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/
❤️ Try interactive Python courses we love, right in your browser: https://scrimba.com/freeCodeCamp-Python (Made possible by a grant from our friends at Scrimba)
⭐️ 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
👾 南宮千影
👾 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