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MIT OCW 14.310x Data Analysis for Social Scientists (Spring 2023)

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File Name
Size
Lecture 07： Functions of Random Variables.mp4
362 MB
Lecture 01： Introduction to 14.310x Data Analysis for Social Scientists.mp4
136 MB
Lecture 02： Fundamentals of Probability.en.vtt
86 kB
Lecture 02： Fundamentals of Probability.mp4
225 MB
Lecture 03： Random Variables, Distributions, and Joint Distributions.en.vtt
86 kB
Lecture 03： Random Variables, Distributions, and Joint Distributions.mp4
240 MB
Lecture 04： Gathering and Collecting Data.en.vtt
124 kB
Lecture 04： Gathering and Collecting Data.mp4
336 MB
Lecture 05： Summarizing and Describing Data.en.vtt
97 kB
Lecture 05： Summarizing and Describing Data.mp4
212 MB
Lecture 06： Joint, Marginal, and Conditional Distributions.en.vtt
69 kB
Lecture 06： Joint, Marginal, and Conditional Distributions.mp4
148 MB
Lecture 07： Functions of Random Variables.en.vtt
100 kB
Lecture 01： Introduction to 14.310x Data Analysis for Social Scientists.en.vtt
86 kB
Lecture 08： Moments of Distribution.en.vtt
102 kB
Lecture 08： Moments of Distribution.mp4
333 MB
Lecture 09： Expectation, Variance, and Introduction to Regression.en.vtt
85 kB
Lecture 09： Expectation, Variance, and Introduction to Regression.mp4
181 MB
Lecture 10： Special Distributions.en.vtt
104 kB
Lecture 10： Special Distributions.mp4
289 MB
Lecture 11： Special Distributions, continued. The Sample Mean, Central Limit Theorem, and Estimation.en.vtt
94 kB
Lecture 11： Special Distributions, continued. The Sample Mean, Central Limit Theorem, and Estimation.mp4
270 MB
Lecture 12： Assessing and Deriving Estimators.en.vtt
84 kB
Lecture 12： Assessing and Deriving Estimators.mp4
202 MB
Lecture 13. Confidence Intervals, Hypothesis Testing, and Power Calculations.en.vtt
103 kB
Lecture 13. Confidence Intervals, Hypothesis Testing, and Power Calculations.mp4
278 MB
Lecture 14： Causality.en.vtt
108 kB
Lecture 14： Causality.mp4
136 MB
Lecture 15： Analyzing Randomized Experiments.en.vtt
108 kB
Lecture 15： Analyzing Randomized Experiments.mp4
245 MB
Lecture 16： (More) Explanatory Data Analysis： Nonparametric Comparisons and Regressions.en.vtt
125 kB
Lecture 16： (More) Explanatory Data Analysis： Nonparametric Comparisons and Regressions.mp4
329 MB
Lecture 17： The Linear Model.en.vtt
101 kB
Lecture 17： The Linear Model.mp4
194 MB
Lecture 18： The Multivariate Model.en.vtt
52 kB
Lecture 18： The Multivariate Model.mp4
186 MB
Lecture 19： Practical Issues in Running Regressions.en.vtt
108 kB
Lecture 19： Practical Issues in Running Regressions.mp4
361 MB
Lecture 20： Omitted Variable Bias.en.vtt
116 kB
Lecture 20： Omitted Variable Bias.mp4
243 MB
Lecture 21： Endogeneity and Instrument Variables.en.vtt
103 kB
Lecture 21： Endogeneity and Instrument Variables.mp4
288 MB
Lecture 22： Experimental Design.en.vtt
103 kB
Lecture 22： Experimental Design.mp4
222 MB
Lecture 23： Visualizing Data.en.vtt
120 kB
Lecture 23： Visualizing Data.mp4
208 MB