DTS

Data Science

With this course, you’ll learn the tools, techniques, and fundamental concepts you need to know to make an impact as a data scientist. During the course of the program, you’ll work through messy, real-world data sets to gain experience across the data science stack: data munging, exploration, modeling, validation, visualization, and communication.

 

COURSE CURRICULUM

Course Curriculum:

  • What is Data Science
  • Research Design and Pandas
  • Statistics Fundamental I
  • Statistics Fundamental II
  • Instructor Choice

Unit 2:

  • Foundations of Data Modeling
  • Introduction to Regression
  • Evaluating Model Fit
  • Introduction to Classification
  • Introduction to Logistic Regression
  • Communicate Results from Logistic Regression
  • Flexible Class Session

Unit 3:

  • Data Science in the Real World
  • Decision Trees and Random Forest
  • Natural Language Processing
  • Dimensionality Reduction
  • Working with Time Series Data
  • Creating Models with Time Series Data
  • The Value of Databases

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