Cover image of Introduction to Computational Thinking and Data Science

Introduction to Computational Thinking and Data Science

Introduction to Computational Thinking and Data Science

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Lecture 15: Statistical Sins and Wrap Up

Lecture 15: Statistical Sins and Wrap Up

Prof. Guttag continues the conversation about statistical fallacies and summarizes the take-aways of the course.

10 May 2017

44mins

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Lecture 14: Classification and Statistical Sins

Lecture 14: Classification and Statistical Sins

Prof. Guttag finishes discussing classification and introduces common statistical fallacies and pitfalls.

10 May 2017

49mins

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Lecture 13: Classification

Lecture 13: Classification

Prof. Guttag introduces supervised learning with nearest neighbor classification using feature scaling and decision tree... Read more

10 May 2017

49mins

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Lecture 12: Clustering

Lecture 12: Clustering

Prof. Guttag discusses clustering.

10 May 2017

50mins

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Lecture 11: Introduction to Machine Learning

Lecture 11: Introduction to Machine Learning

In this lecture, Prof. Guttag introduces machine learning and shows examples of supervised learning using feature vector... Read more

10 May 2017

51mins

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Lecture 10: Understanding Experimental Data (cont

Lecture 10: Understanding Experimental Data (cont

Prof. Grimson continues on the topic of modeling experimental data.

10 May 2017

50mins

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Lecture 9: Understanding Experimental Data

Lecture 9: Understanding Experimental Data

Prof. Grimson talks about how to model experimental data in a way that gives a sense of the underlying mechanism and to ... Read more

10 May 2017

47mins

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Lecture 8: Sampling and Standard Error

Lecture 8: Sampling and Standard Error

Prof. Guttag discusses sampling and how to approach and analyze real data.

10 May 2017

46mins

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Lecture 7: Confidence Intervals

Lecture 7: Confidence Intervals

Prof. Guttag continues discussing Monte Carlo simulations.

10 May 2017

50mins

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Lecture 6: Monte Carlo Simulation

Lecture 6: Monte Carlo Simulation

Prof. Guttag discusses the Monte Carlo simulation, Roulette

10 May 2017

50mins

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