[#Script #Coding] Python Data Analysis and Visualization Course – Astronomical Data

Spread the love

Python Data Analysis and Visualization Course – Astronomical Data

By freeCodeCamp.org
Published: Jan 19, 2024


freeCodeCamp.org Learn data analysis, data visualizations, and image processing techniques using real-world astronomical data. The course offers a practical, hands-on approach to simplifying complex concepts in data analysis, making it great for beginners.

Code: https://drive.google.com/drive/folders/1KufkfHYGUyQmqexkKjgGJZgWgeh69ENf?usp=sharing

?? Course developed by @Spartificial

Spartificial Website: https://spartificial.com/

?? Contents ??
?? (0:00:34) Introduction to Course
?? (0:03:54) Introduction to Google Colab
?? (0:09:13) Python Comments
?? (0:14:39) Variables and Constants
?? (0:21:26) Basic Data Types
?? (0:33:06) f-string
?? (0:42:14) User inputs
?? (0:47:43) Data Type Conversions
?? (0:59:34) Control Flow
?? (1:19:34) Functions
?? (1:46:05) Intro to Tabular Dataset
?? (1:48:14) Importing the libraries for tabular dataset
?? (1:51:44) Exploring the tabular dataset
?? (2:08:55) Creating First Visualization with barplot matplotlib
?? (2:12:48) Adding customization to barplot
?? (2:31:26) Creating bargraph using Seaborn
?? (2:39:54) Visusalizing outliers using boxplot
?? (2:46:13) Introducing subplots using matplotlib
?? (2:53:57) Line plots
?? (3:05:04) Pair plot and scatter plot
?? (3:16:25) Creating HR Diagram
?? (3:49:18) Downloading visualizations
?? (3:54:44) Understanding Images, pixels, grayscale and colors
?? (4:07:44) What are FITS file?
?? (4:11:24) Installing Astroquery
?? (4:13:44) SkyView Form – Virtual Telescope
?? (4:19:12) Visualize Andromeda galaxy
?? (4:41:14) Creating FITS file and testing
?? (4:52:19) Pixel Distribution
?? (5:01:39) MinMax Pixel Scaling
?? (5:12:30) Standard Scaling, Log Normalization, Square root normalization
?? (5:22:34) ZScaleInterval
?? (5:43:39) Convolution Operation – Why? Why? and Demonstration
?? (5:50:13) Gaussian Denoising
?? (6:02:21) Enhancing features with Meijering and Sato filter
?? (6:11:12) Corner Foerstner – What and How to use it in Python
?? (6:19:21) Multiscale Basic Features using skimage
?? (6:30:02) Conclusion
???? Thanks to our Champion and Sponsor supporters:
???? davthecoder
???? jedi-or-sith
???? ????
???? Agustín Kussrow
???? Nattira Maneerat
???? Heather Wcislo
???? Serhiy Kalinets
???? Justin Hual
???? Otis Morgan
???? Oscar Rahnama

Learn to code for free and get a developer job: https://www.freecodecamp.org

Read hundreds of articles on programming: https://freecodecamp.org/news


Spread the love
Proudly powered by WordPress
Creative Commons License
EricBrooks.Com® is licensed under a Creative Commons License.

Disclaimer: The views expressed herein are solely those of Eric Brooks. They do not necessarily reflect those of his employers, friends, contacts, family, or even his pets (though my cat, Puddy, seems to agree with me on many key issues.). In accordance to my terms of use, you hereby acknowledge my right to psychoanalyze you, practice accupuncture, and mock you incessantly with every visit. As the user, you also acknowledge that the author has been legally declared a "Problem Adult" by the Commonwealth of Pennsylvania, and is therefore not responsible for any of his actions. ALSO, the political views and products advertised on this site may/may not reflect the views of Puddy or myself, so please don't take them as an endorsement. We just need to eat.


Connect