My Data Science Self-Learning Log

This repository is used to keep track of my learning progress of some essential tools for data science.

Main topics

• Algorithm Problems
• Math
• Machine Learning
• Deep Learning
• Data Science Handbook
  • IPython (Jupyter Notebook)
  • Numpy
  • Pandas
  • Matplotlib
  • Scikit-Learn

Misc

• Python Tricks
• datetime
• Debug in Spyder
• Regular Expression
• Environment Setup
• Cheat Sheet

Tools for certain tasks

• Librosa: Audio Analysis and Feature Extraction
• Spleeter: Split vocal from music, or even different musical elements
• youtube-dl: Download YouTube Videos
• Elasticsearch (AWS OpenSearch): Index and search large volume data quickly. Provides real-time type ahead search capabilities plus analytics and dashboards
• kepler.gl: 3-D interactive visualization of geospatial data, with playback functions with respect to time
• pymssql or pyodbc: Connect Python to Microsoft SQL Server