Introduction
  • What's the Course About? What will I Learn?
  • Instructor Q & A
  • Machine Learning Vernacular
  • Must Know Terms Quiz
  • The Machine Modeling Process
  • Installing Python 3.X
  • Jupyter Notebook Anatomy
  • Course Downloads
  • Summary
  • Quiz
Pandas
  • Import Pandas and Manipulate Data
  • Importing a CSV in Pandas
  • Remove Columns and Sort Some Data
  • Learning Tip
  • Summary
  • Quiz
NumPy
  • Anatomy of an Array
  • Creating Arrays
  • Accessing Elements in Our Array
  • Summary
  • Quiz
SciKit-Learn
  • What is SciKit-Learn?
  • Data Sets
  • An End to End Model
  • Anatomy of an End to End Model
  • What Does Accuracy Mean?
  • Summary
  • Quiz
matplotlib
  • The line and Scatter Plot
  • The Histogram
  • Summary
  • Quiz
NLTK
  • What is NLP and NTLK?
  • What is Tokenization?
  • Word and Sentence Tokenization
  • Summary
  • Quiz
  • Bonus Lecture "The Complete Course for Machine Learning Engineers"