Orchestration. Multi-Armed Bandits. Knowledge Sharing. Getting your Data Back Out. [DSR #234]
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β€οΈ Want to support this project? Forward this email to three friends! π Forwarded this from a friend? Sign up to the Data Science Roundup here. This week's best data science articles Data Orchestration β A Primer. Until recently, data teams used cron to schedule data jobs. However, as data teams began writing more cron jobs the growing number and complexity became hard to manage. In particular, managing dependencies between jobs was difficult. Second, failure handling and alerting had to be managed by the job so the job or an on-call engineer had to handle retries and upstream failures, a pain. Finally, for retrospection teams had to manually sift through logs to check how a job performed on a certain day, a time sink. Because of these challenges data orchestration solutions emerged.
Orchestration. Multi-Armed Bandits. Knowledge Sharing. Getting your Data Back Out. [DSR #234]
Orchestration. Multi-Armed Bandits. Knowledgeβ¦
Orchestration. Multi-Armed Bandits. Knowledge Sharing. Getting your Data Back Out. [DSR #234]
β€οΈ Want to support this project? Forward this email to three friends! π Forwarded this from a friend? Sign up to the Data Science Roundup here. This week's best data science articles Data Orchestration β A Primer. Until recently, data teams used cron to schedule data jobs. However, as data teams began writing more cron jobs the growing number and complexity became hard to manage. In particular, managing dependencies between jobs was difficult. Second, failure handling and alerting had to be managed by the job so the job or an on-call engineer had to handle retries and upstream failures, a pain. Finally, for retrospection teams had to manually sift through logs to check how a job performed on a certain day, a time sink. Because of these challenges data orchestration solutions emerged.