Harward Data Science Course 2015

If you are interested in learning more about Data Science, you can check out the course page for the CS109 Data Science Course at Harvard University.
Topics covered are among others:

  • Pandas
  • Python
  • ¬†Web Scraping
  • Regular Expressions
  • Data Reshaping
  • Data Cleanup
  • Probability
  • Distributions
  • Frequentist Statistics
  • Bias and Regression
  • SVM, Decision Trees, Random Forests
  • Ensemble Methods
  • MapReduce
  • Spark
  • Bayes Theorem and Bayesian Methods
  • Interactive Visualization
  • Deep Networks