Data Science learning

README.md

Statistics

Statistics and probability - Khan Academy

• Statistics overview
• Summarizing center of distribution (central tendency)
  • mean, median and mode
• Mean and median: The basics
• More on mean and median
• Summarizing spread of distributions
  • range, variance and standard deviation
• Population variance and standard deviation
• Sample variance and standard deviation
• Range, Interquartile range (IQR), Mean absolute deviation (MAD)
• Histograms
• Box and whisker plots
• Comparing features of distributions

Statistics 101 - YouTube

• Understanding Z-scores
• Variance and standard deviation 1/3
• Variance and standard deviation 2/3
• Variance and standard deviation 3/3
• Understanding covariance
• The Covariance matrix
  • Plotting
• Understanding correlation
• Simple Linear Regression

Intro to probability - YouTube

Jose Portilla Python Udemy course

Machine Learning

Coursera

• Machine Learning from Stanford by Andrew Ng
• Google Cloud Platform Big Data and Machine Learning Fundamentals
• Deep Learning Specialization

Udemy

• Python for Data Science and Machine Learning Bootcamp

Think Stats - Book

Linear algebra

• Overview - Khan Academy
  • Vectors and Spaces
  • Matrix Transformations

Python

• Learning Python for Data Analysis and Visualization

• Pandas

  • Selecting DataFrame rows and columns using iloc, loc, and ix in Pandas