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Learn Data Science with Bash Shell

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

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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.

Developed by MAANG Engineers

ABOUT 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.

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