Welcome and Logistics
  • Introduction and Outline
  • What will you learn in this course?
  • What level of machine learning is taught in this course?
  • How will you practice what you learned in this course?
  • Extra Resources
Numpy
  • Numpy Section Introduction
  • Arrays vs Lists
  • Dot Product
  • Speed Test
  • Matrices
  • Solving Linear Systems
  • Generating Data
  • Numpy Exercise
Matplotlib
  • Matplotlib Section Introduction
  • Line Chart
  • Scatterplot
  • Histogram
  • Plotting Images
  • Matplotlib Exercise
Pandas
  • Pandas Section Introduction
  • Loading in Data
  • Selecting Rows and Columns
  • The apply() Function
  • Plotting with Pandas
  • Pandas Exercise
Scipy
  • Scipy Section Introduction
  • PDF and CDF
  • Convolution
  • Scipy Exercise
Appendix / FAQ
  • BONUS: Where to get discount coupons and FREE deep learning material