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Best Machine Learning Book for Beginners

You need a mixof different technologies for Data Science projects. Instead of learning many skills, just learn a few. The four main steps of any project are extracting the data, model development, artificial intelligence, and presentation. Attending interviews with many skills is not so easy. So keep the skills short.
A person with many skills can't perform all the work. You had better learn a few skills like Python, MATLAB, Tableau, and RDBMS. So that you can get a job quickly in the data-science project.
Out of Data Science skills, Machine learning is a new concept. Why because you can learn Python, like any other language. Tableau also the same. Here is the area that needs your 60% effort is Machine learning.  Machine Learning best book to start.

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Horizontal Vs Vertical Scaling How to answer Quickly

In any cloud, you can find two kinds of workload scalings,. Those are Horizontal and Vertical.  Below is the image that tells the quick answer to this question.

Horizontal Vs Vertical Scaling How to answer Quickly

What is Horizontal Scaling?

Horizontal scaling - adding new server replicas and load balancers to distribute load among all available replicas.

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Brain Puzzle
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Advantages and Drawbacks of Horizontal Vs Vertical.

Advantages and Drawback of Horizontal Vs Vertical
Horizontal Vs Vertical

What is Vertical Scaling?

Vertical scaling - on-the-fly changing of the assigned resources to an already running instance, for instance, letting more physical CPU to a running virtual machine (VM)).

Best Examples for Horizontal Vs Vertical Scaling
Vertical Vs Horizontal Resource Scalling

List of Resources That Can be Scaled Both Horizontal and Vertical.

  1. Platform Scaling
  2. Network Scaling
  3. Container Scaling
  4. Database Scaling

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