Ready to use ML Libraries


Data Sets:


Dev, QA, Prod Monitoring Tools

Problem Statement: We need to monitor services on Dev, QA, and Prod.
Customer doesn’t want to sponsor the monitoring project.

Step 1: Monitor & Alert
Monitor service endpoints using JMeter or Python.
Write output to CSV files day wise.
Send EMails or Slack messages for given thresholds

Step 2: Aggregate Numbers
Setup Jupyter Notebook
Mount all files as input with read-only access
Write a script to tabulate and visualize data.
Protect system with id/password


Python Data Analysis Library – Python
pandas is an open source, BSD-licensed library providing high-performance, easy-to-use data structures and data analysis tools for the Python programming language.

Pandas visualization

Hierarchical Data Format – Version 5
We can store/retrieve simple to complex data in flat files.
Community Version Vs Enterprise Edition:


Jupyter Note Book – Interactive way to run Python code

Deploy Jupyter in Cloud:

Sample csv file

Sample Python Note Book Code

Find your Mac Spec

1. Go to the Apple (top left of screen) and choose “About this Mac”.
2. Look at the pop-up window and find the serial number listed at the bottom. Copy it.
3. Go to and paste your serial number where it says Enter Identifier.
4. This will bring you to a page with the model of your machine.