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15.071x: Analytics Edge x MIT - Units' Assignments using Python

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Link to the MOOC, available on the edx platform .


Unit 1: An introduction to Analytics and R

✅ Completed.

  • Initial evaluation (various knowledge about Data & Machine Learning).
  • First lecture.
  • Recitation: Understanding Food, Nutritional Education with Data.
  • Assigment 1:
    • An analytical detective.

Unit 2: Linear Regression

✅ Completed.

  • Introduction to Linear Regression: the statistical sommelier.
  • Lecture: Moneyball: The power of sports analytics.
  • Recitation: Playing Moneyball in the NBA.
  • Assignment 2:
    • Climate change.
    • State Data.

Unit 3: Logistic Regression

✅ Completed.

  • Introduction to logistic regression: Modeling the expert (predicting good/bad care).
  • Lecture: The Framingham Heart Study: Evaluating Risk Factors to Save Lives.
  • Recitation : Election Forecasting: Predicting the Winner Before any Votes are Cast
  • Assigment 3:
    • Popularity of music records.

Unit 4: Trees


Unit 5: Text Analytics

✅ Completed.

  • Turning Tweets into Knowledge: An Introduction to Text Analytics.
  • Lecture: IBM Watson.
  • Recitation: The Story of Enron.
  • Assignment 2:
    • Separating Spam from Ham
    • Detecting Vandalism on Wikipedia
    • Automating Reviews in Medicine

Unit 6: Clustering

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