This workshop has been held at differnt occasions with slightly different content. Please look into the corresponding sub-folders to access the persented material.
If you have access to a machine with docker installed, you can boostrap an interactive working environment with a single command:
$ ./docker.sh --run
[...]
#
# Data Science 4 Effective Operations
#
# starting jupyter notebook&lab ...
done
#
# Notebook:
# * local url: http://0.0.0.0:9999/?token=F2AlHtJBvHIqoLFEVfbMnUVFkcpFlJuZ
# * public url: http://11.22.33.192:9999/?token=F2AlHtJBvHIqoLFEVfbMnUVFkcpFlJuZ
#
# Lab:
# * local url: http://0.0.0.0:9998/?token=F2AlHtJBvHIqoLFEVfbMnUVFkcpFlJuZ
# * public url: http://11.22.33.192:9998/?token=F2AlHtJBvHIqoLFEVfbMnUVFkcpFlJuZ
-
Wes McKinley -- Python for Data Analysis (O'Reilly 2012) -- Python, Jupyter (=IPython), numpy, matplotlib, pandas
-
Jaons Dixon -- Monitoring with Graphite (O'Reilly 2017) -- Intro to Graphite. Also covers built in Analytics capabilities.
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Baron Schwarz - Practical Scalability Analysis with the Universal Scalability Law (ebook, 2015)
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Baron Schwarz - Essential Guide to Queuing Theory (ebook, 2016)
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John Rice -- Mathematical Data Analysis and Statistics (Duxbury Press, 2006) -- In depth coverage of Math-1,2,3 sessisons.
Also check out my writings on Statistics for Enginners
| Name | Description | Size |
|---|---|---|
| API_latencies.csv | 4 nodes. Measured once per minute | 8436 records/371kb |
| WebLatency.csv | 5 nodes. Measured once per minute | 10498 records/455kb |
| api_latency_histogram:[email protected] | 1 node. Distribution histogram. Once per minute | 2020 records/900kb |
| api_latency_samples:[email protected] | 1 node. Raw samples. Once per minute. | 2020 records/6.9Mb |
| cluster_cpu_idle:[email protected] | 10 nodes | 10080 records/1.0Mb |
| http_durations:[email protected] | 15 nodes. Measured once per minute | 10080 records/1.2Mb |
| sycalls:[email protected] | 1 node. 152 syscalls | 1441 records/2.2Mb |
| web_request_rate:[email protected] | Request rate on a single web server | 8060 records/153kb |