Giter Club home page Giter Club logo

python-for-data-engineering's Introduction

Python for Data Engineering

This repo contains all the code used in the Python for Data Engineering Course

Code is free to use, if you want in-depth understanding of concepts then check out my python course designed to teach you how to think programmatically and perform data engineering tasks using python

Get right into it, don't waste time learning basics, and execute the complete project to boost your confidence.

Work on Python Data Analysis project on iPhone Apple Dataset, do some basic transformation and analysis.

Module 2: Python Basics

Build strong programming fundamentals by learning the basics of python

  • Working with Strings
  • Working with Numbers
  • Understanding DataTypes
  • Python Data Structures (List, Dictionary, Sets, Tuples)
  • Working with Loops (For & While)
  • Conditional Statements (IF-ELSE)

Let's learn some intermediate concepts to build a strong foundation.

  • List Compherention
  • Understand Python Packages
  • Exception Handling
  • Working with a text file
  • Working with Functions
  • Lambda functions basics

Module 4: Python Advance

Let's learn some advanced topics and packages used by data engineer on a daily basis

  • Py Package - Numpy
  • Py Package - Pandas (Basics and Understanding Transformation with Project)

Python for data engineering, learn how to work with different file formats and handle DateTime columns

  • Working with DateTime Formats
  • Working with different file formats (JSON, CSV, Excel, AVRO)
  • Scrape Amazon Data Using Python

Implement Complete Data Pipeline Data Engineering Project using Spotify

  • Integrating with Spotify API and extracting Data
  • Deploying code on AWS Lambda for Data Extraction
  • Adding trigger to run the extraction automatically
  • Writing transformation function
  • Building automated trigger on transformation function
  • Store files on S3 properly
  • Building Analytics Tables on data files using Glue and Athena

python-for-data-engineering's People

Contributors

darshilparmar avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.