Ready to use ML Libraries

Models:
https://github.com/likedan/Awesome-CoreML-Models
https://modeldepot.io/

Data Sets:
https://www.openml.org/search?type=data

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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.

Solution:
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
https://jupyter-notebook.readthedocs.io/en/stable/public_server.html

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Python Data Analysis Library – Python

https://pandas.pydata.org/
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
http://pandas.pydata.org/pandas-docs/stable/visualization.html
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HDF5
Hierarchical Data Format – Version 5
https://support.hdfgroup.org/HDF5/whatishdf5.html
We can store/retrieve simple to complex data in flat files.
Community Version Vs Enterprise Edition: https://www.hdfgroup.org/solutions/hdf5-enterprise-support-edition/

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Jupyter Note Book – Interactive way to run Python code

https://jupyter-notebook.readthedocs.io/en/stable/index.html

Deploy Jupyter in Cloud: https://kyso.io/

Sample csv file
https://catalog.data.gov/dataset/annual-crime-dataset-2015

Sample Python Note Book Code
https://kyso.io/polimetla/austin-crime
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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 http://www.everymac.com/ultimate-mac-lookup/ and paste your serial number where it says Enter Identifier.
4. This will bring you to a page with the model of your machine.

Reference:
https://apple.stackexchange.com/questions/268463/which-graphics-cards-does-macbook-pro-retina-15-inch-mid-2014-have