than-opinions
AWS Sagemakerhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/03-AdvancedSkills.md#aws-sagemaker
https://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook#hands-on-course
Free Data Engineering Course with AWS, TDengine, Docker and Grafanahttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/04-HandsOnCourse.md#free-data-engineering-course-with-aws-tdengine-docker-and-grafana
Monitor your data in dbt & detect quality issues with Elementaryhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/04-HandsOnCourse.md#monitor-your-data-in-dbt-and-detect-quality-issues-with-elementary
Solving Engineers 4 Biggest Airflow Problemshttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/04-HandsOnCourse.md#solving-engineers-4-biggest-airflow-problems
The best alternative to Airlfow? Mage.aihttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/04-HandsOnCourse.md#the-best-alternative-to-airlfow?-mage.ai
https://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook#case-studies
Data Science @Airbnbhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Airbnb
Data Science @Amazonhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Amazon
Data Science @Baiduhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Baidu
Data Science @Blackrockhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Blackrock
Data Science @BMWhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-BMW
Data Science @Booking.comhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Booking.com
Data Science @CERNhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-CERN
Data Science @Disneyhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Disney
Data Science @DLRhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-DLR
Data Science @Drivetribehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Drivetribe
Data Science @Dropboxhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Dropbox
Data Science @Ebayhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Ebay
Data Science @Expediahttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Expedia
Data Science @Facebookhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Facebook
Data Science @Googlehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Google
Data Science @Grammarlyhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Grammarly
Data Science @ING Fraudhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-ING-Fraud
Data Science @Instagramhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Instagram
Data Science @LinkedInhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-LinkedIn
Data Science @Lyfthttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Lyft
Data Science @NASAhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-NASA
Data Science @Netflixhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Netflix
Data Science @OLXhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-OLX
Data Science @OTTOhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-OTTO
Data Science @Paypalhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Paypal
Data Science @Pinteresthttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Pinterest
Data Science @Salesforcehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Salesforce
Data Science @Siemens Mindspherehttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Siemens-Mindsphere
Data Science @Slackhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Slack
Data Science @Spotifyhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Spotify
Data Science @Symantechttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Symantec
Data Science @Tinderhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Tinder
Data Science @Twitterhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Twitter
Data Science @Uberhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Uber
Data Science @Upworkhttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Upwork
Data Science @Woothttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Woot
Data Science @Zalandohttps://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/05-CaseStudies.md#data-science-at-Zalando
https://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook#best-practices-cloud-platforms
Amazon Web Services (AWS)https://patch-diff.githubusercontent.com/alephantbigdata/DataEngineeringCookbook/blob/master/sections/06-BestPracticesCloud.md#aws
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