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Udemy Applied Empirical Economics with R and Machine Learning

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Uploader:

freecoursewb

Source:

1337x

Type:

Tutorials

Language:

English

Category:

Other

Size:

2.8 GB

Added:

Nov. 13, 2025, 12:25 a.m.

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Files:

Get Bonus Downloads Here.url 180 bytes
1 - Overview.mp4 43.9 MB
10 - R-squared.mp4 11.0 MB
11 - Wine out-of-sample prediction.mp4 30.5 MB
2 - Linear Regression.mp4 30.2 MB
3 - Ordinary Least Squares Estimation.mp4 14.5 MB
4 - Estimating the Linear Regression in R.mp4 36.6 MB
5 - Regression Results and Adding Age as Explanatory Variable.mp4 21.6 MB
6 - Explaining effect of age on temperature coefficient.mp4 43.7 MB
7 - Channel Variables.mp4 20.5 MB
8 - Unobserved confounders.mp4 47.0 MB
9 - Log-level regression.mp4 48.4 MB
1 - Machine Learning.mp4 27.2 MB
10 - Bagging in Random Forests.mp4 20.9 MB
11 - Hyperparameter Tuning.mp4 27.1 MB
12 - Hyperparameter tuning with a validation data set.mp4 29.8 MB
13 - k-fold cross validation.mp4 31.8 MB
2 - Predications for training data sets.mp4 10.3 MB
3 - Predications for test data sets.mp4 9.4 MB
4 - Mean absolute error and root mean squared error.mp4 20.8 MB
5 - Overfitting.mp4 24.9 MB
6 - Regression Trees.mp4 17.8 MB
7 - Estimating a regression tree.mp4 25.7 MB
8 - Optional Regression trees and dummy variable regression.mp4 13.8 MB
9 - Random forests.mp4 8.0 MB
1 - Linear regression.mp4 44.5 MB
10 - Example continued..(1).mp4 6.4 MB
11 - Example continued..(2).mp4 21.9 MB
12 - Example continued..(3).mp4 31.9 MB
13 - Indogeneity and Exogeneity.mp4 55.6 MB
14 - Causal graphs and endogeneity.mp4 39.5 MB
15 - Bias of OLS estimator in the homework example.mp4 18.1 MB
16 - Bias of OLS estimator in the homework example cont..(1).mp4 17.5 MB
17 - Bias of OLS estimator in the homework example cont...(2).mp4 37.3 MB
18 - Bias of OLS estimator in the homework example cont...(3).mp4 15.9 MB
19 - Bias of OLS estimator in the homework example cont...(4).mp4 13.8 MB
2 - Estimating sample linear regression example.mp4 28.3 MB
20 - Bias of OLS estimator in the homework example cont...(5).mp4 16.6 MB
21 - Bias of OLS estimator in the homework example cont...(6).mp4 20.5 MB
22 - Are there sources of exogenous variation in our homework example.mp4 32.6 MB
23 - The causal effects of education.mp4 13.5 MB
24 - Abstract of two empirical studies.mp4 116.4 MB
25 - Randomized Experiments.mp4 29.5 MB
26 - Interpreting Effect Sizes.mp4 30.5 MB
27 - Non-linear effects.mp4 67.8 MB
28 - Heterogeneous effects.mp4 46.8 MB
3 - Estimating sample linear regression continued...(1).mp4 52.7 MB
4 - Estimating sample linear regression continued...(2).mp4 15.0 MB
5 - Estimating sample linear regression continued...(3).mp4 30.8 MB
6 - Formula standard error in simple linear regression.mp4 23.8 MB
7 - Simulated emperical distribution, convergence of OLS estimator, coefficients.mp4 29.7 MB
8 - Confidence intervals, t-values, p-values and significance stars.mp4 67.5 MB
9 - Example homework.mp4 11.5 MB
1 - Experiment - Study the Impact of Search Engine Advertisement.mp4 31.7 MB
10 - The parallel trends assumption.mp4 43.0 MB
2 - Controlled Experiments to Study Revenue Impact of SEM.mp4 38.6 MB
3 - Experiment continued.mp4 19.4 MB
4 - Difference in Difference Estimator.mp4 55.1 MB
5 - DiD estimation via linear regression.mp4 70.0 MB
6 - DiD estimation via linear regression cont.mp4 14.9 MB
7 - Fixed Effects Estimator.mp4 72.9 MB
8 - Cluster-Robust Standard Errors.mp4 43.9 MB
9 - Discussion The Effects of Search Engine Marketing.mp4 74.0 MB
1 - A large scale job counseling experiment.mp4 28.5 MB
10 - IV regression in our job counseling application.mp4 26.3 MB
11 - Excursion Should we worry about the small R-squared in the regressions.mp4 41.7 MB
12 - Which average treatment effect does our IV estimator estimate.mp4 32.2 MB
13 - The Rubin causal model and average treatment effects.mp4 87.4 MB
14 - IV estimator estimates local average treatment effect (LATE).mp4 83.1 MB
15 - Not perfectly randomized treatment allocation.mp4 16.8 MB
16 - Region fixed effects or inverse probability weighting.mp4 47.9 MB
17 - An example to motivate inverse probability weighting.mp4 120.3 MB
18 - 4 regressions for our inverse probability weighting example and discussion.mp4 84.6 MB
19 - Back to our job-counseling application.mp4 44.4 MB
2 - Experiment continued - the OLS Regression.mp4 42.5 MB
3 - Experiment continued - the endogeneity problem.mp4 22.5 MB
4 - Instrumental Variable Estimation.mp4 24.1 MB
5 - Instrumental Variable Estimation in a Simple Linear Regression.mp4 13.3 MB
6 - IV Estimation via Two-Stage Least Squares.mp4 45.2 MB
7 - Direct IV estimation.mp4 19.6 MB
8 - IV estimation with more than one instrument and with control variables.mp4 62.9 MB
9 - IV estimation in our job counseling application.mp4 22.0 MB
Bonus Resources.txt 70 bytes

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