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Thursday, September 19, 2024

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Murach’s Python for Data Science (2nd Edition)

Murach’s Python for Data Science (2nd Edition)

by Scott McCoy
15 chapters, 588 pages, 240 illustrations
Published May 2024
ISBN 978-1-943873-17-3

List price: $59.50

Murach’s Python for Data Science starts by covering everything your students need to hit the ground running when using Python for data science. First, it presents a crash course in using the Pandas and Seaborn libraries for data analysis and visualization. Then, it presents a thorough course in data analysis, including how to use the Scikit-learn library to create statistical models that make predictions. Finally, it presents four real-world case studies that tie all the coursework together.

Now available as a Canvas course!

The Canvas course file contains all the objectives, quizzes, assignments, and slides that you need to run an effective course. It only takes a few clicks to import it into the Canvas LMS. Then, you can customize it for your course when it is available. Learn more.

The text was perfect for my class. It provided a solid foundation for my students in using the Pandas and Seaborn libraries. I really appreciated the four case studies. They were a big help for my students as they illustrated all phases of data analysis and visualization.”

J. Jasperson – Texas A&M University

About this Book
Table of Contents
Courseware
FAQs
Corrections

Murach college books and courseware since 1974

1-800-221-5528

Weekdays, 8 to 4 Pacific Time

murachbooks@murach.com

This is our site for college instructors. To buy Murach books, please visit our retail site.

Monday, August 5, 2024

academic data science alliance

https://academicdatascience.org/

Friday, December 30, 2022

correlation matrix, predictive power score

https://towardsdatascience.com/rip-correlation-introducing-the-predictive-power-score-3d90808b9598

Saturday, December 10, 2022

tRNE python

tRNE dimention reduction

https://towardsdatascience.com/an-introduction-to-t-sne-with-python-example-5a3a293108d1

Wednesday, July 13, 2022

a-tale-of-two-covariates-why-owid-and-company-are-wrong-about-us-healthcare/#rcatoc-notes

Healthcare and diminishing returns

https://randomcriticalanalysis.com/2019/11/07/a-tale-of-two-covariates-why-owid-and-company-are-wrong-about-us-healthcare/#rcatoc-notes

Tuesday, December 21, 2021

probability for data science

https://probability4datascience.com/

Friday, November 12, 2021

data science journals, conferences

https://www.computer.org/csdl/journal/bd

https://conferenceindex.org/disciplines

Springer: International Journal of Data Science and Analytics

ACM Transactions on Knowledge Discovery from Data

Friday, July 9, 2021

data science program assessment

data model

Program Assessment Folder Link

Wednesday, April 7, 2021

survey data analysis, rating scales

https://towardsdatascience.com/analyzing-and-interpreting-data-from-rating-scales-d169d66211db

Saturday, March 20, 2021

K12 data analysis notes

SO, experimental design, data analysis

outlier tests

law of large number

IQR test

stratified sampling, https://en.wikipedia.org/wiki/Stratified_sampling

cluster sampling, https://en.wikipedia.org/wiki/Cluster_sampling

Sunday, January 17, 2021

data science K12 lesson plans

https://www.thedatalab.com/schools/teachers/lesson-plans/

Sunday, January 10, 2021

Sean David Orchestra cancer data science

http://app.orchestra.cancerdatasci.org/1#

Tuesday, November 10, 2020

PA 2020 vote records

PA open data

https://data.pa.gov/Government-Efficiency-Citizen-Engagement/2020-General-Election-Mail-Ballot-Requests-Departm/mcba-yywm

Wednesday, September 9, 2020

Chattanooga open data

https://www.chattadata.org/

policing and racial equipty

https://www.chattadata.org/stories/s/26bg-ejs3

Tuesday, July 21, 2020

R versus Python

R versus Python

https://www.esparkinfo.com/r-vs-python.html

Sunday, March 22, 2020

data science for biologist, course information

Data Science for Biologists

Both Python and R languages will be taught for data analysis. Students will form team to complete projects of data analysis.

Students will given an academic version of DataCamp account to take data-camp modules.

Sample student projects:
https://youtu.be/-bk-Aj0pTFo. Frog voice analysis
https://youtu.be/9pbCY0zLqr4 Molecular Docking and drug screen
https://youtu.be/y2PiVGrwh5E MD simulation and machine learing
https://youtu.be/1Qv7GiPg-uE R-shiny data analysis

Friday, November 29, 2019

data science website, Randy Lao

free books, and good cartoon
www.claoudml.com

Sunday, November 3, 2019

harvard data science courses

https://www.seas.harvard.edu/applied-computation/graduate-programs/masters-data-science/data-science-courses

Tuesday, February 5, 2019

data science programming textbook

python for data analysis. Oreily or Packt.

Python for biologist

advanced python for biologist
https://www.amazon.com/gp/product/1495244377/ref=ox_sc_saved_title_8?smid=ATVPDKIKX0DER&psc=1

python programming for biology:Bioinformatics and Beyond 1st Edition
https://www.amazon.com/gp/product/0521720095/ref=ox_sc_saved_title_119?smid=ATVPDKIKX0DER&psc=1

Bioinformatics with Python Cookbook: Learn how to use modern Python bioinformatics libraries and applications to do cutting-edge research in computational biology, 2nd Edition Paperback

https://www.amazon.com/dp/1789344697/ref=sspa_dk_detail_0?psc=1

Saturday, December 22, 2018

data science workshops

Amit Kaps, data science bootcamp
https://amitkaps.com/dsbootcamp
https://github.com/amitkaps/art-data-science

Thursday, September 19, 2024

Murach’s Python for Data Science (2nd Edition)

Now available as a Canvas course!

J. Jasperson – Texas A&M University

Book description

The course prerequisites

What software your students need

What courses this book can be used for

Why your students will learn faster and better with our book

What's new in this edition

What people said about the first edition

What people say about Murach books

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