HomeCoursesLearn Data Science with Bash Shell

Updated 27 Aug

AI-powered learning

Save

Learn Data Science with Bash Shell

Name: Learn Data Science with Bash Shell
Price: 59 USD
Author: Scientific Programmer

Gain insights into data processing using Bash, sed, awk, and RegEx. Explore sorting, searching, replacing, and optimizing data tasks interactively with animated videos, projects, quizzes, and tasks.

4.9

71 lessons

Created by Scientific Programmer

What's included

71 lessons across 11 modules
3 quizzes with instant feedback
AI Tutor on every lesson

Join 3.1 million developers at

What You'll Learn

Use core Bash commands (cat, head, tail, cut, sort, uniq, wc) to mine CSV and text data
Chain commands with pipes and redirections to build efficient command-line data workflows
Apply grep with options and regex to search, filter, and count matches in real datasets
Write Bash scripts using variables, arguments, conditionals, loops, arrays, and functions
Use awk patterns, fields, variables, and functions to extract, aggregate, and format data
Use sed with regex to substitute, delete, print, and clean lines in streams and files
Explain key Hadoop ecosystem tools (HDFS, MapReduce, YARN, Hive, Pig, Spark) and file formats

Learning Roadmap

71 Lessons3 Quizzes

Course Introduction

Get familiar with using Bash for efficient data manipulation and foundational scripting skills.

Introduction

What is Bash?

Project 1: Analyzing the 'US News' University Ranking Data

Get started with analyzing university ranking data using essential Bash commands.

Unirank: Data Preview (head, pipe and csvlook)

Find the colleges in the ranklist (grep, pipe and wc)

Finding the percent of colleges in the ranklist (wc, grep)

Listing the Institutes from a given state (grep)

Finding the number of Institutes from each state

Finding the correlation between university tuition and ranks

Project demonstration

Project Summary

Test your skills

Project 2: Facebook Data Mining

7 Lessons

Go hands-on with mining Facebook data using Bash commands for insightful analysis.

Project 3: Australian Cities Crime Statistics

9 Lessons

Break down the steps to analyze Australian cities' crime stats using Bash commands.

Project 4: Shakespearean-era plays and poems data mining

5 Lessons

Solve problems in analyzing Shakespearean texts using advanced Bash commands and data mining techniques.

Bash Tutorials

11 Lessons

Investigate Bash scripting essentials from basics, variables, and command execution to redirections and loops.

REGEX Tutorials

7 Lessons

Analyze regex fundamentals, BRE and ERE syntax, character classes, lookarounds, atomic groups, and Bash regex usage.

AWK Tutorials

4 Lessons

Get familiar with AWK's text processing capabilities, variables, functions, and practical examples.

SED, GREP and Find Tutorials

6 Lessons

Grasp the fundamentals of powerful text-processing and search tools: SED, GREP, and Find.

10.

Beyond the Text Files! Enter into the Big Data Landscape - Concepts

10 Lessons

Examine key technologies in Hadoop's Big Data landscape, including HDFS, MapReduce, YARN, and more.

11.

Conclusion

Enhance your skills in data science tools, practical applications, and further learning resources.

Conclusion and References

Certificate of Completion

Showcase your accomplishment by sharing your certificate of completion.

About this course

WHY I WROTE THIS COURSE

2500+ students have taken this innovative project-based data learning course (includes video lectures). It demonstrates the use of Bash shell (Bash, sed and awk including RegEx) in processing textual data. It can help to learn to sort, search, match, replace, clean and optimize various aspects of data with Bash Shell. The target audience (students, researchers, scientists, journalists, data miners, developers) didn't have to go through any tough learning curve. This course also should have helped RedHat, SuSE and Ubuntu Linux learners and Data Science enthusiasts. Regularly updated, new projects to come! - Learn Bash commands interactively - Projects with own stories and conclusive decisions - Animated video lectures (for visual learners) - Demonstrations - Quizzes - Learning tasks Bloom's taxonomy (remember, understand, apply, analyze, evaluate and create) in developing your Linux skills. Learn Scientific Programming! scientificprogramming.io

ABOUT THE AUTHOR

Scientific Programmer

Creating awareness and opportunities through developing courses and educational tools in High Performance Data & Computational Sciences.

Learn more about Scientific

Trusted by 3.1 million developers working at companies

These are high-quality courses. Trust me the price is worth it for the content quality. Educative came at the right time in my career. I'm understanding topics better than with any book or online video tutorial I've done. Truly made for developers. Thanks

Anthony Walker

@_webarchitect_

Just finished my first full #ML course: Machine learning for Software Engineers from Educative, Inc. ... Highly recommend!

Evan Dunbar

ML Engineer

You guys are the gold standard of crash-courses... Narrow enough that it doesn't need years of study or a full blown book to get the gist, but broad enough that an afternoon of Googling doesn't cut it.

Software Developer

Carlos Matias La Borde

I spend my days and nights on Educative. It is indispensable. It is such a unique and reader-friendly site

Souvik Kundu

Front-end Developer

Your courses are simply awesome, the depth they go into and the breadth of coverage is so good that I don't have to refer to 10 different websites looking for interview topics and content.

Vinay Krishnaiah

Software Developer

Course

Grokking Data Science

Gain insights into data science with easy-to-follow, hands-on explanations. Explore essential concepts quickly and efficiently, even without prior statistics knowledge, for a career boost.

10 h

beginner

Course

Master the Bash Shell

Gain insights into the intricacies of the Bash shell, ideal for beginners. Delve into essential skills with interactive learning designed to ensure lasting knowledge without requiring prior experience.

10 h

beginner

Course

Data Science Interview Handbook

The ultimate guide to data science interviews. Developed by FAANG engineers, it covers Python, algorithms, ML concepts, and interview questions. Get interview-ready in just a few hours.

9 h

intermediate

Course

Data Science for Non-Programmers

Discover how to conduct data analysis in Python without prior programming experience. Discover Python basics, data preprocessing, EDA, and predictive analytics for solving business problems.

13 h

beginner

Course

Initializing Data Members: From C++11 till C++20

3 h

beginner

Course

D3 Tips and Tricks: Interactive Data Visualization

Gain insights into D3.js, and learn to create and style interactive visuals. Delve into line graphs, bar charts, histograms, and more to master data visualization with D3.

102 h 30 m

beginner

Course

Introduction to Big Data and Hadoop

Delve into Big Data essentials, explore data types, and gain insights into Hadoop components like YARN, MapReduce, HDFS, and Spark. Discover foundations to excel in the growing Big Data field.

10 h

beginner

Course

Ace the AP Computer Science Exam for High Schoolers

Delve into AP Computer Science A fundamentals, gain hands-on Java coding practice, and test your knowledge with practice exams. No background needed—boost your confidence and skills!

15 h

beginner

Course

Grokking Data Science

beginner

10 hour

Course

Master the Bash Shell

beginner

10 hour

Course

Data Science Interview Handbook