Thursday, September 16, 2021

Python — A Tool for Everything

Data is a tool, an asset for making a better decisions which can be act as a supreme driver of business value. Now a days, Python is one of the fastest growing programming languages. With the help of this programming language, we can easily do the followings —

  • Data manipulation with Pandas, 
  • Creating fabulous visualizations with Seaborn, or
  • Scaling Analytics, Deep Learning and AI Data model with TensorFlow,
Python — A Tool for Everything
Python — A Tool for Everything

So, we can trust on the Python language which seems to have a tool for everything.

In the current era, the volumes of data generated continue to grow at a rapid pace across structured, semi structured, and unstructured data types that businesses are now able to store and need to analyze. 
Few years back, Cloud Technology was considered an optional technology environment but now a days, it is the foundation for modernizing data management and most of the organizations use cloud services or infrastructure widely in their data architecture.
Pandas Library

Pandas is a Python package that provides fast, flexible, and expressive data structures designed to make working with structured like tabular, multidimensional, potentially heterogeneous and time series data both easy and intuitive. It aims to be the fundamental high-level building block for doing practical, real world data analysis in Python.

OS comes under Python’s standard utility modules. This module provides a portable way of using operating system-dependent functionality. os.listdir(‘your_path’) will list all content of a directory

NumPy is a library for the Python programming language, adding support for large, multi-dimensional arrays and matrices, along with a large collection of high-level mathematical functions to operate on these arrays.

SQLite3 can be integrated with Python using sqlite3 module, which provides an SQL interface compliant with the DB-API 2.0 specification described by PEP 249. You do not need to install this module separately because it is shipped by default along with Python version 2.5.x onwards.

Seaborn is a Python data visualization library based on matplotlib. It will be used to visualize random distributions and provides a high-level interface for drawing attractive and informative statistical graphics.

Matplotlib is a comprehensive library for creating static, animated, and interactive visualizations in Python, and its numerical mathematics extension NumPy. It provides an object-oriented API for embedding plots into applications using general-purpose GUI toolkits like Tkinter, wxPython, Qt, or GTK.

TensorFlow is a free and open-source software library for machine learning and artificial intelligence. It is an end-to-end open source machine learning platform for everyone and can be used across a range of tasks but has a particular focus on training and inference of deep neural networks. TensorFlow is a symbolic math library based on dataflow and differentiable programming. 
Seaborn supports Python 3.7+ and no longer supports Python 2.
2. TensorFlow now supports Python 3.5.x through Python 3.8.x, but you still have to use a 64-bit version.

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  1. Great survey, I'm sure you're getting a great response. Peter Black

  2. Very efficiently written information. It will be beneficial to anybody who utilizes it, including me. Keep up the good work. For sure i will check out more posts. This site seems to get a good amount of visitors. Anthony Clark

  3. One of the most irritating and problematic problems as a python full stack developer is that python 2.7/3.5 has no backwards compatible issue. This breaks a lot of code and makes many libraries incompatible with the latest python version. Python is an unimaginable slow language compared to statically-typed languages like Java and C/C++. Sometimes it can be 5-10 times slower. Python can sometimes be slower than other scripting languages like Perl or R.

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