DISCLAIMER
This page contains handwritten notes on various seismological topics that I study. It is just for personal purpose. While I try my best to include information from the best possible sources, I do not guarantee the information that I have written is correct, so if you are using these notes for any purpose, please cross verify the information at your own level. Also don't forget to include the sources of the notes. This page is constantly getting updated as I come across and learn new topics. If you have problem with any of these notes, contact me on my email (at the bottom of this page).
2) Principal Component Analysis 21/11/2021
3) Agglomerative_Clustering_ 22/11/2021
4) DBSCAN_and_Kmeans 23/11/2021
A page worth visiting - Intro to all kind of clustering schemes with animations - https://dashee87.github.io/data%20science/general/Clustering-with-Scikit-with-GIFs/
5) Feature Extraction & Selection
https://machinelearningmastery.com/feature-selection-with-numerical-input-data/
Good Machine Learning Blogs/Tutorials/Websites/Courses -
1) Jason Brownlee - https://machinelearningmastery.com/
2)
Guidelines for properly writing Python codes
Cross Validation (31 May, 2022)
Cross Validation - towardsdatascience
How to select the 'K' in KfoldCV
Confusion Matrix (31 May, 2022)
Machine Learning Fundamentals 2: The Confusion Matrix
Random Forest
1) Hyperparameter tuning - https://towardsdatascience.com/hyperparameter-tuning-the-random-forest-in-python-using-scikit-learn-28d2aa77dd74
1) Source_Parameters_1 15/12/2021
2) Earthquake_Location_Methods 19/12/2021
3) Basic_Mathematics (part-1) 20/12/2021
4) Moment_Tensor 20/12/2021
1) Basic_Principles 06/12/2021
1) Ray Theory: Travel Times 27/10/2021
2) Ray Nomenclature 27/10/2021
2) Ambient_Noise_data_processing_steps
3) FTAN_analysis
4) Period_Velocity_Maps
5) Inversion_of_period_velocity_maps
1) why_are_continental_plates_not_formed_nor_destroyed_and_assumptions_of_plate_tectonics
2) Constructive_plate_boundary
3) Slide_02
4) Slide_01